COMMISSION STAFF WORKING DOCUMENT Mid-term evaluation of the Recovery and Resilience Facility Accompanying the document COMMUNICATION FROM THE COMMISSION TO THE EUROPEAN PARLIAMENT, THE COUNCIL, THE EUROPEAN ECONOMIC AND SOCIAL COMMITTEE AND THE COMMITTEE OF THE REGIONS Mid-Term Evaluation of the Recovery and Resilience Facility: Strengthening the EU through ambitious reforms and investments

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    https://www.ft.dk/samling/20241/kommissionsforslag/kom(2024)0082/forslag/2024361/2828010.pdf

    EN EN
    EUROPEAN
    COMMISSION
    Brussels, 21.2.2024
    SWD(2024) 70 final
    COMMISSION STAFF WORKING DOCUMENT
    Mid-term evaluation of the Recovery and Resilience Facility
    Accompanying the document
    COMMUNICATION FROM THE COMMISSION TO THE EUROPEAN
    PARLIAMENT, THE COUNCIL, THE EUROPEAN ECONOMIC AND SOCIAL
    COMMITTEE AND THE COMMITTEE OF THE REGIONS
    Mid-Term Evaluation of the Recovery and Resilience Facility: Strengthening the EU
    through ambitious reforms and investments
    {COM(2024) 82 final}
    Offentligt
    KOM (2024) 0082 - SWD-dokument
    Europaudvalget 2024
    Table of contents
    1. INTRODUCTION.................................................................................................................. 2
    2. WHAT WAS THE EXPECTED OUTCOME OF THE INTERVENTION? ........................ 5
    2.1. Description of the intervention and its objectives........................................................... 5
    2.2. Point(s) of comparison .................................................................................................. 12
    3. HOW HAS THE SITUATION EVOLVED OVER THE EVALUATION PERIOD? ........ 17
    3.1. Economic developments since the start of the RRF........................................................... 18
    3.2. State of play of the RRF implementation........................................................................... 18
    3.3. Improvements in RRF implementation over the evaluation period ................................... 25
    3.4. Inter-institutional scrutiny.................................................................................................. 27
    4. EVALUATION FINDINGS (ANALYTICAL PART)........................................................ 29
    To what extent was the intervention successful and why? ........................................................ 29
    4.1. Effectiveness ...................................................................................................................... 29
    4.2. Efficiency ........................................................................................................................... 57
    4.3. Coherence........................................................................................................................... 61
    How did the EU intervention make a difference and to whom?................................................ 66
    4.4. EU added value .................................................................................................................. 66
    Is the intervention still relevant?............................................................................................... 72
    4.5. Relevance ........................................................................................................................... 72
    5. WHAT ARE THE CONCLUSIONS AND LESSONS LEARNED? .................................. 75
    5.1. Conclusions........................................................................................................................ 75
    5.2. Lessons learned .................................................................................................................. 78
    ANNEX I: PROCEDURAL INFORMATION............................................................................. 85
    ANNEX II. METHODOLOGY AND ANALYTICAL MODELS USED ................................... 88
    ANNEX III. EVALUATION MATRIX AND DETAILS ON ANSWERS TO THE
    EVALUATION QUESTIONS........................................................................................... 142
    ANNEX IV. OVERVIEW OF BENEFITS AND COSTS.......................................................... 200
    ANNEX V. STAKEHOLDERS CONSULTATION - SYNOPSIS REPORT............................ 202
    ANNEX VI. ADDITIONAL DATA AND ANALYSIS ............................................................ 217
    Glossary
    Term or acronym Meaning or definition
    ALMP Active Labour Market Policies
    CID Council Implementing Decision
    CSR Country-specific recommendation
    DNSH Do no significant harm
    ECA European Court of Auditors
    EFC Economic and Financial Committee
    EPC Economic Policy Committee
    ERDF European Regional Development Fund
    FTE Full-time equivalent
    GDP Gross domestic product
    IPCEI Important Projects of Common European Interest
    ISG Inter-service steering group
    NGEU NextGenerationEU
    ROI Return on investment
    RRF Recovery and Resilience Facility
    RRP Recovery and resilience plans
    SoA Statement of assurance
    SMEs Small and medium-sized enterprises
    STEP Strategic Technologies for Europe Platform
    SDGs Sustainable Development Goals
    S.M.A.R.T. Specific, measurable, assignable, realistic, and time-
    related
    SWD Staff Working Document
    TSI Technical Support Instrument
    2
    1. INTRODUCTION
    The Recovery and Resilience Facility (‘RRF’) was established in February 2021 by
    Regulation (EU) 2021/2411
    (hereafter referred to as ‘RRF Regulation’) to help the Union
    recover from the COVID-19 crisis and is time-bound until 2026. The Facility was set up
    as a new, innovative, demand-driven performance-based instrument, providing direct
    financial support to Member States against the implementation of a combination of reforms
    and investments. Unlike other EU instruments (such as CRII2
    , REACT-EU3
    or SURE4
    ) that
    were set up for crisis-management purposes, the RRF was created to address the
    unprecedent impact of the COVID-19 crisis and make the Union more resilient and better
    prepared for the future. With an envelope of EUR 724 billion5
    (in current prices), the scale
    of financial support is unprecedented in the Union’s history.
    As required by the RRF Regulation, the purpose of this evaluation is to provide, at
    the half-way point, a mid-term assessment of how the RRF is delivering on its
    objectives, in particular to which extent the Facility has been providing financial support
    to Member States against the implementation of pre-agreed reforms and investments
    (specific objective) that promote the Union’s economic, social and territorial cohesion
    (general objective). In line with the RRF Regulation (Article 32), it will assess in particular
    “to which extent the objectives have been achieved, the efficiency of the use of the
    resources and the European added value”, as well as “the continued relevance of all
    objectives and actions” and “the implementation of the REPowerEU chapters and their
    contributions to the REPowerEU objectives”.
    This mid-term evaluation covers the evaluation requirements set out in the RRF
    Regulation (Article 32(2)) and the five evaluation criteria set out in the European
    Commission’s Better Regulation Guidelines and the Inter-institutional Agreement on
    Better Law-Making6
    . In particular, it seeks to assess: (i) to which extent the objectives of
    the RRF have been achieved or progress has been made since the start of the
    implementation period (i.e. effectiveness); (ii) how do the costs and benefits of the Facility
    compare, including an assessment of potential unnecessary administrative burden and
    complexity (i.e. efficiency); (iii) to what extent the RRF is and continues to be relevant in
    view of its objectives, needs and new emerging challenges (i.e. relevance); (iv) the
    interplay between the RRF and other Union’s policies and instruments (i.e. coherence);
    1
    Regulation (EU) 2021/241 of the European Parliament and of the Council of 12 February 2021 establishing the
    Recovery and Resilience Facility, available at: https://eur-lex.europa.eu/eli/reg/2021/241/oj/eng.
    2
    The Coronavirus Investment Initiative (CRII) and the Coronavirus Investment Initiative plus (CRII+).
    3
    Recovery Assistance for Cohesion and the Territories of Europe (REACT-EU).
    4
    The European instrument for temporary Support to mitigate Unemployment Risks in an Emergency (‘SURE’).
    5
    EUR 338 billion in non-repayable support and EUR 385 billion in loans.
    6
    European Commission Better Regulation Guidelines (2021), available at:
    https://commission.europa.eu/system/files/2021-11/swd2021_305_en.pdf.
    3
    and (v) whether the RRF yield results that go beyond what could be expected by individual
    actions of Member States (i.e. EU-added value).
    The scope of this mid-term evaluation covers the design of the recovery and resilience
    plans (‘RRPs’) and the ongoing implementation of the Facility in all Member States
    until 1 February 20247
    . It covers the full scope of the Facility specified in the RRF
    Regulation, i.e. the following six pillars structuring the policy areas of European relevance:
    (i) green transition, (ii) digital transformation, (iii) smart, sustainable and inclusive growth,
    (iv) social and territorial cohesion, (v) health, economic, social, and institutional resilience,
    (vi) policies for the next generation. The adopted REPowerEU chapters and their
    contributions to the REPowerEU objectives are also in the scope of this mid-term
    evaluation. The funding strategy to finance the RRF, and NextGenerationEU (‘NGEU’)
    more generally, is outside the scope of this evaluation.
    It is important to acknowledge that the nature and timing of this report comes too
    early for the report to be able to deliver a fully-fledged impact evaluation. The mid-
    term evaluation can only report and assess the implementation of the RRF until 1 February
    2024. Given that most measures, particularly investments, have not yet reached the level
    of full implementation, it is not feasible at this point to provide a systematic assessment of
    results and impacts of the Facility. This impact analysis will be included in the 2028 ‘ex-
    post evaluation’, when the measures supported by the RRF will have been fully
    implemented. The ex-post evaluation will provide a “global assessment of the Facility and
    its impact in the long term”, as specified by the RRF Regulation (Article 32(4)).
    This report therefore takes stock of the progress in the implementation of the Facility
    halfway through its implementation and evaluates its impact where possible. It
    presents the progress made to date in reaching the RRF’s specific objective (i.e. to provide
    Member States with financial support in order to achieve specific milestones and targets
    that represent steps in the implementation of reforms and investments). It also illustrates
    how the achievement of milestones and targets has, in some cases, already translated into
    the implementation of reforms and investments by Member States. This in turn contributes
    to achieving the RRF’s general objective, i.e. to promote the Union’s economic, social and
    territorial cohesion.
    Two innovative features of the RRF are of particular interest in the context of this
    mid-term evaluation. First, the RRF combines financial support for both investments and
    reforms. It provides financial incentives for the delivery of key reforms, as identified in
    7
    The information provided in this Staff Working Document is based on the content of the adopted plans, as assessed
    by the Commission, on the data reported by Member States until October 2023 as part of their bi-annual reporting
    obligations, on data from the Recovery and Resilience Scoreboard as of 1 February 2024 and on developments in
    the implementation of the Facility until 1 February 2024, unless otherwise specified. The data reflects the latest
    recovery and resilience plans for Estonia, France, Luxembourg, and Slovakia and the plans following the first
    revisions for Germany (adopted on 14/02/2023), Ireland (adopted on 14/07/2023), Italy (adopted 19/09/2023), and
    Finland (adopted on 14/03/2023). It does not reflect the latest plans for Belgium, Bulgaria, Czechia, Denmark,
    Germany (following the second revision), Ireland (following the second revision), Greece, Spain, Croatia, Italy
    (following the second revision), Cyprus, Latvia, Lithuania, Hungary, Malta, the Netherlands, Austria, Poland,
    Portugal, Romania, Slovenia, Finland (following the second revision) and Sweden as data for these Member States
    was not yet fully available.
    4
    the context of the European Semester. A second innovation concerns the fact that
    disbursements to Member States are related to the achievement of ‘milestones and
    targets’8
    . This evaluation pays particular attention to assessing this so-called ‘performance-
    based’ approach, which is defined in the literature as “aiming to improve the efficiency and
    effectiveness of public expenditure by linking the funding of public sector organisations to
    the results they deliver, making systematic use of performance information”9
    . The
    ‘performance-based’ approach of the RRF differs from the ‘cost-based’ approach generally
    applied for the European Structural and Investment Funds. As a performance-based
    instrument, the RRF disburses funds against the achievement of milestones and targets,
    which measure the progress towards the achievement of concrete results, which are the
    delivery of the agreed reforms and investments in each national RRP.
    As is the case with a mid-term evaluation of any instrument, more information is
    available at this stage on outputs than on results and impacts. This is particularly
    relevant for the RRF since measures are usually covered in the RRPs by more than one
    milestone and/or target, and the final deadline for milestones and targets to be completed
    is 31 August 2026. Particularly for investments, the milestones and targets that have been
    achieved at the mid-term point often cover initial steps, such as a launch of calls for tender,
    or signing of procurement contracts; whilst the final milestones and targets due in the
    second half of the Facility’s lifetime will increasingly cover final investment outputs.
    The results of the evaluation will serve two aims. First, they can help identify possible
    improvements in implementing the RRF over the remaining period (until end 2026)10
    .
    Second, the early assessment of the novel performance-based nature of the Facility will be
    a pertinent reference point to inform discussions on EU funding instruments in view of the
    next EU Multi-annual Financial Framework starting in 2028.
    This Staff Working Document (‘SWD’) presents the Commission staff’s views on the
    mid-term evaluation of the RRF, building on multiple sources. The assessment is
    primarily based on an independent external evaluation report (hereinafter referred to as
    ‘supporting study’) contracted by the Commission and prepared by a consortium
    comprising CEPS, ECORYS, NIESR, CSIL and Wavestone (for further information see
    the Annex to this SWD). The supporting study was concluded in November 2023 and is
    published together with this SWD. Given the unprecedented scale and scope of the RRF,
    the study takes a comprehensive approach and is complemented by eight case studies11
    that
    provide an in-depth assessment of selected policy areas. Moreover, the Commission
    organised a call for evidence and an open public consultation, with a limited response
    8
    Disbursements of RRF funds are conditional on the satisfactory fulfilment of milestones and targets proposed by
    the Member States for the implementation of the measures in their national recovery and resilience plans and
    approved by the Council.
    9
    IMF Working Paper Series, Volume 2009: Issue 084, “Accrual Budgeting and Fiscal Policy”, available at
    https://www.elibrary.imf.org/view/journals/001/2009/084/001.2009.issue-084-en.xml?Tabs=toc-102773.
    10
    Article 32 (3) of the RRF Regulation provides that “where appropriate, the evaluation shall be accompanied by a
    proposal for amendments to this Regulation”.
    11
    The topics of the eight case studies are: (a) Energy efficiency in buildings; (b) digitalisation of healthcare; (c) support
    to SMEs; (d) active labour market policies; (e) rule of law reforms; (f) early childhood education and care; (g) cross-
    border projects; (h) interaction between the RRF and other EU funds.
    5
    rate12
    . The reports of the European Economic and Social Committee13
    and of the European
    Committee of the Regions14
    feed into this evaluation as well.
    Overall, the evaluation process went as planned, and the data gathered are
    considered reliable. No significant difficulties were encountered in reaching key
    stakeholders involved in the design and implementation of the RRF. An appropriate and
    diverse range of tools was used, with different sources of evidence enabling triangulation
    of findings and converging sufficiently to support the assessments made. Therefore, even
    with the limitations linked to the early state in the RRF’s implementation, the conclusions
    and lessons learned can be considered sufficiently robust for a mid-term evaluation.
    To ensure the quality of the evaluation, a Commission inter-service steering group
    (‘ISG’) oversaw the evaluation process. The ISG provided information, expertise and
    quality assurance in line with evaluation standards and provided a useful steer to both the
    external study and this SWD. The members of the ISG came from a broad range of
    Commission services15
    that are responsible for EU-policies relevant to the RRF.
    This SWD is organised as follows: Section 2 summarises the objectives and expected
    outcomes of the RRF, whilst Section 3 describes how the situation has evolved since the
    inception of the RRF in 2021. Section 4 presents the main findings of the evaluation by
    criteria and the final Section 5 provides conclusions and lessons learned. The annexes
    provide additional information about the methodology and analytical models used, about
    the stakeholder consultation conducted, and about the procedure followed for this mid-
    term evaluation.
    2. WHAT WAS THE EXPECTED OUTCOME OF THE INTERVENTION?
    2.1. Description of the intervention and its objectives
    2.1.1. Context of the intervention
    The RRF is at the core of the EU’s answer to the unprecedented crisis resulting from
    the COVID-19 outbreak in early 2020. The pandemic fundamentally transformed the
    European and global economic, social and budgetary situation. Economic activity in
    Europe and around the world suffered a series of severe shocks in 2020 as lockdowns and
    public health measures were introduced to limit the spread of the COVID-19 virus and
    manage the severe health emergency. The EU was pushed into recession, with output
    12
    See Annexes II and V for further information on the open public consultation.
    13
    European Economic and Social Committee (2023), Mid-term evaluation of the Recovery and Resilience Facility,
    available at: https://www.eesc.europa.eu/en/our-work/opinions-information-reports/information-reports/mid-term-
    evaluation-recovery-and-resilience-facility.
    14
    European Committee of the Regions (2023), Review Report on the Implementation of the Recovery and Resilience
    Facility, available at: https://cor.europa.eu/en/our-work/Pages/OpinionTimeline.aspx?opId=CDR-4212-2022.
    15
    The ISSG is composed of representatives of DG AGRI, BUDG, CLIMA, CNECT, COMM, COMP, DEFIS, DIGIT,
    EAC, EMPL, ENER, ENV, FISMA, GROW, HOME, JRC, JUST, LS, MOVE, OLAF, REFORM, REGIO, RTD,
    SANTE, TAXUD and TRADE.
    6
    falling by 5.6% in real terms in 2020 as a whole16
    . This drop was even larger than the one
    recorded in 2009 during the Great Financial Crisis (-4.3%). The economic recovery hinged
    upon the successful implementation of vaccination campaigns allowing for the gradual
    lifting of restrictions, and the ability to structurally recover while avoiding long‑term scars.
    The EU considered that a rapid, coordinated and large public intervention was
    needed to maintain confidence and ensure a balanced economic recovery17
    . Member
    States needed significant fiscal space to mitigate the social and economic impact of the
    crisis, and to foster the resilience of their economies and social structures. Coordinated
    action at EU level was necessary to prevent a lasting loss in productive capacity and
    employment (“hysteresis” effects), financial fragmentation within the Union, as well as a
    distortion of the level playing field of the Single Market. Previous crisis experiences had
    shown that a lack of resilience can lead to negative spill-over effects across Member States,
    and that investments are drastically cut. It was clear that such reductions in public spending
    would drag on the economic and social recovery, and that investment efforts should be
    accompanied by complementary reforms responding to pre-existing and emerging
    challenges in the Member States. At the same time, the recovery strategies put in place by
    the Member States needed to be consistent with the Union’s common priorities, including
    as regards the green and digital transitions, by fostering ambitious investments and reforms
    in these areas.
    2.1.2. Objectives of the intervention
    The RRF, established by Regulation (EU) 2021/241 of 12 February 2021, is the
    centrepiece of NGEU, the EU response to mitigate the economic and social impact of
    the pandemic and to emerge stronger from the crisis. The Facility was set up to offer
    large-scale financial support for a combination of public investments and of reforms that
    would make Member States economies more resilient and better prepared for the future. It
    was designed to help Member States address existing economic and social challenges that
    had been exacerbated by the crisis in various areas, such as social, employment, skills,
    education, research and innovation, health issues, but also issues related to the business
    environment, including public administration and the financial sector. The combination of
    reforms and investments is a key innovative feature of the RRF. Importantly, the Facility
    was also designed to ensure that these investments and reforms address the challenges
    identified in the relevant country-specific recommendations (‘CSRs’) issued in the context
    of the European Semester, as well as the challenges and investment needs related to
    common EU priorities, including the green and digital transitions, thereby ensuring a
    sustainable recovery and helping to make the Union more resilient, including by
    diversifying key supply chains and strengthening the strategic autonomy of the Union.
    16
    See European Economic Forecast – Autumn 2023, available at: https://economy-finance.ec.europa.eu/economic-
    forecast-and-surveys/economic-forecasts/autumn-2023-economic-forecast-modest-recovery-ahead-after-
    challenging-year_en.
    17
    More details in Commission Staff Working Document (SWD(2020) 98 final/2) on identifying Europe's recovery
    needs, available at: https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:52020SC0098(01).
    7
    The general objective18
    of the RRF is to promote the Union’s economic, social and
    territorial cohesion, by: “[…] improving the resilience, crisis preparedness, adjustment
    capacity and growth potential of the Member States, by mitigating the social and economic
    impact of that crisis, in particular on women, by contributing to the implementation of the
    European Pillar of Social Rights, by supporting the green transition, by contributing to the
    achievement of the Union’s 2030 climate targets [...], by complying with the objective of
    EU climate neutrality by 2050 and of the digital transition, and by increasing the
    resilience, security and sustainability of the Union’s energy system through the necessary
    reduction in dependence on fossil fuels and diversification of energy supplies at Union
    level, including by means of an increase in the uptake of renewables, in energy efficiency
    and in energy storage capacity, thereby contributing to the upward economic and social
    convergence, restoring and promoting sustainable growth and the integration of the
    economies of the Union, fostering high quality employment creation, and contributing to
    the strategic autonomy of the Union alongside an open economy and generating European
    added value.”
    To achieve this general objective, the specific objective19
    of the Facility is “to provide
    Member States with financial support with a view to achieving the milestones and targets
    of reforms and investments as set out in their recovery and resilience plans […] in close
    and transparent cooperation with the Member States concerned”.
    The RRF Regulation also establishes six pillars that define the scope of the Facility,
    namely: (i) green transition; (ii) digital transformation; (iii) smart, sustainable and
    inclusive growth, including economic cohesion, jobs, productivity, competitiveness,
    research, development and innovation, and a well-functioning internal market with strong
    small and medium enterprises (‘SMEs’); (iv) social and territorial cohesion; (v) health, and
    economic, social and institutional resilience with the aim of, inter alia, increasing crisis
    preparedness and crisis response capacity; and (vi) policies for the next generation,
    children and the youth, such as education and skills.
    Green and digital policy efforts are mainstreamed in the RRF. This reflects the
    importance of tackling climate change, in line with the EU’s commitments to implement
    the Paris Agreement and the UN Sustainable Development Goals. Beyond the mandatory
    compliance with the “do no significant harm” principle (except for a targeted derogation
    under REPowerEU), the Regulation established that measures accounting for at least 37 %
    of the total allocation of Member States’ RRPs should contribute to the green transition,
    including biodiversity or addressing the resulting challenges, based on an agreed
    methodology for climate tracking. Similarly, the Regulation establishes that measures
    contributing to the digital objectives of the Regulation should account for an amount that
    represents at least 20% of the RRPs total allocation.
    18
    As defined in Article 4 of the RRF Regulation.
    19
    As defined in Article 4 of the RRF Regulation.
    8
    The RRF Regulation defines a specific allocation key for the Facility20
    , in order to
    ensure a meaningful financial contribution for each Member State commensurate to the
    actual needs. The allocation key was a tailored solution to consider the specific crisis
    circumstances and the uncertainty related to the effects of the pandemic. It was first applied
    to 70% of the EUR 338 billion in non-repayable support, based on the population, the
    inverse of GDP per capita of 2019 and the relative average unemployment rate of each
    Member State. An adjusted allocation key was later applied to 30% of the non-repayable
    support, also taking into account the change in real GDP in 2020 and 2021. This was to
    ensure the allocation of resources was well aligned with the objective of the Facility. Non-
    repayable support would be particularly beneficial to Member States with a lower per
    capita income and with a high unemployment rate, reflecting the high economic and social
    challenges that the pandemic aggravated. The RRF Regulation, also provided for an update
    of the maximum financial contribution available to each Member State in June 2022, to
    reflect the actual depth of the economic crisis across the Member States and the aggregated
    impact on real GDP during the period 2020-2021.
    The RRF also provides loans that complement non-repayable support and cover
    additional financing needs linked to reforms and investments. RRF loans of maximum
    EUR 386 billion are characterised by long maturities and favourable interest rates. They
    are of particular interest and benefit to Member States that faced higher borrowing costs.
    The total amount of loans on offer to each Member State is determined by the assessment
    of its loan request and should ordinarily not exceed 6.8% of its 2019 gross national
    income21
    .
    With its wide scope and anchor in the European Semester, the RRF is expected to
    contribute to all Sustainable Development Goals (‘SDGs’). The SDGs are an integral
    part of the analysis conducted under the European Semester for the Country Reports and
    the identification of key challenges. On a country-specific basis, this analysis feeds in the
    CSRs. Since all or a significant subset of the CSRs need to be tackled in the RRPs, RRPs
    are expected to contribute to achieving the SDGs.
    2.1.3. Functioning of the Facility
    National Recovery and Resilience Plans (‘RRPs’)
    To access financial support under the Facility, Member States had to prepare RRPs
    setting out a national agenda of reforms and investments to be implemented
    gradually until 31 August 2026. The Commission assessed each plan with a view to 11
    criteria set out in Article 19(3) of the RRF Regulation. Notably, the Commission assessed
    whether the plans contributed appropriately to the six pillars defining the scope of the
    Facility, whether they met the minimum green and digital targets (respectively 37% and
    20% of the total’s allocation contributing to the green and digital transitions), whether they
    contributed to addressing all or a significant subset of challenges identified in the relevant
    20
    See Annex I, II and III of the RRF Regulation.
    21
    There is however a possibility to go beyond the 6.8% threshold in exceptional circumstances subject to available
    resources.
    9
    CSRs issued in the context of the European Semester, whether they ensure that no measure
    does significant harm to environmental objectives, and whether they provide for an
    effective and efficient control system for the protection of the financial interests of the
    Union. Once a RRP is approved by the Council upon proposal by the Commission, the
    plan’s content becomes a legally binding act22
    that includes the milestones and targets
    against the fulfilment of which payments should be made.
    Payment requests and disbursement process
    The RRF is a performance-based instrument where disbursements are made against
    the satisfactory fulfilment of milestones and targets. Once a Member State has fulfilled
    the milestones and targets of the relevant instalment, as detailed in the respective Council
    Implementing Decision (‘CID’), it submits a duly justified payment request to the
    Commission. The Commission then has two months to assess the satisfactory fulfilment
    of the relevant milestones and targets. The Commission’s preliminary assessment is then
    subject to a committee consultation23
    followed by a Commission Implementing Decision
    to disburse.
    Reporting framework on the implementation of the RRPs
    With its comprehensive set of milestones and targets, the RRF provides a solid tool
    to monitor outputs and results. The Facility’s monitoring framework corresponds to its
    approach, which links disbursements to the satisfactory fulfilment of concrete milestones
    and targets, as set out in the CIDs. In the context of the European Semester, Member States
    report twice a year on the implementation of milestones and targets to measure the progress
    towards the achievement of reforms and investments.
    The monitoring framework of the RRF also includes 14 common indicators to be
    reported upon by Member States to track the progress of the Facility24
    . The common
    indicators were agreed in a delegated act to help monitoring the progress made with the
    implementation of the RRF. While bearing in mind the additional data collection and
    reporting obligations for Member States, the common indicators were chosen to offer a
    condensed picture of the different national RRPs across the six pillars of the Facility.
    According to the RRF Regulation, the common indicators (described in Box 1) are meant
    to monitor and evaluate the Facility towards the achievement of the general and specific
    objectives. They measure outputs and results (but not impacts) to the extent possible.
    22
    Once the Commission concluded a positive assessment of a RRP, it made a proposal for a Council Implementing
    Decision (‘CID’) approving that assessment. The CIDs include the milestones and targets to be fulfilled for
    payments, accompanied by a SWD analysing the content of the respective plan. The Council then endorsed the
    CIDs.
    23
    The Economic and Financial Committee (‘EFC’), with the support of the Economic Policy Committee (‘EPC'),
    subsequently provides its opinion on the Commission’s preliminary assessment. The Commission takes the EFC
    opinion into account for the preparation of its implementing decision approving Member States’ payment requests,
    which, as provided for in Article 35 of the RRF Regulation, are adopted under a comitology procedure with the
    involvement of an RRF Committee (composed of representatives of all Member States).
    24
    See Commission Delegated Regulation (EU) 2021/2106 of 28 September 2021 on supplementing Regulation (EU)
    2021/241 of the European Parliament and of the Council establishing the Recovery and Resilience Facility by setting
    out the common indicators and the detailed elements of the recovery and resilience scoreboard, available at:
    https://eur-lex.europa.eu/legal-
    content/EN/TXT/?toc=OJ%3AL%3A2021%3A429%3ATOC&uri=uriserv%3AOJ.L_.2021.429.01.0083.01.ENG.
    10
    Unlike key performance indicators that are usually linked to specific and measurable
    targets, the RRF common indicators are used for reporting on the progress of the Facility
    as a whole, and most of them are relevant for more than one pillar.
    Box 1: The 14 common indicators under the RRF
    1. Savings in annual primary energy consumption (pillar 1 and 3)
    2. Additional operational capacity installed for renewable energy (pillar 1 and 3)
    3. Alternative fuels infrastructure (refuelling/recharging points) (pillar 1 and 3)
    4. Population benefiting from protection measures against floods, wildfires, and other climate
    related natural disasters (pillar 1 and 4)
    5. Additional dwellings with internet access provided via very high-capacity networks (pillar
    2 and 4)
    6. Enterprises supported to develop or adopt digital products, services and application
    processes (pillar 2 and 3)
    7. Users of new and upgraded public digital services, products and processes (pillar 2 and 5)
    8. Researchers working in supported research facilities (pillar 3)
    9. Enterprises supported (of which small – including micro, medium, large) (pillar 3)
    10. Number of participants in education or training (pillar 2, 4, 6)
    11. Number of people in employment or engaged in job searching activities (pillar 3 and 4)
    12. Capacity of new or modernised health care facilities (pillar 4 and 5)
    13. Classroom capacity of new or modernised childcare and education facilities (pillar 4 and 6)
    14. Number of young people aged 15-29 years receiving support (pillar 6)
    The Commission publishes a wide array of data on the implementation of the RRPs
    on the Recovery and Resilience Scoreboard25
    . The Scoreboard provides up-to-date
    information on the disbursements and progress made by Member States, including on the
    fulfilment of milestones and targets disaggregated by Member State and by RRF pillar. It
    also includes thematic analyses on the status of the implementation of the RRF and
    information on the 100 final recipients receiving the highest amount of RRF funds in each
    of the 27 Member States26
    .
    2.1.4. Intervention Logic
    The RRF intervention logic frames the purpose, actions, and expected outcomes of
    the Facility. It is presented below in Figure 1 and captures the consecutive steps of the
    RRF from the initial needs to be addressed to the ultimate goals to be achieved. Individual
    Member States’ RRPs comprise measures with a varying thematic focus, in a wide range
    of policy areas, designed to cater for Member States’ specific needs within the common
    25
    See https://ec.europa.eu/economy_finance/recovery-and-resilience-scoreboard/index.html.
    26
    The Commission also publishes ‘annual reports’ on the implementation of the Facility. Moreover, an interactive
    map on the RRF website displays examples of projects supported by the Facility in the different EU Member
    States, see https://commission.europa.eu/business-economy-euro/economic-recovery/recovery-and-resilience-
    facility_en#map.
    11
    overall frame of the Facility’s six pillars. Given its broad scope and large financial
    envelope, the RRF’s general and specific objectives are defined in broad terms. They do
    not provide the kind of specific and measurable objectives that are typically assigned to
    smaller and more targeted programmes within the EU’s budget. Moreover, they do not
    fulfil the S.M.A.R.T. criteria27
    .
    The intervention logic of the RRF corresponds to its design: the delivery of financial
    support against the implementation of reforms and investments. The RRF is designed
    to support reforms and investments in the Member States. Progress made on reforms and
    investments is demonstrated by the achievement of milestones and targets of the plans. To
    assess the progress achieved to date in concrete and measurable terms, it is possible to
    precisely assess the financial support disbursed, the number and type of milestones and
    targets fulfilled (which track the implementation progress of the reforms and investments
    supported by the RRF), and the common indicators (that monitor progress towards the
    achievement of the RRF’s general and specific objectives).
    Figure 1: Intervention logic for the RRF mid-term evaluation
    Source: European Commission
    The intervention logic, as outlined in Figure 1, comprises the following elements:
    1) Needs as described in the RRF Regulation (e.g. recital 6). The extent to which the
    RRF is addressing the needs is assessed under the relevance criterion.
    2) Objectives as stated in Article 4 of the RRF Regulation. The extent of the RRF’s
    contribution to these objectives is assessed under the effectiveness criterion, while
    the relation of the RRF objectives/measures to other instruments (e.g. Cohesion
    27
    They cannot be considered as specific, measurable, assignable, realistic, and time-related (‘S.M.A.R.T.’).
    12
    Policy financing and national instruments) is reviewed under the coherence
    criterion.
    3) Inputs refer to the financial inputs (non-repayable financial support and loans) as
    well as the human resources and administrative processed needed to manage and
    implement the RRF. Issues related to the disbursements are included in the
    effectiveness analysis, while cost and administrative issues are covered in the
    efficiency analysis.
    4) Outputs are defined as the disbursements performed and the achievements of
    milestones and targets. These are the first elements that are assessed under
    effectiveness.
    5) Results are emanating from the reforms and investments implemented by Member
    States, in accordance with the plans and the objectives of the RRF. They are
    discussed in the analysis of effectiveness and coherence (e.g. on the reinforcement
    of investments and reforms).
    6) Impacts of the RRF are expected to be as wide as the identified objectives and
    needs. Given that this mid-term evaluation is performed early in the
    implementation of the RRF, impacts cannot be expected to have significantly
    materialised yet. The analysis on effectiveness includes considerations on the
    contribution of the RRF to the expected impacts.
    7) External factors have also affected the implementation of the RRF and are
    captured in this mid-term evaluation.
    2.2.Point(s) of comparison
    Without decisive and coordinated policy action, the EU economy was facing serious
    risks of a long-lasting severe contraction after the COVID-19 outbreak, risks of
    investment being drastically cut, risks of a lasting loss in productive capacity and
    employment, risks of financial fragmentation, as well as risks of a distortion of the level
    playing field of the Single Market, which could have led to increasing economic
    divergences in the Union and aggravated Europe’s long-term growth challenges. The
    financial support needs identified at the time, stemming from investment gaps and equity
    losses, were very large28
    .
    The RRF aimed at addressing these risks and needs through a strategic and
    coordinated policy response that provided large-scale financial support for public
    investments and reforms. The fact that this response came swiftly and was designed as a
    common EU initiative was significantly different from the more gradual and fragmented
    response to the euro area crisis of 2010. This time, a clear political agreement was reached
    to react in a decisive and coordinated manner, to avoid a severe contraction of the EU
    economy and mitigate the associated risks.
    28
    More details in Commission Staff Working Document (SWD(2020) 98 final/2) on identifying Europe's recovery
    needs, available at: https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:52020SC0098(01).
    13
    As a first possible point of comparison, EU Cohesion Policy is being considered.
    Cohesion Policy is the EU investment tool that is the most comparable in terms of the size
    of its financial support (EUR 543 billion over 2021-2027 period). In addition, Cohesion
    Policy also finances investments that support the EU’s economic, social and territorial
    cohesion and links support of investment to an agenda of enabling reforms (previous ‘ex
    ante conditionalities’ or ‘enabling conditions’). At the same time, the Cohesion Policy
    Instruments are not comparable to the design and management of the RRF. Key novelties
    of the RRF are the performance-based approach, where payments are made upon the
    fulfilment of milestones and targets, and the strong incentives to implement long-standing
    CSRs in the context of the European Semester.
    Hence, the main point of comparison to assess the implementation and expected
    impact of the RRF relates to the counterfactual situation of what would have
    happened in its absence. The milestones and targets as well as the related disbursements
    embedded in the RRF’s design provide one point of comparison against which to assess
    its implementation.
    The macro-economic simulations conducted as part of this evaluation aim to illustrate
    ex-ante the expected impact of the RRF compared to a baseline or counterfactual
    characterised by the absence of the RRF or NGEU. The models consider the impact on
    EU GDP that can be attributed to the investments financed by the RRF, as well as the
    consequences of reduced interest rate spreads on sovereign bonds.
    Integrating up-to-date information on loan requests, inflation, and expected spending
    profiles, the simulations with the Commission’s QUEST29
    model suggest sizable
    macroeconomic effects of NGEU investment30
    . The model’s results show that NGEU31
    has the potential to increase EU real GDP by up to 1.4% in 2026 above a no-NGEU
    scenario (Figure 2a)32
    According to the simulations, the peak GDP effect for the EU would
    materialise in 2026. The model simulations also suggest a sizeable, short-run increase in
    29
    QUEST is the global macroeconomic model that the Directorate General for Economic and Financial Affairs (DG
    ECFIN) uses for macroeconomic policy analysis and research. It is a structural macro-model in the New-Keynesian
    tradition with rigorous microeconomic foundations derived from utility and profit optimisation and including
    frictions in goods, labour and financial markets. For further information on DG ECFIN’s QUEST model, see Annex
    II for further information or see https://economy-finance.ec.europa.eu/economic-research-and-databases/economic-
    research/macroeconomic-models/quest-macroeconomic-model_en.
    30
    To estimate the macroeconomic impact of the RRF, the European Commission has produced stylised ex-ante
    assessments of the macroeconomic impact of NGEU investment. These model simulations are not an ex-post
    evaluation of the actual impact, but rather an ex-ante model prediction based on stylised assumptions. Nonetheless,
    the simulations presented here integrate up-to-date information on loan requests, inflation, and expected spending
    profiles. They focus on investments as the macroeconomic effects of structural reforms is much more challenging
    to model. For further information, see in particular, Pfeiffer P., J. Varga and J. in 't Veld (2023) Quantifying
    spillovers of coordinated investment stimulus in the EU, Macroeconomic Dynamics (27), p. 1843–1865. See also
    the ECFN Discussion Paper (2021): https://economy-finance.ec.europa.eu/publications/quantifying-spillovers-
    next-generation-eu-investment_en.
    31
    The QUEST model results have been computed based on NGEU and not RRF investments. However, the
    investments (loans and non-repayable support) based on the RRF make up for around 90% of NGEU investments.
    32
    Please see Annex II for a detailed discussion of the assumptions and model specifications.
    14
    EU employment (by up to 0.8%). Moreover, the results yield persistently higher real wages
    in the medium term, reflecting potential productivity gains of productive investment33
    .
    The estimated results of the NiGEM34
    model used in the evaluation study broadly
    confirm these findings, albeit with some differences due to a different model design.
    Overall, both modelling approaches find a substantially positive economic impact of
    NGEU/RRF. The NiGEM analysis additionally assesses the effects of a reduction spreads
    and government borrowing costs, which is a further benefit of the RRF. At the same time,
    the productivity gains of public investment appear to be lower in the NiGEM model (partly
    due to the model’s assumptions) and below those reported by Ramey (2021)35
    .
    Quantitatively, the results of the NiGEM model suggest that, as a result of the RRF
    disbursements, EU GDP was 0.4 per cent higher in 2022 than it would have been in
    the absence of RRF spending. RRF disbursements had stronger effects in the Southern
    and Eastern Member States than in the Northern and Western ones with relatively higher
    levels of GDP. The initial disbursements lowered unemployment in the European Union
    by around 0.2 percentage points relative to what it would have been in the absence of the
    RRF.
    The importance of positive cross-country spillovers and reductions in interest rate
    spreads are central to these overall findings. The simultaneous implementation of
    investment by all Member States generates an added value for the EU that amounts to
    between one-fourth and one-third of the total impact of the RRF (hereafter referred to as
    spillovers). These positive spillover effects have shown in the QUEST assessments and are
    also relevant in the NiGEM simulations. Moreover, the NiGEM estimations yield that
    reducing spreads has been an important positive side effect, which helped mitigate risks of
    financial fragmentation at the time of the COVID shock (for details, see section 4.4.3.
    regarding the impact on spreads).
    33
    Note that because the simulations focus on public investment (without accompanying labour-market reforms), the
    employment effects are relatively short-lived and real wage increases reflect most medium and long-run labour
    market benefits in the simulations. By contrast, reforms targeting labour markets and increasing participation, which
    are included in numerous RRPs, can lead to large employment gains in the medium and long run.
    34
    The National Institute Global Econometric Model (or ‘NiGEM’) is a global macroeconomic model developed and
    maintained by the National Institute of Economic and Social Research. For further information, see
    https://www.niesr.ac.uk/nigem-macroeconomic-model.
    35
    As acknowledged in the evaluation report, the long-run GDP gains from government investment multipliers appear
    to be below the QUEST estimates, partly because government investment is “treated as ‘consumption’ and so does
    not add to the economy’s capital stock, which is the main way that government investment raises GDP in the long
    run” (see page 21 of the supporting study). On the multiplier effects of government investment, see also Ramey, V.
    (2021) ‘The Macroeconomic Consequences of Infrastructure Investment’ in Glaeser, E.L., and Poterba, J.M. (Eds.),
    Economic Analysis and Infrastructure Investment, pp. 219-268.
    15
    Figure 2: GDP effects (in % of a no-NGEU scenario), QUEST model scenarios
    a. EU GDP Dynamics, % of GDP b. Peak GDP effects, % of GDP
    Notes: All results are expressed in per cent deviation from a no-NGEU scenario. In the left panel (a), the blue line reports
    real EU GDP effects in the benchmark scenario, while the red line depicts the low-productivity scenario. The right panel
    (b) depicts the respective peak GDP effects for each country. Blue (red) bars report GDP effects in the benchmark (low-
    productivity) scenario.
    Source: European Commission
    With its allocation key, the RRF was designed to support lower-income and more
    vulnerable Member States, which had also been hit the hardest by the pandemic. The
    RRF’s allocation of funding thus helps counteract economic divergence, fostering
    economic stability and growth where it is most needed. Given the allocation key, the
    QUEST simulations indicate that Member States with below-average GDP per capita are
    expected to experience the largest boost to GDP levels because of the significant RRF
    investments (see Figure 2b). For the benchmark (high productivity) model calibration, the
    increase in output reaches almost 4.5% in Greece, more than 4% in Croatia, and around
    3.5% in Spain and Bulgaria compared to the EU average impact of 1.4%. The model-based
    analysis does not explicitly cover reforms, which are expected to have a long-term positive
    impact and can further lay the groundwork for long-term economic convergence within
    the EU36
    .
    The ex-ante macroeconomic simulations also predict that the simultaneous
    implementation of the RRF by all Member States generates sizeable positive spillover
    effects, leads to economic convergence and is helping to reduce unemployment. In line
    with the estimates based on QUEST37
    , the absence of joint and coordinated action
    (counterfactual) would have substantially reduced the average GDP impact (see Figure 3).
    While all Member States are estimated to benefit from sizable cross-border spillover
    effects because of rising demand across the integrated EU economy, the joint investment
    impulse from the RRF is also supporting the upward economic convergence in the EU.
    The results predict that Member States with below-average GDP specifically gain from
    36
    See Pfeiffer, P., Varga, J, and in ‘t Veld, J. (2023) Unleashing Potential: Model-Based Reform Benchmarking for
    EU Member States, available at: https://economy-finance.ec.europa.eu/publications/unleashing-potential-model-
    based-reform-benchmarking-eu-member-states_en.
    37
    See Pfeiffer, P., Varga, J, and in ‘t Veld, J. (2023) Unleashing Potential: Model-Based Reform Benchmarking for
    EU Member States, available at: https://economy-finance.ec.europa.eu/publications/unleashing-potential-model-
    based-reform-benchmarking-eu-member-states_en.
    16
    these spillover effects, as they spur enhanced economic activity and cross-border trade.
    This analysis is reinforced by the simulations undertaken using the NiGEM model. It
    shows that the collective effect on EU GDP is greater than the sum of the direct effects of
    RRF spending if each Member State (counterfactually) implemented the investments on
    its own. The NiGEM simulations also suggest that the initial disbursements lowered
    unemployment in the European Union by around 0.2 percentage points relative to what it
    would have been in the absence of the RRF.
    Figure 3: GDP effects (in % from a no-NGEU scenario), spillover effects
    a. High productivity scenario, % of GDP b. Low productivity scenario, % of GDP
    Notes: All results are expressed in per cent deviation from a no-NGEU scenario. Blue bars show simulation results from
    unilateral plans (counterfactually assuming that only one Member State implements the investment plan at a time).
    Spillover (red) is defined as the difference of the coordinated simultaneous NGEU stimulus in all Member States and the
    standalone simulations of the national plans. The left (a) and right (b) panels depict the benchmark and low-productivity
    scenarios, respectively.
    Source: European Commission
    RRF loans, if used to finance additional projects, are estimated to contribute to the
    positive real GDP impact. These gains are largest for Member States with significant
    amendments to loan requests (as of 2023), while all Member States can benefit from other
    Member States’ investment through spillover effects.
    The RRF’s cumulated long-run impact on GDP can be expected to exceed the total
    disbursed RRF funds. According to DG ECFIN’s model-based macroeconomic
    simulations38
    , the (undiscounted) cumulative impact on EU GDP of NGEU budget39
    can be
    about three to six times as large in the long run, depending on the productivity effects of
    RRF investment. The long-run benefits of the RRF are confirmed by the supporting study,
    whose NiGEM analysis suggests that the cumulative impact on EU GDP by 2041 of the
    RRF funds disbursed up to end July 2023 is almost twice as large as the value of these
    disbursed funds. The study further suggests that the cumulative impact on EU GDP by
    38
    Pfeiffer, P., Varga, J., in’t Veld, J. (2023) Quantifying spillovers of coordinated investment stimulus in the EU,
    Cambridge University Press, available at: https://www.cambridge.org/core/journals/macroeconomic-
    dynamics/article/quantifying-spillovers-of-coordinated-investment-stimulus-in-the-
    eu/FFCCAAA20BD98AC50A93A4F24562EAD4.
    39
    NGEU budget considered in the simulations is around EUR 700 billion.
    17
    2041 of the entire RRF package of non-repayable support and loans is expected to exceed
    twice the total RRF funds40
    .
    It is important to note that the overall macroeconomic impact calculated by the
    simulations depends on the assumptions on the productivity effects and additionality
    of the financed investment projects. Notably, the macroeconomic impact could be
    considerably smaller if investment projects yielded lower productivity gains. In the low-
    productivity scenario of the QUEST model, the simulated EU-wide GDP gains are smaller
    (see Figure 3b). While sizeable growth effects remain, the changes across assumptions are
    noteworthy (as reflected in the estimated multipliers shown in Annex II). For the purposes
    of modelling and as a stylised simplification, the simulations assume that Member States
    utilise all non-repayable support (100%) and half of loans (50%) for additional public
    investment. The assumption of reduced loan additionality reflects a conservative approach
    taken in the analysis (for details, please see Annex II). Similarly, the GDP effects could
    also be smaller in case of lower additionality of non-repayable support since, in this case,
    not all resources would be used for additional public investment41
    .
    3. HOW HAS THE SITUATION EVOLVED OVER THE EVALUATION PERIOD?
    While the RRF was established during the COVID-19 pandemic to help Member
    States recover faster and become more resilient, its implementation is taking place in
    a constantly evolving context. Nearly a year after the entry into force of the RRF, the
    international context experienced another radical change following Russia’s illegal war of
    aggression against Ukraine. This caused renewed pressures on supply chains as well as on
    global energy and food markets, which to a large extent resulted in high levels of inflation,
    with the European Union being particularly affected. These external factors have had an
    impact on the implementation of the RRF, both as concerns implementation speed and the
    need to use the Facility to tackle emerging challenges. The REPowerEU Plan, presented
    by the Commission in May 2022 as the EU’s response to the energy crisis, paved the way
    for an amendment of the RRF Regulation less than two years after its entry into force. The
    RRF became a key financial tool to deliver on the REPowerEU objectives. It increased the
    amount of EU funds made available to the Member States through the RRF, and enabled
    Member States to adjust their RRPs by putting forward additional reforms and investments
    to rapidly phase-out the EU’s dependence on Russian fossil fuels, accelerate the clean
    energy transition, support the reskilling of the workforce, and address energy poverty.
    This section describes how the European economy and the RRF implementation have
    evolved over the evaluation period and presents the state of play to date.
    40
    See page 215 of the supporting study.
    41
    QUEST ex-ante simulations estimate that the impact on EU GDP is roughly proportional to the assumed
    additionality. The additional investment stimulated by the RRF could be lower than assumed due to the short period
    allocated for implementation and the overlap with projects fundable by Cohesion Policy instruments. In an
    alternative scenario where only 25% (Northern and Western Europe) and 60% (other Member States) of non-
    repayable support and loans were spent on additional investment, the GDP gains would be reduced by a little over
    a quarter (based on simulations with NiGEM). This alternative scenario is presented and discussed in the supporting
    study.
    18
    3.1. Economic developments since the start of the RRF
    As the RRF’s general objective is to promote the Union’s economic, social and territorial
    cohesion, the way in which the EU economy developed since the COVID-19 pandemic
    crisis provides an important context for the evaluation.
    Following a steep fall in economic activity in the first half of 2020 due to pandemic-
    related restrictions, a vigorous and synchronised economic rebound started in the
    second half of 2020. The robust rebound in economic activity brought the EU economy
    back to its pre-pandemic output level (fourth quarter of 2019) in the third quarter of 2021.
    By the end of 2022, the volume of EU output was 3.2% higher compared to pre-pandemic
    levels, while the EU’s aggregate public investment-to-GDP ratio is expected to increase
    from 3.0% in 2019 to 3.3% in 202342
    . In contrast with previous macroeconomic shocks,
    public investment hence remained robust during the COVID-19 pandemic and the energy
    crisis.
    The resilience of the EU economy was tested again following Russia’s unprovoked
    aggression against Ukraine. Russia’s aggression against Ukraine exacerbated the supply-
    side disruptions that had started to push up global commodity prices in 2021. Due to its
    geographical proximity to the war and heavy reliance on gas imports from Russia, the EU
    economy was expected to fall into a recession in winter 2022-2023. While this recession
    was avoided by a margin, the economic momentum slowed down significantly since the
    end of 2022. Based on the Commission's Winter 2024 interim Forecast, the conditions for
    a gradual pick-up in economic activity are still in place43
    .
    3.2. State of play of the RRF implementation
    3.2.1. Adoption of RRPs and operational documentation
    At the half-way point, the implementation of the Facility is under way in all Member
    States. The RRF Regulation entered into force on 12 February 2021. In 2021 and 2022,
    the Commission supported Member States to put forward ambitious plans with clear and
    realistic milestones and targets to monitor their progress during the implementation and
    was in close contact with them to conduct a comprehensive assessment of each plan. The
    Commission assessed each plan in a consistent and transparent manner, following the 11
    criteria set out in Article 19(3) of the RRF Regulation. With this assessment, the
    Commission has ensured that the measures included in Member States’ RRPs contribute
    to meeting the objectives of the Facility44
    .
    42
    See European Economic Forecast – Winter 2024 interim, available at: https://economy-
    finance.ec.europa.eu/economic-forecast-and-surveys/economic-forecasts/winter-2024-economic-forecast-delayed-
    rebound-growth-amid-faster-easing-inflation_en.
    43
    See European Economic Forecast – Winter 2024 interim, available at: https://economy-
    finance.ec.europa.eu/economic-forecast-and-surveys/economic-forecasts/winter-2024-economic-forecast-delayed-
    rebound-growth-amid-faster-easing-inflation_en.
    44
    For further information, see Report from the Commission to the European Parliament and the Council on the
    implementation of the Recovery and Resilience Facility (COM(2022) 75 final), available at:
    https://commission.europa.eu/system/files/2022-03/com_2022_75_1_en.pdf.
    19
    By December 2022, the positive assessment of all 27 Member States’ initial RRPs had
    been proposed by the Commission and adopted by the Council. The adoption timeline
    varied across Member States, with the first CID adopted in July 2021 and the last in
    December 2022. The median duration between the submission of original RRPs by
    Member States and the adoption of CIDs by the Council was 70 calendar days, although
    the assessment for the plans submitted by Bulgaria, Hungary, Poland, and Sweden took
    significantly longer. Information on the dates of submission of RRPs and adoption of CIDs
    of each Member State is provided in Annex VI.
    Financing agreements, (where relevant) loan agreements, and operational
    arrangements also needed to be concluded with each Member State. The financing and
    loan agreements define the rights and obligations of the parties. This includes the
    protection of the financial interests of the Union, requirements for Member States’ control
    systems and a commitment of the financial contribution and of the loan support. The
    Commission also concluded operational arrangements with most Member States, which
    further specify the modalities for monitoring and cooperation, as well as the verification
    mechanism for each milestone and target (discussions are still ongoing with two Member
    States45
    ). The signing of operational arrangements is a pre-requisite for submitting a first
    payment request.
    3.2.2. REPowerEU and amendment of the RRF Regulation
    The amended RRF Regulation, integrating revisions related to REPowerEU, entered
    into force in March 2023. The amendments provide additional financial support for new
    or scaled-up reforms and investments dedicated to diversifying energy supplies (in
    particular gas imports), increasing energy savings, accelerating the clean energy transition
    and ultimately increasing the resilience, security and sustainability of the Union’s energy
    system. Corresponding REPowerEU objectives were also introduced46
    .
    The amendments to the RRF Regulation also strengthened transparency by requiring
    Member States to publish data on the 100 final recipients47
    receiving the highest
    amount of funding for the implementation of measures under the RRF. Further information
    is provided in Section 3.3.1. below.
    3.2.3. Revisions of RRPs and submission of REPowerEU chapters
    The external factors related to the war in Ukraine, energy crisis, high inflation and
    supply chain disruptions impacted the implementation of the RRPs. Faced with cost
    increases, supply chain shortages, uncertainty and the need to divert administrative
    resources to tackle external emergencies, Member States found that they could not
    implement some of the measures as initially planned in their RRPs. This impacted the
    45
    By 1 February 2024, the Commission has concluded operational arrangements with all Member States but two (the
    Netherlands and Hungary).
    46
    See Article 21c of the RRF Regulation.
    47
    In the context of the RRF, a final recipient is understood as the last entity receiving funds under the RRF that is not
    a contractor or a subcontractor, for example, citizens, regional or local authorities, or SMEs, and as such can be
    either a legal or a natural person.
    20
    speed of implementation of the Facility and generated a need to introduce targeted
    revisions to the RRPs (under Article 21 of the RRF Regulation). These revisions came on
    top of the revisions related to the updated maximum contribution (see Section 2).
    By 1 February 2024, all Member States had submitted a request to modify their RRPs
    and 23 had also submitted a REPowerEU chapter (Table 1). 31 modified RRPs, 23 of
    which including REPowerEU chapters, were assessed by the Commission and then
    adopted by the Council (Table 1).
    Table 1: State of play on the submission of modified RRPs and REPowerEU chapters by 1
    February 2024
    BE
    BG
    CZ
    DK
    DE
    EE
    IE
    EL
    ES
    FR
    HR
    IT
    CY
    LV
    LT
    LU
    HU
    MT
    NL
    AT
    PL
    PT
    RO
    SI
    SK
    FI
    SE
    27 plans approved
    by the Commission
    and adopted by the
    Council
    31 revised plans
    submitted to the
    Commission
    2x 2x 2x 2x
    23 revisions
    including a
    REPowerEU
    chapter
    31 revised plans
    assessed by the
    Commission
    2x 2x 2x 2x
    31 revised plans
    adopted by
    Council
    2x 2x 2x 2x
    Source: European Commission
    3.2.4. Submission and assessment of payment requests
    By 1 February 2024, the Commission received 54 payment requests from 24 Member
    States and disbursed close to EUR 225 billion. This figure includes EUR 157.2 billion
    disbursed upon the submission of payment requests and satisfactory fulfilment of
    milestones and targets, EUR 56.6 billion in RRF pre-financing granted to 21 Member
    States until 31 December 2021, and EUR 10.4 billion of REPowerEU pre-financing
    disbursed to 21 Member States between December 2023 and 1 February 2024 (see next
    paragraphs). EUR 144.0 billion of the total amount disbursed to Member States concern
    non-repayable support and EUR 80.2 billion concern loans. Table 2 provides an overview
    of the submission of payment requests by the Member States and the corresponding total
    disbursements by the Commission, covering both non-repayable support and loans48
    ,
    48
    RRF loans were disbursed to Greece on 09/08/2021 (EUR 1.7 billion in pre-financing), on 08/04/2022 (EUR 1.8
    billion), on 19/01/2023 (EUR 1.8 billion) and on 28/12/2023 (EUR 1.9 billion); to Cyprus on 09/09/2021 (EUR
    26.0 million in pre-financing); to Italy on 13/08/2021 (EUR 15.9 billion in pre-financing), on 13/04/2022 (EUR 11
    billion), on 08/11/2023 (EUR 11 billion), on 09/10/2023 (EUR 8.5 billion), and on 28/12/2023 (EUR 14.5 billion);
    to Portugal on 03/08/2021 (EUR 350.9 million in pre-financing), on 09/05/2022 (EUR 609 million), on 08/02/2023
    (EUR 108.8 million), and on 28/12/2023 (EUR 585.2 million); to Romania on 13/01/2022 (EUR 1.9 billion in pre-
    financing), on 27/10/2022 (EUR 789.7 million) and on 29/09/2023 (EUR 893.3 million); and to Slovenia on
    28/12/2023 (EUR 310.0 million). In addition, loans were disbursed to the following Member States as part of pre-
    financing relating to REPowerEU funds under the RRF: Belgium on 25/01/2024 (EUR 43.0 million), Croatia on
    21
    following a positive assessment of the milestones and targets covered by the respective
    payment request.
    Pre-financing for the initial RRPs was disbursed to all requesting Member States
    whose plans were adopted by the legal deadline of 31 December 2021. To ensure that
    the financial support provided by the RRF was frontloaded in the aftermath of the COVID-
    19 crisis, Member States could request up to 13% of their total financial allocation as up-
    front payment in the form of so-called ‘pre-financing’. This was however only possible
    where the relevant RRP was adopted by the Council before the deadline of 31 December
    2021, as set in the RRF Regulation49
    . The disbursement of this pre-financing was not
    directly linked to the fulfilment of milestones and targets, unlike subsequent disbursements
    that are conditional upon the fulfilment of the relevant milestones and targets. The amounts
    disbursed under pre-financing are deducted over time from regular payments to Member
    States. Any potentially remaining amount can be recovered by the Commission at the end
    of the Facility’s lifetime, including if the Member State does not fulfil the requirements
    established in the CID. All Member States whose initial plans were adopted by end-2021,
    except Ireland, requested and received pre-financing, which amounted to EUR 56.6 billion
    (see Table 2 below). Pre-financing payments were executed within six business days after
    the signing of the Financing (and/or Loan) Agreements (where relevant), and well ahead
    of the 2-month period mentioned in the RRF Regulation50
    . Two Member States for which
    no payment request has been processed yet (Belgium and Finland) have nonetheless
    received RRF funding, in the form of pre-financing. As the RRPs submitted by Bulgaria,
    Hungary, the Netherlands, Poland and Sweden were adopted after the legal deadline, those
    five Member States were unable to request pre-financing for their initial plans.
    By 1 February 2024, EUR 10.4 billion was disbursed as REPowerEU pre-financing
    to the 21 Member States that requested it (see Table 2 below). In the same spirit as the
    2021 round of pre-financing and to ensure that financial support is frontloaded to better
    respond to the energy crisis, Member States that modified their RRPs to include a
    REPowerEU chapter had the possibility to request up to 20% of the additional funding
    requested to finance their REPowerEU measures until the end of 202351
    . 21 Member States
    requested and received REPowerEU pre-financing. Bulgaria, Germany, Ireland and
    Luxembourg are not eligible for REPowerEU pre-financing since their REPowerEU
    chapters were not adopted by the Council by end-2023 – as they were still under
    preparation. The Netherlands and Sweden did not request any REPowerEU pre-financing.
    Progress in RRF implementation is underway in all Member States, but with
    differences. While some Member States are progressing fast with the roll-out of their
    payment requests, others are facing diverse challenges. Hungary, the Netherlands, and
    25/01/2024 (EUR 529.9 million), Spain on 25/01/2024 (EUR 340.0 million), Hungary on 28/12/2023 (EUR 779.5
    million), Lithuania on 28/12/2023 (EUR 109.8 million), and Poland on 28/12/2023 (EUR 4.5 billion).
    49
    See Article 13 of the RRF Regulation.
    50
    See European Commission (2022) Report from the Commission to the European Parliament and the Council on the
    implementation of the RRF (COM(2022) 75 final), available at: https://commission.europa.eu/system/files/2022-
    03/com_2022_75_1_en.pdf.
    51
    See Article 21d of the RRF Regulation.
    22
    Sweden have not yet submitted a payment request to the Commission. For Hungary and
    Poland, the authorities need to take necessary steps to implement the milestones related to
    the protection of the financial interests of the Union – no regular payment under the RRF
    is possible without the fulfilment of these milestones. In contrast, eight52
    Member States
    have submitted three or more payment requests.
    Table 2: State of play on implementation of RRF payment requests, by 1 February 2024
    BE
    BG
    CZ
    DK
    DE
    EE
    IE
    EL
    ES
    FR
    HR
    IT
    CY
    LV
    LT
    LU
    HU
    MT
    NL
    AT
    PL
    PT
    RO
    SI
    SK
    FI
    SE
    27 plans approved
    by the Commission
    and adopted by the
    Council
    21 pre-financing
    disbursed before
    31 December 2021
    and excluding
    REPowerEU pre-
    financing (EUR
    56.6 billion)
    ▲ * ▲ ▲ ▲ ▲
    21 REPowerEU
    pre-financing
    disbursed (EUR
    10.4 billion)
    ● ● ● ● ■ ■
    25 Operational
    Arrangements
    signed
    54 payment
    requests submitted
    to the
    Commission,
    including loans
    where relvant
    2x 2x 2x 2x 3x 4x 3x 4x 5x 2x 2x 2x 2x 3x 3x 2x 4x
    36 payments
    disbursed (EUR
    157.2 billion)
    3x 3x 2x 3x 4x 3x 2x 2x 3x
    Note: * No pre-financing was requested by Ireland. ▲ As prerequisite for pre-financing, the CID had to be adopted by
    31 December 2021. ● Bulgaria, Germany, Ireland, and Luxembourg have not submitted a REPowerEU chapter and are
    thus not eligible for REPowerEU pre-financing. ■ The Netherlands and Sweden did not request any REPowerEU pre-
    financing.
    Source: European Commission
    By 1 February 2024, 1,153 milestones and targets out of a total of 6,266 to be achieved
    by 2026 had been assessed as satisfactorily fulfilled and an additional 1,238 had been
    reported by Member States as completed. This represents a progress rate of
    approximately 38% of the total number of milestones and targets under the RRF (with 18%
    of all milestones and targets assessed as satisfactorily fulfilled). Around 75% of the
    milestones and targets planned to be achieved by end 2023 were either assessed by the
    Commission as satisfactorily fulfilled or reported as completed by the Member States.
    Furthermore, on 1 February 2024, the Commission is in the process of assessing 18
    payment requests that, if positively assessed, will significantly increase the amount of
    milestones and targets satisfactorily fulfilled by Member States in the near future. Of the
    1,153 milestones and targets satisfactorily fulfilled, 632 contribute to reform-related RRF
    measures and 521 to investment-related measures. Italy, Spain, and Croatia have fulfilled
    52
    The eight Member States are Greece, Spain, France, Croatia, Italy, Portugal, Romania and Slovakia.
    23
    the highest amounts of milestones and targets, with 178 (out of a total of 527), 121 (out of
    416), and 104 (out of 372) fulfilled milestones and targets, respectively (Figure 4). As the
    Commission’s assessment is still ongoing for the first payment requests submitted by
    Belgium, Ireland, Poland, and Finland, no information is available on fulfilled milestones
    and targets for these Member States yet. The number of milestones and targets fulfilled by
    Bulgaria, Czechia, Denmark, Estonia, Spain, France, Croatia, Italy, Cyprus, Latvia,
    Lithuania, Malta, Romania and Slovakia does not yet reflect the milestones and targets
    under assessment on 1 February 2024, following the payment requests submitted by these
    Member States. No milestone or target initially assessed as satisfactorily fulfilled by the
    Commission has subsequently been reversed by a Member State so far. Further details on
    Member States’ progress in fulfilling milestones and targets for reforms and investments
    is provided in Figure 4, and a breakdown across all six policy areas is included in Annex
    VI.
    Figure 4: Number of fulfilled milestones and targets for reforms and investments, per
    Member State53
    Source: Recovery and Resilience Scoreboard
    53
    The information provided in this Figure reflects the latest RRPs for Estonia, France, Luxembourg, and Slovakia and
    the RRPs following the first revisions for Germany (adopted on 14/02/2023), Ireland (adopted on 14/07/2023), Italy
    (adopted on 19/09/2023), and Finland (adopted on 14/03/2023). It does not reflect the latest plans adopted for
    Belgium, Bulgaria, Czechia, Denmark, Germany (following the second revision), Ireland (following the second
    revision), Greece, Spain, Croatia, Italy (following the second revision), Cyprus, Latvia, Lithuania, Hungary, Malta,
    the Netherlands, Austria, Poland, Portugal, Romania, Slovenia, Finland (following the second revision) and Sweden
    as data for these Member States was not yet fully available.
    0
    0
    00
    0
    200
    2 0
    300
    3 0
    400
    Reforms: Number of milestones and targets in RRPs
    Investments: Number of milestones and targets in RRPs
    Reforms: Number of milestones and targets assessed by the Commission as fulfilled
    Investments: Number of milestones and targets assessed by the Commission as fulfilled
    24
    Member States report good progress in implementing their RRPs across all six pillars
    (Figure 5). Self-reported progress by Member States, which takes place twice a year,
    indicates that the vast majority of milestones and targets due by October 2023 are either
    fulfilled or reported as completed (Figure 5). The progress of upcoming milestones and
    targets is also encouraging, with a significant number of milestones and targets reported as
    on track or already completed (Figure 5). When providing explanations in the bi-annual
    reporting for non-completion or delays, Member States reported difficulties in meeting
    deadlines for signatures of contracts and/or unexpected time lags in construction works. In
    general, Member States did not consistently provide detailed explanations for non-
    completion or delays and did not generally consider these delays as substantial54
    .
    Figure 5: Progress of milestones and targets, per RRF pillar
    Note: Milestones and targets which have already been assessed as satisfactorily fulfilled by the Commission in the
    context of a payment request have the status ‘fulfilled’. The progress status of each backward-looking milestone and
    target (i.e. those planned to be achieved up to the quarter before the reporting date) can be either ‘completed’ or ‘not
    completed’. The status of forward-looking milestones and targets (i.e. those planned to be achieved in the quarter of the
    reporting date and the three following quarters) milestones and targets can be ‘completed’, ‘on track’, or ‘delayed’.
    Source: European Commission.
    A detailed analysis on the speed of disbursements and on the progress in implementing
    milestones and targets by policy area is included in Section 4.1.
    54
    See European Commission (2023) Recovery and Resilience Facility Annual Report 2023 (COM(2023) 545 final/2),
    available at: https://commission.europa.eu/publications/recovery-and-resilience-facility-annual-report-2023_en.
    0
    0
    3
    32
    94
    20
    2 9
    29
    2 8
    20
    2 9
    4
    4
    3 3
    2
    230
    282
    29
    24
    42
    3 0
    48
    23
    4
    88
    04
    2
    94
    22
    0
    3
    48
    20
    33
    4
    93
    82
    3
    0
    2 0
    20
    2
    8
    24
    33
    3
    30
    3
    2
    43
    2
    0 00 200 300 400 00 00 00 800 900
    Investments
    Reforms
    Investments
    Reforms
    Investments
    Reforms
    Investments
    Reforms
    Investments
    Reforms
    Investments
    Reforms
    Policies
    for
    the
    next
    generation
    ealth,
    and
    economic,
    social
    and
    institutional
    resilience
    Social
    and
    territorial
    cohesion
    Smart,
    sustainable
    and
    inclusive
    growth
    Digital
    transformation
    Green
    transition
    Fulfilled Completed (not assessed) Not completed n track Delayed
    25
    3.3. Improvements in RRF implementation over the evaluation period
    Since the adoption of the RRF Regulation, the Commission has been in close contact with
    Member States and also with other EU institutions, notably the European Parliament and
    European Court of Auditors (described in Section 3.4.), to discuss implementation
    challenges as they emerged. Against the background of constant dialogue and feedback,
    the Commission has taken various steps, as described below, to improve the
    implementation of the Facility within the mandate of the Regulation.
    3.3.1. Increasing transparency on the RRF implementation
    Since the establishment of the RRF, the Commission has provided a range of
    guidance documents to help Member States prepare their RRPs55
    and has further
    clarified how it implements the RRF Regulation and which frameworks it uses to do
    so. In February 202356
    , the Commission published its framework to assess the fulfilment
    of milestones and targets as well as the methodology to be used to calculate the suspended
    amounts in case of non-fulfilment of a milestone or target. Stakeholders, notably Member
    States authorities, the European Parliament and the European Court of Auditors, broadly
    welcomed this step that increased transparency and clarified the Commission’s
    methodology57
    . In September 202358
    , the Commission also published its framework for
    dealing with potential situations where milestones and targets initially assessed as
    satisfactorily fulfilled by the Commission would subsequently be reversed by a Member
    State.
    Information on the state of implementation of the RRF and on final recipients is
    continuously being made available. The Commission has set up a website dedicated to
    the RRF – which includes the individual RRPs in dedicated country pages – as well as the
    Recovery and Resilience Scoreboard59
    that provides real-time information on the
    disbursements and progress made by Member States, as well as additional data, indicators
    and thematic analyses. To further increase the visibility and transparency of the RRF, the
    Commission has launched an interactive map60
    of projects supported by the RRF in each
    55
    See European Commission (2021) Guidance to Member States – Recovery and Resilience Plans (SWD(2021) 12
    final), available at: https://commission.europa.eu/system/files/2021-01/document_travail_service_part1_v2_en.pdf
    (Part (1/2) and https://commission.europa.eu/publications/guidance-member-states-recovery-and-resilience-plans-
    part-2_en (Part 2/2); European Commission (2021) Technical guidance on the application of “do no significant
    harm” under the Recovery and Resilience Facility Regulation (C(2023) 6454 final), available at:
    https://commission.europa.eu/publications/dnsh-technical-guidance-amended-october-2023_en; and European
    Commission (2023) Guidance on Recovery and Resilience Plans in the context of REPowerEU (2023/C 80/01),
    available at: https://eur-lex.europa.eu/legal-
    content/EN/TXT/?uri=CELEX%3A52023XC0303%2801%29&qid=1677849385817.
    56
    See European Commission (2023) Communication from the Commission to the European Parliament and the
    Council on the Recovery and Resilience Facility: Two years on (COM(2023) 99 final), available at
    https://commission.europa.eu/publications/communication-implementation-recovery-and-resilience-facility-0_en.
    57
    See page 79 of the supporting study.
    58
    See Report from the Commission to the European Parliament and the Council on the implementation of the
    Recovery and Resilience Facility: Moving forward (COM(2023) 545 final/2) available at
    https://commission.europa.eu/publications/recovery-and-resilience-facility-annual-report-2023_en.
    59
    See https://ec.europa.eu/economy_finance/recovery-and-resilience-scoreboard/index.html.
    60
    See https://commission.europa.eu/business-economy-euro/economic-recovery/recovery-and-resilience-
    facility_en#map.
    26
    Member State. Furthermore, following the entry into force of the amended RRF
    Regulation, the Commission has been publishing the data provided by the Member States
    on the 100 final recipients receiving the highest amount of funding on the Scoreboard. By
    1 February 2024, all Member States have provided corresponding data.
    A series of joint communication activities on the RRF and 25 Annual RRF Events
    organised by 22 different Member States have taken place. In collaboration with
    Member States, the Commission has organised communication and Annual Events to bring
    together key institutions, stakeholders (including social partners and civil society
    representatives) and recipients of RRF support, among others, to discuss the progress in
    implementing the various projects proposed by Member States in their national RRPs. The
    European Parliament Liaison Offices in the Member States, the European Economic and
    Social Committee national representatives and the Committee of the Regions are also
    invited to participate in these events.
    3.3.2. Strengthened robustness of the RRF control framework (audit and control)
    Since the inception of the RRF, the Commission has further strengthened the
    robustness of the RRF control framework, including its ex-post audit work. The
    Commission has notably increased the pace and scope of system audits related to the
    protection of the financial interests of the Union. It now also verifies that Member States
    regularly check compliance of RRF funded expenditure within the framework of Public
    Procurement and State Aid rules.
    The RRF control framework61
    is tailored to the unique nature of the RRF as an EU
    spending programme and is built upon two main pillars: on the one hand, the legality and
    regularity of transactions, which is the main responsibility of the Commission, and on the
    other hand the protection of the financial interests of the Union, which responsibility lies
    mainly with the Member States but on which the Commission also carries out specific
    checks.
    Since the inception of the RRF, the Commission carried out both ex-ante controls
    before payments were made and ex-post audits thereafter. By 1 February 2024, the
    Commission assessed 36 payment requests including over 1,150 milestones and targets
    and concluded that all but seven62
    milestones and targets had been satisfactorily fulfilled.
    In 2022-2023, the Commission also carried out 1763
    risk-based ex-post audits on milestones
    and targets to obtain additional assurance that the information provided by the Member
    61
    See European Commission (2022) DG ECFIN Annual Activity Report 2022, available at:
    https://commission.europa.eu/system/files/2023-06/ECFIN_AAR_2022_en.pdf.
    62
    See European Commission’s partially positive preliminary assessment of Lithuania's first payment request under
    the RRF, available at: https://ec.europa.eu/commission/presscorner/detail/en/IP_23_1286, European Commission’s
    partially positive preliminary assessment of Romania's second payment request under the RRF, available at:
    https://ec.europa.eu/commission/presscorner/detail/en/ip_23_3496., and European Commission’s partially positive
    preliminary assessment of Portugal’s third payment request under the RRF, available at:
    https://ec.europa.eu/commission/presscorner/detail/en/ip_23_6827.
    63
    In 2022 and 2023, the Commission carried out ex-post audits on milestones and targets regarding payment requests
    submitted by Austria, Czechia, Denmark, Greece, Spain, France, Croatia, Italy, Luxembourg Portugal, Slovakia,
    and Romania.
    27
    State was correct. Based on final audit reports issued, the Commission’s audits confirmed
    the previous positive assessments that the relevant milestones and targets had been
    satisfactorily fulfilled.
    The Commission also conducted system audits that draw upon information available
    within the Commission as well as in audit summaries, management declarations and
    payment requests submitted by the Member States. In the context of the system audits,
    the Commission checks the procedures in place in Member States to prevent, detect and
    correct fraud, corruption, and conflict of interest, as well as ‘double-funding’ arising from
    the possible simultaneous funding of project-related costs by different EU programmes. In
    the period 2022-2023, the Commission audited all Member States at least once, issuing
    where relevant recommendations with strict implementation deadlines.
    3.4. Inter-institutional scrutiny
    European Parliament Working Groups
    Since the beginning of the RRF implementation, the Commission has closely engaged
    with the European Parliament and the Council. The Commission shares all RRPs and
    modified plans, as well as all preliminary assessments of payment requests, with both the
    European Parliament and the Council in full respect of its inter-institutional obligations.
    This ensures a transparent flow of information with a high level of engagement between
    the institutions throughout the implementation phase.
    The Commission holds regular exchanges to discuss horizontal topics concerning the
    RRF with the European Parliament. Since the setting-up of the RRF, the Executive Vice
    President responsible for an Economy that Works for People and the Commissioner for
    Economy participated by 5 February 2024 in 14 high-level Recovery and Resilience
    Dialogues. Moreover, the Commission engages regularly with the standing Working
    Group of the joint ECON-BUDG Committees and participated overall in 33 meetings. In
    addition, the Commission is invited on a regular basis to various other committees to
    exchange views on matters related to the RRF, including the REGI, CONT and ENVI
    committees.
    Council
    The Council is involved at all stages of the Facility’s implementation. The Council
    approves the ‘Council Implementing Decisions’ setting out the reforms and investment
    projects to be implemented by the Member State, including the milestones and targets to
    be fulfilled for each payment requests, and the financial contributions – based on a
    Commission proposal reflecting the RRP of each Member State. In the context of each
    payment request, once the Commission has adopted its preliminary assessment regarding
    the satisfactory fulfilment of milestones and targets, the Economic and Financial
    Committee (‘EFC’), which is composed of senior officials from national administrations
    28
    and central banks, subsequently provides its opinion64
    . The Commission also provides
    regular updates on the Facility’s implementation to the ECOFIN Council.
    Informal expert group on the implementation of the RRF
    The Commission has also set up an informal expert group to exchange views and good
    practice with Member States on the implementation of the RRF. By 1 February 2024,
    24 meetings of the expert group had taken place. This group provides an important forum
    to discuss cross-cutting aspects on the RRF, among the experts from the Member States as
    well as the Commission. The Council and the European Parliament are invited to observe
    all these meetings. The topics discussed in this format show a great variety and range from
    financial matters to governance and audit and control, as well as issues related to specific
    policy areas. All relevant information from the meetings is published online65
    .
    Audits undertaken by the European Court of Auditors
    In addition to the audits carried out by the Commission itself, the RRF is scrutinised
    by the European Court of Auditors (‘ECA’), notably through Statement of Assurance
    (‘SoA’) audits, and Performance audits on a number of thematic areas. By 1 February
    2024, the ECA has finalised two SoA audits on the RRF, which aim to assess annually the
    legality and regularity of payments disbursed by the Commission to Member States upon
    satisfactory fulfilment of milestones and targets. The main findings are presented in the
    ECA annual reports of 202166
    and 202267
    . In addition, three performance audits specifically
    dedicated to the RRF have been finalised as of 1 February 2024, namely on the
    Commission’s assessment of RRPs, the design of the Commission’s control system for the
    RRF, and on the framework put in place by the Commission to monitor the performance
    of the RRF. Another eight68
    ECA audits focusing on the RRF are ongoing and are expected
    to be finalised by end 2024, and while RRF-related matters are also considered in other
    reports. The ECA has also issued a comparative analysis on Cohesion Policy funds and the
    RRF.
    64
    If, exceptionally, one or more Member States consider that there are serious deviations from the satisfactory
    fulfilment of the relevant milestones and targets, they may request the President of the European Council to refer
    the matter to the next European Council.
    65
    See https://ec.europa.eu/transparency/expert-groups-register/screen/expert-
    groups/consult?lang=en&groupId=3772&fromMeetings=true&meetingId=31814.
    66
    Available at https://www.eca.europa.eu/en/publications/annualreports-2021.
    67
    Available at https://www.eca.europa.eu/en/publications/AR-2022.
    68
    As regards on-going performance audits, eight are currently focusing on the RRF and are expected to conclude in
    2024. They cover inter alia the green transition and digital transformation dimensions of the RRF, the RRF
    contribution to the rule of law, the absorption of RRF funds, labour market and, separately, business environment
    reforms included in the RRPs, the Member States’ control systems, and the prevention of double funding between
    the RRF, Cohesion Policy and Connecting Europe Facility. Other performance audits and reviews may also touch
    on the RRF or RRF supported measures. All ECA special reports are complemented by official replies of the
    Commission, which are public and available on the website of the ECA.
    29
    4. EVALUATION FINDINGS (ANALYTICAL PART)
    To what extent was the intervention successful and why?
    4.1. Effectiveness
    This section presents an assessment of how successful the RRF has been, mid-way
    through its lifetime, in progressing towards its specific objective, which is “to provide
    Member States with financial support with a view to achieving the milestones and targets
    of reforms and investments as set out in their recovery and resilience plans”. The section
    then also illustrates, with the results of specific case studies, how the achievement of
    milestones and targets feeds into the elements of the RRF high-level general objective.
    The achievement of milestones and targets in and of itself represents progress
    towards achieving both the RRF specific as well as general objective, respectively.
    Milestones and targets represent concrete progress made towards the achievement of the
    reforms and investments committed to by Member States in their RRPs. This in turn
    corresponds to progress towards the achievement of the RRF specific objective which has
    been construed, by design of the instrument, to deliver on the RRF high-level general
    objective “to promote the Union’s economic, social and territorial cohesion”. Milestones
    and targets follow the different implementation steps of a measure. Each measure (reform
    or investment) included in Member States’ RRPs has been selected on the basis that it
    fulfils all assessment criteria of the RRPs and is in line with the relevant EU priorities and
    the RRF general objective, while being tailored to Member States’ specific needs.
    Since this is a mid-term evaluation, it is too early to systematically assess the impact
    of the RRF. At the mid-term point of the Facility, and as per the set-up of the RRF, the
    milestones and targets that have been achieved so far often cover initial steps, such as a
    launch of calls for tender or signing of procurement contracts in particular for investments.
    Most measures have not yet reached the last milestone or target (i.e. their completion)
    which would enable a first evaluation of the results, as defined in the intervention logic
    (i.e. the full implementation of the measures included in the RRP). The milestones and
    targets due in the second half of the Facility’s lifetime will increasingly cover final steps
    in reform implementation and investment outputs. It is the implementation of these reforms
    and investments, included in the RRPs, that will allow for an assessment of the full impact
    of the intervention.
    Accordingly, it is too early to conclude on the extent to which progress towards
    milestones and targets has translated into reaching the general RRF objective. This
    section therefore presents the progress made to date in implementation rather than a fully-
    fledged impact evaluation. The latter will be possible only ex-post, once the measures are
    fully implemented by the end of 2026. However, some telling examples of completed
    reforms or investments are already available and have been analysed in specific case
    studies. It is therefore possible to illustrate how the achievement of milestones and targets
    translates into the implementation of reforms and investments by Member States (results
    in the intervention logic) that are delivering on the RRF general objective.
    30
    The most complete available information at this point in time relates to the financial
    support provided (i.e. amounts disbursed by the Commission) and to the achievement
    of milestones and targets (assessed as satisfactorily fulfilled by the Commission when
    assessing payment requests). The indicative timeline for achieving the milestones and
    targets and the resulting planned disbursements were determined, together with the
    Member States, in the annex to the Council Implementing Decision approving each plan
    and in the “operational arrangements”. This information is publicly available and
    referenced on the Recovery and Resilience Scoreboard69
    .
    4.1.1. Progress towards the RRF specific objective
    The specific objective of the Facility is to provide Member States with financial
    support for the achievement of milestones and targets of reforms and investments, as
    set out in their RRPs. Both the achievement of milestones and targets as well as the
    disbursement of funds represent outputs in the intervention logic (Figure 1) used for the
    evaluation.
    A. Providing financial support to Member States
    i. RRF disbursements to Member States
    This section presents the progress in disbursing RRF funds in the first three years of
    the Facility’s lifetime (2021-2023). Overall, the RRF has been effective in disbursing
    funds quickly post-crisis, notably thanks to pre-financing. By 1 February 2024, close
    to EUR 225 billion has been disbursed under the RRF, including EUR 157.2 billion
    disbursed upon the submission of payment requests and satisfactory fulfilment of
    milestones and targets, EUR 56.5 billion in RRF pre-financing granted to 21 Member
    States until 31 December 2021, and EUR 10.4 billion of REPowerEU pre-financing
    granted to 21 Member States between December 2023 and 1 February 2024. EUR 144.0
    billion of the total amount disbursed to Member States concerns non-repayable support
    and EUR 80.2 billion concerns loans. Pre-financing provided fast direct support to Member
    States, playing a stabilising role in the aftermath of the unprecedented economic and social
    shock caused by the COVID-19 pandemic, thereby also helping to kick-start the recovery70
    .
    Compared to the baseline scenario of no-RRF, the RRF provided immediate additional
    fiscal space. The additional pre-financing agreed by co-legislators in the context of
    REPowerEU seeks to achieve the same goals. Many stakeholders, notably Member States
    authorities, interviewed consider that pre-financing has been an effective feature of the
    RRF: it supports public finances and boosts the progress of the instrument71
    .
    69
    All documents are available on: https://ec.europa.eu/economy_finance/recovery-and-resilience-
    scoreboard/country_overview.html?lang=en.
    70
    See page 268 of the supporting study.
    71
    See pages 48 to 56 of the supporting study.
    31
    The speed of disbursement is considered as one of the most effective features of the
    RRF72
    , also in comparison with disbursements made under Structural Funds73
    . The validity
    of comparing disbursement speed under Structural Funds with that under the RRF is
    however limited. This is because of, first, the larger amount of pre-financing over the total
    allocation under the RRF to date, second, the different disbursement mechanisms and,
    third, given that a larger share of reforms compared to investments has been implemented
    during the first years of the RRF implementation, which is therefore not comparable to
    cohesion funding74
    . However, overall, the RRF features, with substantial pre-financing and
    payments also linked to preparatory and intermediate steps of measures implemented on
    the ground, have enabled quicker disbursement to Member States than instruments where
    payments have been linked to expenditure already incurred, including Structural Funds,
    and thus have been effective in creating fiscal space in Member States in the aftermath of
    the COVID-19 crisis.
    The speed of disbursement in the first two years of operation of the RRF has followed
    the indicative yearly timetable for disbursements shown in the operational
    arrangements75
    . Approximately 27% of the RRF budget was paid out via pre-financing
    and regular payments in the period 2021-2022, which is almost aligned with what was
    foreseen at the time of adoption of the plans (28% of budget was planned for the same
    period)76
    . Similarly, Member States have largely adhered to the planning of the first
    payments in 2021 and 2022, requesting their payments at the time initially foreseen,
    reinforcing close alignment between planned and disbursed financing in the first two years
    of the RRF.
    The revisions of the RRPs and the addition of REPowerEU chapters, in response to
    the war in Ukraine, have impacted the disbursement schedule of RRF funds in 2023,
    creating delays between actual disbursements and initially planned disbursements
    for 2023. The first half of the year 2023 has seen a slowdown in the submission of payment
    requests, with Member States focusing their efforts on the revision of plans and the
    addition of REPowerEU chapters. As a result, many Member States with a payment request
    indicatively planned for the first part of 2023 have pushed back the indicative timing by
    one to three quarters. As detailed in Section 3, the revisions of the RRPs (not only to factor
    in the updated maximum contribution, but also the impact of inflation and supply chain
    disruptions) and the addition of REPowerEU chapters (as a response to the war in Ukraine
    and energy crisis) are the direct consequences of external factors, which have affected the
    implementation of the Facility.
    As the revisions of the RRPs advanced, the submission of payment requests
    significantly picked up pace in the second half of 2023. Between May and December
    72
    See page 268 of the supporting study.
    73
    Zorell, N., and Tordoi, S. (2021) Towards an effective implementation of the EU’s recovery package, ECB
    Economic Bulletin, Issue 2/2021 available at: https://www.ecb.europa.eu/pub/economic-
    bulletin/focus/2021/html/ecb.ebbox202102_07~7050ed41dd.en.html.
    74
    See case study on the functioning of the RRF and other EU funds included in the supporting study.
    75
    Evidence in this paragraph is sourced from pages 48 to 54 of the supporting study.
    76
    According to the supporting study, see page 52.
    32
    2023, 26 payment requests were submitted and EUR 60.9 billion disbursed following the
    satisfactory fulfilment of milestones and targets. With most revised RRPs having been
    adopted, this catching-up effect is expected to continue as Member States have continued
    to implement the measures of their RRP. For example, 18 payment requests have been
    submitted very swiftly after the plans’ revisions and were being assessed by the
    Commission in January 2024. It is therefore a challenging, but still an achievable task to
    catch up on the delays experienced in the first half of 2023 in the time available until the
    end-2026 deadline.
    Progress has been made towards achieving the RRF specific objective despite
    heterogeneous implementation of the RRF across Member States. Within the overall
    progress in the disbursement of RRF funds explained above, the situation varies across
    Member States. Notably, to date, three Member States have not yet submitted a payment
    request (Hungary, the Netherlands and Sweden). No pre-financing requests were received
    in 2021 from any of these three Member States, as a result of the late adoption of these
    Member States’ CIDs in 2022, after the legal deadline for pre-financing of 31 December
    2021. Hungary has however received REPowerEU pre-financing in December 2023. In
    contrast, eight Member States have already submitted three or more payment requests. In
    line with the performance-based nature of the RRF, payments can only be made where
    concrete progress towards the achievement of reforms and investments, and thereby
    towards the RRF’s specific objective, has been made.
    ii. Comparison of RRF disbursements and RRF-related Member States’
    expenditure
    As expected, in the first years of the RRF, disbursements do not translate immediately
    into actual RRF-related Member States’ expenditure. Figure 6 shows that the Member
    States’ expenditure for the implementation of RRF measures is slightly lower than the
    amount disbursed to them under the RRF. The term ‘RRF-related expenditure’ refers to
    the occurrence of all types of costs for the general government, for the financing of
    measures supported by RRF non-repayable support. The data is included in the
    Commission’s Autumn 2023 Forecast77
    , building on Member States’ reporting in national
    accounts, which is recorded on an accrual basis, i.e. when the actual expenditure (or other
    costs) takes place and impacts on economic activity78
    .
    77
    Available at: https://economy-finance.ec.europa.eu/economic-forecast-and-surveys/economic-forecasts/autumn-
    2023-economic-forecast-modest-recovery-ahead-after-challenging-year_en.
    78
    This reporting ensures that, in the case of RRF non-repayable support, the recording of revenue follows the statistical
    principle of ‘neutrality on net lending/borrowing’, which is achieved by recording revenue in the same reporting
    period as the underlying expenditure.
    33
    Figure 6: RRF disbursements, remaining RRF allocation and RRF-related Member States’
    expenditure in EU-27, in EUR billion
    Source: European Economic Forecast – Autumn 2023, available at: https://economy-finance.ec.europa.eu/economic-
    forecast-and-surveys/economic-forecasts/autumn-2023-economic-forecast-modest-recovery-ahead-after-challenging-
    year_en.
    The first RRF disbursements included pre-financing payments that created fiscal
    space for Member States. Until 31 December 2021, Member States had the possibility to
    request pre-financing of up to 13% of their initial allocation, which was disbursed without
    any links to the fulfilment of milestones and targets, in order to kick-start the economy.
    Moreover, the performance-based nature of the RRF implies that the amounts linked to
    instalments do not reflect the underlying costs of the implemented measures. This holds in
    particular for reforms (with lower or no budgetary cost) and the preparatory or
    intermediary steps for both reforms and investments, such as feasibility studies and
    contracting/procurement steps, that tend to be concentrated in the earlier instalments of the
    RRPs. This implies that the RRF provided Member States with important fiscal space early
    on79
    after the COVID-19 crisis. The expenditure of RRF support is expected to increase
    and catch up with disbursements over the forecast horizon. For the EU as a whole,
    expenditure of RRF non-repayable support is set to reach 0.4% of GDP in 2023 (from 0.2%
    in 2021 and 0.3% in 2022), and to stabilise at that level in 2024-2580
    .
    B. Achievement of milestones and targets
    To assess the progress achieved in the implementation of reforms and investments
    supported by the RRF, the analysis first considers milestones and targets.
    79
    In designing the payment profile for each Member State, the Commission ensured that financial incentives are kept
    until the end of the RRF lifetime to deliver on reforms and investments until the end of the period (2026).
    80
    European Economic Forecast – Autumn 2023, available at: https://economy-finance.ec.europa.eu/economic-
    forecast-and-surveys/economic-forecasts/autumn-2023-economic-forecast-modest-recovery-ahead-after-
    challenging-year_en.
    34
    Data related to the progress with milestones and targets builds on (i) self-reported data by
    the Member States providing an indication of implementation progress, as well as on (ii)
    data on the number of milestones and targets assessed as satisfactorily fulfilled by the
    Commission81
    . Member States report twice per year on the progress with milestones and
    targets. The Commission assesses the fulfilment of milestones and targets in the context of
    the relevant payment requests, whilst the implementation of milestones and targets covered
    in subsequent payment requests is progressing simultaneously. To assess the progress
    made by Member States in fulfilling milestones and targets, the analysis therefore
    considers both datasets.
    Table 4 below provides an overview of the state of implementation of the milestones and
    targets, presenting, for each of the elements of the RRF’s general objective and their related
    pillars, the ‘progress rate’ of the milestones and targets – calculated by aggregating the
    milestones and targets assessed as “satisfactorily fulfilled” by the Commission or reported
    as “completed” by Member States. It shows that the implementation of the Facility has
    progressed steadily across the six pillars, with around a third of the milestones and targets
    contributing to each objective and pillar being ‘fulfilled’ or ‘completed’. More information
    per pillar is provided in the next section.
    Midway through implementation, it is too early to fully82
    assess how far the progress
    with milestones and targets (i.e. output in the intervention logic) has translated into
    the actual implementation of reforms and investments (i.e. results in the intervention
    logic). As per the RRF’s design, implemented measures, in particular investments, are still
    in the early stages with milestones capturing first steps in the implementation. Investments
    included in the RRPs are spread over the RRF timeline, but most are planned to be
    completed in 2025/2026. It is therefore too early to fully assess the RRF’s effectiveness
    towards reaching the Facility’s general objective. Examples of investments or reforms
    already implemented (outlined in section 4.1.2.B) are however available. They represent
    concrete results that have already been achieved and help illustrate the RRF’s intervention
    logic, from the achievement of milestones and targets to the impact on the ground, in line
    with the elements of the RRF’s high level objective laid down in Article 4 of the RRF
    Regulation.
    4.1.2. Progress towards the elements of the RRF general objective
    The general objective of the Facility, as defined under Article 4 of the RRF
    Regulation, is “to promote the Union’s economic, social and territorial cohesion”,
    - by (i) “improving the resilience, crisis preparedness, adjustment capacity and
    growth potential of the Member States”,
    81
    Data on satisfactorily fulfilled milestones and targets is published on the Recovery and Resilience Scoreboard and
    available at: https://ec.europa.eu/economy_finance/recovery-and-resilience-
    scoreboard/milestones_and_targets.html?lang=en.
    82
    This will be assessed in due time in the 2028 ex-post evaluation.
    35
    - by (ii) “mitigating the social and economic impact of that crisis, in particular on
    women, by contributing to the implementation of the European Pillar of Social
    Rights”,
    - by (iii) “supporting the green transition” and (iv) “the digital transition”,
    “thereby contributing to the upward economic and social convergence, restoring and
    promoting sustainable growth and the integration of the economies of the Union, fostering
    high quality employment creation, and contributing to the strategic autonomy of the Union
    alongside an open economy and generating European added value”.
    This section first presents the results available to date on the common indicators, which
    were agreed by co-legislators to report on the progress of the Facility towards the
    achievement of its objectives. It then presents, for each of the four elements of the RRF
    general objective laid down in Article 4 and described above, the progress achieved and
    the evidence available to date on the results that the measures supported by the RRF are
    having on the ground.
    A. Common indicators
    A first analysis of the data reported by Member States on the common indicators83
    sheds light on the overall progress made under the Facility. To date, the data of four
    reporting rounds have been reviewed to ensure comparability84
    and published on the
    Recovery and Resilience Scoreboard85
    , covering the progress achieved in the period from
    February 2020 to June 202386
    . At this early point in time, the common indicators data
    cannot be complete. The picture will become clearer once the implementation of RRPs
    progresses further and in particular investments become operational, allowing Member
    States to report more advanced and mature data.
    Table 3: Common indicators – progress as of 06/2023, EU level
    Common indicator Stock87
    or flow88
    Contribution to RRF pillars Measurement
    unit
    Value as of 06/2023 Reporting
    Member
    States
    83
    The common indicators represent a set of 14 indicators that were established by Commission Delegated Regulation
    2021/2106 of 28 September 2021 on supplementing Regulation (EU) 2021/241 of the European Parliament and of
    the Council establishing the Recovery and Resilience Facility, to display the overall performance and progress of
    the Facility towards its objectives. The common indicators cover elements which are common to most RRPs, but
    they are not designed to capture all aspects of the plans, in view of their significant heterogeneity and limited
    number. Two caveats apply to the collection and statistical treatment of the common indicators data: (i) The data is
    provided and quality assured by the Member States, while the Commission only conducts some plausibility checks.
    Hence, there may be differences among Member States in how the data is selected, compiled, and processed. (ii) In
    cases where a direct observation of numbers is not possible, the data is based on estimations, which are also prepared
    by each Member State according to their own statistical processes.
    84
    The Commission has no legal basis to audit or verify the quality of the data submitted by Member States nor to alter
    or refuse specific reporting by Member States.
    85
    See https://ec.europa.eu/economy_finance/recovery-and-resilience-scoreboard/index.html.
    86
    As per the delegated Regulation 2021/2106, Member States report by 28 February (covering the reporting period of
    July and December of the previous year) and by 31 August (covering the reporting period of January to June of the
    same year).
    87
    A stock indicator, which means that numbers are added cumulatively, and its values can only increase over time.
    88
    This indicator is a flow indicator, which means that reported numbers represent the current situation in the reporting
    round and its values can fluctuate over time.
    36
    1: Evolution of savings in
    annual primary energy
    consumption
    Stock Pillar (green transition) and
    pillar 3 (smart, sustainable and
    inclusive growth)
    Megawatt-
    hour/Year
    28 282 262
    2: Additional operational
    capacity installed for
    renewable energy
    Stock Pillar (green transition) and
    pillar 3 (smart, sustainable and
    inclusive growth)
    Megawatt 54 204 0
    3: Evolution of
    Alternative fuels
    infrastructure
    (refuelling/recharging
    points)
    Stock Pillar (green transition) and
    pillar 3 (smart, sustainable and
    inclusive growth)
    Refuelling/rech
    arging points
    531 995
    4: Population benefiting
    from protection measures
    against floods, wildfires,
    and other climate related
    natural disasters
    Stock Pillar (green transition) and
    pillar 4 (social and territorial
    cohesion)
    Population 8 976 469
    5: Additional dwellings
    with internet access
    provided via very high-
    capacity networks
    Stock Pillar 2 (digital transformation)
    and pillar 4 (social and territorial
    cohesion)
    Dwellings 5 605 735
    6: Enterprises supported
    to develop or adopt digital
    products, services and
    processes
    Flow Pillar 2 (digital transformation)
    and pillar 3 (smart, sustainable and
    inclusive growth)
    Enterprises 587 398
    7: Users of new and
    upgraded public digital
    services, products and
    processes
    Flow Pillar 2 (digital transformation)
    and pillar (health, and economic,
    social and institutional resilience)
    Users 308 728 697 2
    8: Researchers working in
    supported research
    facilities
    Flow Pillar 3 (smart, sustainable and
    inclusive growth)
    Researchers (in
    FTEs)
    17 551
    9: Enterprises supported
    (of which: small –
    including micro, medium,
    large)
    Flow Pillar 3 (smart growth, sustainable
    and inclusive growth)
    Enterprises 1 959 338 2
    10: Number of
    participants in education
    or training
    Flow Pillar 2 (digital transformation),
    pillar 4 (social and territorial
    cohesion) and pillar (policies for
    the next generation)
    Participants 8 701 973 20
    11: Number of people in
    employment or engaged
    in job searching activities
    Flow Pillar 3 (smart, sustainable and
    inclusive growth) and pillar 4
    (social and territorial cohesion)
    People 1 311 931 3
    12: Capacity of new or
    modernised health care
    facilities
    Stock Pillar 4 (social and territorial
    cohesion) and pillar (health, and
    economic, social and institutional
    resilience)
    Capacity 45 788 233 9
    13: Classroom capacity of
    new or modernised
    childcare and education
    facilities
    Stock Pillar 4 (social and territorial
    cohesion) and pillar (policies for
    the next generation)
    Capacity 246 037
    14: Number of young
    people aged 15-29
    receiving support
    Flow Pillar (policies for the next
    generation)
    Young people 5 779 581 8
    Source: Recovery and Resilience Scoreboard
    Methodological caveats apply to the common indicators. While their purpose is to
    report on the overall performance and progress of the Facility towards its objectives, they
    do not comprehensively cover all investments included in the RRPs and do not fully
    capture the contribution of reforms, which is difficult to measure using quantitative
    37
    indicators. The collection methodology of the common indicators’ underlying data makes
    it at times impossible to disentangle their specific origin and contribution to RRF
    objectives89
    , particularly as there is no comparison point (counterfactual in the absence of
    the RFF). Furthermore, the common indicators do not include final target values, which
    limits their use in the context of an evaluation and in determining RRF effectiveness90
    . This
    point has been echoed by feedback received from Member States, who argue that the
    purpose and design of such type of common indicators should be discussed91
    . Because of
    these limitations, common indicators’ data is only used in this mid-term evaluation to
    complement the information gathered on the fulfilment of milestones and targets presented
    above.
    B. Progress in the implementation of reforms and investments supporting the RRF’s
    general objective
    The following section presents, for each element of the RRF general objective,
    evidence of the progress achieved to date and first available results providing
    indications of the impact on the ground of some reforms and investments supported
    by the RRF. The examples used stem from the dedicated case studies carried out in the
    context of the external support study. The purpose is to illustrate how the progress with
    achieving milestones and targets (output) has translated into the implementation of reforms
    and investments (results) that contribute to the RRF general objectives (impact).
    Table 4: Progress rate of milestones and targets per RRF objective and pillars92
    Objective Related pillars Progress rate of milestones and targets93
    A. Improving the resilience, crisis
    preparedness, adjustment capacity
    and growth potential of the Member
    States
    Smart, sustainable and
    inclusive growth (pillar
    3)
    Progress rate of 41% (approximately 21%
    assessed in payment requests), with 1,152
    of 2,780 milestones and targets completed
    or fulfilled.
    Health, and economic,
    social and institutional
    resilience (pillar 5)
    Progress rate of 42% (20% assessed in
    payment requests), with 962 of 2,317
    milestones and targets completed or
    fulfilled.
    B. Mitigating the social and
    economic impact of that crisis, in
    particular on women, by
    contributing to the implementation
    of the European Pillar of Social
    Rights
    Social and territorial
    cohesion (pillar 4)
    Progress rate of 34% (15% assessed in
    payment requests), with 876 of 2,590
    milestones and targets completed or
    fulfilled
    Of the 256 milestones and targets with a
    focus on gender equality in the 27 RRPs, 83
    are already reported as completed or
    assessed as fulfilled, representing a 32%
    89
    This point is confirmed by the supporting study, see pages 40 to 41.
    90
    This point is confirmed by the supporting study, see pages 40 to 41.
    91
    See pages 134 to 136 of the supporting study.
    92
    Each milestone or target contributes towards two of the six policy pillars, although some milestones or targets can
    contribute towards the same pillar as both primary and secondary. The total number of fulfilled milestones and
    targets across all six individual pillars, when added together, thus exceeds 1,153 (which is the number of milestones
    and targets assessed by the Commission as fulfilled by 1 February 2024).
    93
    Milestones and targets reported as completed by Member States or assessed as fulfilled by the Commission.
    38
    progress rate (approximately 13%
    positively assessed).
    Policies for the next
    generation, children and
    the youth, such as
    education and skills
    (pillar 6)
    Progress rate of 35% (17% assessed in
    payment requests), with 222 of 636
    milestones and targets completed or
    fulfilled
    C. Supporting the green transition Green transition (pillar
    1)
    Progress rate of 35% (17% assessed in
    payment requests), with 908 of 2,625
    milestones and targets completed or
    fulfilled.
    D. Supporting the digital transition Digital transformation
    (pillar 2)
    Progress rate of 31% (approximately 15%
    assessed in payment requests), with 721 of
    2,297 milestones and targets completed or
    fulfilled.
    Source: European Commission
    i. Improving the resilience, crisis preparedness, adjustment capacity and
    growth potential of the Member States
    The RRF has contributed to preserving public investment in the EU, in sharp
    contrast with other crisis episodes. It is expected to boost investment going forward,
    thereby providing support to Member States’ growth potential. The EU’s aggregate
    public investment ratio is expected to rise to 3.5% of GDP in 2025, having increased from
    3.0% in 2019 to an expected 3.3% in 2023, according to the Commission’s 2023 Autumn
    Forecast94
    . In contrast with previous macroeconomic shocks, public investment remained
    robust during the COVID-19 pandemic and the energy crisis. The 2023 Autumn Forecast
    also finds that approximately half of the increase in public investment between 2019 and
    2025 is related to investment financed by the EU budget, particularly by the RRF. By the
    end of the forecast horizon, national budgets in most EU Member States are projected to
    devote more resources to investment than they did prior to the pandemic, with Slovenia,
    Portugal and Italy expected to record the largest increases. In contrast, Hungary, and to a
    lesser extent the Netherlands, are set to reduce their nationally financed investments
    compared to 2019.
    The RRF supports a wide range of measures contributing to the objective “to improve
    the resilience, crisis preparedness, adjustment capacity and growth potential of Member
    States”. The measures are diverse and cover various policy areas, from health- and long-
    term care to the effectiveness of judicial systems and anti-money laundering supervision95
    .
    94
    See European Economic Forecast – Autumn 2023, available at: https://economy-finance.ec.europa.eu/economic-
    forecast-and-surveys/economic-forecasts/autumn-2023-economic-forecast-modest-recovery-ahead-after-
    challenging-year_en.
    95
    For further information, see European Commission (2023) Recovery and Resilience Facility Annual Report 2023
    (COM(2023) 545 final/2), available at: https://commission.europa.eu/publications/recovery-and-resilience-facility-
    annual-report-2023_en.
    39
    The RRF also supports measures that directly contribute to fostering the growth potential
    of Member States, ranging from reforms to support the business environment or
    competitiveness, to research and development and innovation, or to the cultural sector.
    This view is supported by the academic literature, with some authors96
    considering that the
    contribution of the RRF in support of institutional resilience mostly come from
    investments and reforms aimed at modernising public administrations and improve the
    effectiveness and integrity of public governance institutions. They show that 39% of the
    reforms supported by the RRF in euro area countries relate to the public sector, notably
    reforms in health care, in the judiciary and tax administration – and note that, before the
    introduction of the RRF, progress in these areas was particularly slow97
    . A majority of
    respondents in the public consultation98
    also agreed that the RRF fosters the growth
    potential of the EU to some or a large extent.
    The balance between reforms and investments varies across policy areas. There are
    more investments aimed at strengthening the Member States’ strategic autonomy (33
    investments versus four reforms)99
    , improving their crisis preparedness (39 investments
    versus 11 reforms) or modernising and strengthening health care (196 investments versus
    94 reforms). In contrast, there are more reforms than investments in areas related to fiscal
    policy (65 reforms versus seven investments), taxation (70 reforms versus 11 investments),
    rule of law (39 reforms versus two investments) and fraud prevention (54 reforms versus
    14 investments) or interventions to improve the effectiveness of public administrations
    (290 reforms versus 208 investments).
    There has been significant progress in implementing measures related to resilience
    and growth potential, with over 40% milestones and targets contributing to these RRF
    objectives reported as completed by Member States or assessed as satisfactorily fulfilled
    by the Commission (see Table 4). 962 of 2,317 milestones and targets contributing to
    resilience and 1,152 of 2,780 milestones and targets contributing to growth are reported as
    completed by Member States or assessed as fulfilled by the Commission (680 milestones
    and targets for reforms and 282 for investments contributing to resilience; 591 milestones
    and targets for reforms and 561 for investments contributing to growth), which yields a
    progress rate of 41% (over 20% assessed in payment requests) for both pillars combined.
    As aforementioned, it is too early to assess in how far this progress (an output) has
    translated into the actual implementation of reforms and investments. However, some
    evidence points to the results achieved so far.
    96
    Bankowski, K., Bouabdallah, O., Domingues Semeano, J., Dorrucci, E., Freier, M., Jacquinot, P., Modery, W.,
    Rodríguez-Vives, M., Valenta, V., and Zorell, N. (2022) The economic impact of NextGenerationEU: a euro area
    perspective, available at: https://www.ecb.europa.eu/pub/pdf/scpops/ecb.op291~18b5f6e6a4.en.pdf.
    97
    See Bankowski, K., Bouabdallah, O., Domingues Semeano, J., Dorrucci, E., Freier, M., Jacquinot, P., Modery, W.,
    Rodríguez-Vives, M., Valenta, V., and Zorell, N. (2022) The economic impact of NextGenerationEU: a euro area
    perspective, available at: https://www.ecb.europa.eu/pub/pdf/scpops/ecb.op291~18b5f6e6a4.en.pdf.
    98
    European Commission (2023) Summary Report of the Public Consultation concerning the Mid-term evaluation of
    the Recovery &Resilience Facility (RRF), available at: https://ec.europa.eu/info/law/better-regulation/have-your-
    say/initiatives/13608-Recovery-and-Resilience-Facility-2020-2024-mid-term-evaluation/public-consultation_en.
    99
    These figures and all other in this paragraph include RRF sub-measures.
    40
    Business organisations had an overall positive view of the EU’s efforts in addressing
    the post-COVID economic challenges100
    . RRP measures designed to bolster economic
    recovery and resilience, while overall relevant, have however not always addressed the
    needs of SMEs. Progress in implementing SME-related measures varies across Member
    States, with some SME stakeholders raising issues related to the slow speed of RRF funds
    in reaching the ultimate recipients and pointing to the complexity of RRF supported
    programmes, designed at national level, which negatively affects SMEs participation101
    .
    The issues conveyed by SMEs primarily need to be addressed at Member States level. In
    its proposal for a Strategic Technologies for Europe Platform (‘STEP’) from June 2023,
    the Commission proposed a single ‘Sovereignty portal’ where SMEs, as well as other
    businesses, would be able to find all information about existing funding opportunities for
    STEP-related investments, including under the RRF, and relevant contact details of
    national authorities102
    .
    Data on the common indicators103
    point to positive results in the areas of improving
    the effectiveness of public administrations and increasing healthcare capacity. 21
    Member States have reported approximately 309 million users of new or upgraded public
    digital services supported by RRF measures, although the data cannot exclude that the
    same person has used the service multiple times. As regards the increase in healthcare
    capacity (in terms of the maximum number of patients per year), nine Member States have
    reported a total of 45.8 million additional capacity of new or modernised healthcare
    facilities supported by the RRF. The common indicators also show that over 17,500
    researchers have been supported by the RRF across 17 Member States.
    Numerous resilience-enhancing measures in the health sector have already been
    implemented and led to tangible results104
    . For example, in line with its RRP, Spain has
    made progress in purchasing and installing new medical equipment. In Estonia, a
    regulation expanding the list of healthcare services and pharmaceutical products
    reimbursed by the Estonian Health Insurance Fund entered into force on 1 April 2023. The
    digitalisation of healthcare is also included in many RRPs, and the use of e-consultations
    and digital tools has improved patient care and access to specialists in some Member
    States105
    , thereby positively impacting the national healthcare systems. For example,
    Croatia has already procured and deployed medical and computer equipment to 40 primary
    healthcare locations in remote and rural areas, via the Telecordis project. The equipment
    100
    See BusinessEurope (2022) Reform Barometer: Taking Stock of the EU’s Competitiveness After 2 Years of the
    Pandemic, available at: https://www.businesseurope.eu/sites/buseur/files/media/reports_and_studies/reform_
    barometer_2022/2022-03-23_reform_barometer_2022_final.pdf. This is also confirmed by the results of a survey
    of SMEs and SME support organisation in the EU, conducted as part of the case study on SME included in the
    supporting study.
    101
    See the case study on SMEs included in the supporting study.
    102
    See European Commission Proposal for a Regulation of the European Parliament and of the Council Establishing
    the Strategic Technologies for Europe Platform (‘STEP’) (C M(2023) 3 final), 20 June 2023, available at:
    https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:52023PC0335.
    103
    See data on common indicators (7), (8), and (12) amongst others.
    104
    Evidence in this paragraph is sourced from the supporting study (see pages 89 to 92) and from the associated case
    study on the digitalisation of healthcare.
    105
    See the case study on the digitalisation of healthcare included in the supporting study.
    41
    installation has resulted in 356 telemedicine services provided, allowing for the reading
    and interpretation of diagnostic results. The project has also resulted in improved access to
    diagnostic services, quicker diagnosis, and enhanced healthcare quality in rural areas.
    More generally, some resilience-enhancing reforms implemented to date are already
    showing positive results, although it is too early to evaluate their full impact on
    resilience, crisis preparedness, adjustment capacity and growth potential of the
    Member States. For example, in line with their RRP, Croatia has implemented106
    various
    legislative measures that aim to establish a legal, organisational, and technological
    framework to reduce backlogs, shorten proceedings in civil and commercial courts107
    and
    strengthen the transparent and efficient administration of cases. Despite the short time
    since the adoption of the measures (in 2022 and 2023), there are already some results in
    terms of reduction of the duration of litigation in civil and commercial cases: the time taken
    to resolve a civil case has been reduced by almost 100 days at the end of 2022, compared
    to 2020 figures. The time needed to resolve a commercial case has also been reduced by
    more than 50 days, which illustrates108
    In Italy, several measures related to a series of
    structural public administration reforms109
    have already been implemented to date, in
    particular the activation of the ‘Recruitment Portal’. This is a single platform where
    administrations, employees and those interested in entering the civil service can find all
    data concerning job opportunities in the public sector, access procedures and their
    implementation110
    . The effect of this public administration, combined with other upcoming
    structural reforms111
    included in the Italian RRP, is expected to have a positive impact on
    GDP, on aggregate investment and consumption, on labour productivity, as well as well as
    a range of positive social impacts112
    .
    The RRF also supports structural reforms aimed at strengthening the rule of law,
    and in particular judicial independence. These structural reforms outlined in the
    106
    The following measures have been implemented as of the second quarter 2023: i) the introduction of electronic tools
    and adequate administrative capacities for the State Judicial Council and the State Attorney’s Council; ii) the
    amendments to the Bankruptcy Act and the Consumer Insolvency Act; iii) the amendments to the Code of Criminal
    Procedure; iv) the amendments to the legislative framework in the area of justice; v) the new Non-contentious
    Procedure Act; and vi) the start of six new training programmes introduced in the framework of the judicial training
    programme.
    107
    This example refers specifically to civil and commercial courts in Croatia, not to criminal or corruption cases. This
    this without prejudice to the Commission’s analysis on criminal courts included in the 2023 Rule of Law report.
    108
    See page 68 of the supporting study.
    109
    The reform aims to i) improve access with the simplification and digitisation of recruitment procedures, (ii) to
    reduce the time of administrative procedures and administrative burden for businesses and citizens, (iii) upskilling
    to better align knowledge and organisational skills with the needs of a modern and effective administration.
    110
    See pages 71 to 72 of the supporting study.
    111
    The Italian structural policy measures studied by D’Andrea et al (2023) are grouped by the authors into five areas
    of reforms: i) public administration; ii) justice; iii) competition (which also includes the reform of the procurement
    system); iv) education and research; and v) labour market policies and training. For further information, see
    D’Andrea, S., D’Andrea, S., Di Bartolomeo, G., D’Imperio, P., Infantino, G., and Meacci, M. (2023) Structural
    reforms in the Italian National Recovery and Resilience Plan: A macroeconomic assessment of their potential
    effects, available at: https://www.dt.mef.gov.it/export/sites/sitodt/modules/documenti_it/analisi_progammazione
    /working_papers/WP-2-marzo-2023.pdf.
    112
    See D’Andrea, S., D’Andrea, S., Di Bartolomeo, G., D’Imperio, P., Infantino, G., and Meacci, M. (2023)
    Structural reforms in the Italian National Recovery and Resilience Plan: A macroeconomic assessment of their
    potential effects, available at: https://www.dt.mef.gov.it/export/sites/sitodt/modules/documenti_it/analisi
    _progammazione/working_papers/WP-2-marzo-2023.pdf.
    42
    Semester CSRs are relevant to protect the EU financial interests and strengthen the
    business environment in the Member States concerned and are expected to have an impact
    on its growth potential113
    . For example, Hungary, Romania and Poland have included in
    their RRPs reforms aimed at strengthening judicial independence. Whilst it is too early to
    assess the results of these reforms, particularly since the content of these reforms has not
    yet been notified to or assessed by the Commission by February 2024, the mere fact of
    having included them in their respective RRPs can be considered as a positive step114
    . This
    view is supported by academic authors115
    who discuss the potential role of the European
    Semester and the RRF to address rule of law issues and conclude that the RRF has become
    a powerful tool to make progress to protect the rule of law.
    ii. Mitigating the social and economic impact of the crisis, in particular on
    women, by contributing to the implementation of the European Pillar of
    Social Rights
    One of the objectives of the RRF is to mitigate the social and economic impact of the
    COVID-19 crisis. The Regulation specifically calls for the RRF to improve the social and
    economic situation, while making a particular reference to the effect on women. In order
    to analyse the progress achieved in this area, this evaluation first discusses the progress
    achieved with the implementation of milestones and targets in the areas of social and
    territorial cohesion as well as policies for the next generation, children and the youth, such
    as education and skills. Furthermore, it looks at measures contributing to gender equality.
    The RRPs coverage of social and territorial cohesion is more present in some plans
    than others, with good overall progress. In some Member States (e.g. Spain and Italy)
    social and territorial cohesion is streamlined across all components of the RRP. 876 of the
    2,590 milestones and targets contributing to social and territorial cohesion are already
    reported as completed by Member States or assessed as fulfilled by the Commission (431
    milestones and targets for reforms and 445 for investments), representing a 34% progress
    rate (15% assessed in payment requests).
    Progress is also tangible for the milestones and targets contributing to policies for the
    next generation, children and the youth, such as education and skills. So far, 222 of
    636 milestones and targets are already reported as completed by Member States or assessed
    as fulfilled by the Commission (105 milestones and targets for reforms and 117 for
    investments), which yields a progress rate of 35% (17% assessed in payment requests).
    Positive advancement has also been shown as regards milestones and targets for measures
    related to the cultural and creative sectors, with 62 of 195 milestones and targets reported
    as completed by Member States or assessed as fulfilled by the Commission.
    113
    See Council (2023) European Semester 2023: country-specific recommendations agreed, available at:
    https://www.consilium.europa.eu/en/press/press-releases/2023/06/16/european-semester-2023-country-specific-
    recommendations-agreed/.
    114
    This is confirmed by the findings of the supporting study, see page 92 of the study.
    115
    Fromont, L.; and Van Waeyenberge, A. (2021) Trading rule of law for recovery? The new EU strategy in the post-
    Covid era, available at: https://doi.org/10.1111/eulj.12426.
    43
    Member States are also progressing with the implementation of measures with a
    focus on gender equality and equal opportunities for all. The 27 plans adopted contain
    134 (sub-)measures with a focus on gender equality, and many reforms and investments
    that are explicitly aimed at contributing to equal opportunities in general116
    . Of the 256
    milestones and targets with a focus on gender equality in the 27 RRPs, 83 are already
    reported as completed or assessed as fulfilled, representing a 32% progress rate
    (approximately 13% positively assessed).
    Data on the common indicators117
    point to positive results in improving social,
    economic and territorial resilience following the pandemic. With support received
    through the RRF, 13 Member States have reported that over 1.3 million people have either
    found employment or engaged in job searching activities and 20 Member States reported
    that over 8.7 million have participated in education and trainings to improve their skills. In
    addition, classroom capacities of childcare and education facilities have increased by over
    246,000 persons per year across the seven Member States who reported on this.
    The RRF has helped in addressing social, economic and territorial challenges, in line
    with the relevant European Semester CSRs. For example, Spain, France, Italy and
    Croatia have included ‘Active Labour Market Policies’ (‘ALMP’) that address a number
    of key labour market challenges in line with their CSRs in 2019 and 2020.
    The final labour market impact of measures cannot be evaluated at this stage, given
    the short time horizon and the time lag in observing impacts on the labour market,
    but first examples of results are emerging. Therefore, further monitoring and evaluation
    of the ALMP measures will be needed118
    . Nonetheless early evaluations for the youth
    subsidy measure in France, which was satisfactorily fulfilled in the context of France’s
    first payment request, suggests that the measure had a positive effect on the quality, if not
    quantity, of employment for young people119
    . Research on France’s youth hiring subsidy
    measure shows that it was associated with a 6% increase in the number of subsidised
    contracts of long duration – i.e. the contracts eligible for the youth hiring subsidy. Despite
    this increase, the measure did not have effects on the total employment of young people,
    as the new contracts substituted for non-salaried and substitute employment. The measure
    did, however improve the quality of employment, in line with the objective of the measure
    to reduce labour market segmentation120
    . Another example concerns Spain, which adopted
    in December 2021 a labour market reform that generalised the use of open-ended contracts
    116
    For further information, see European Commission (2023) Recovery and Resilience Facility Annual Report 2023
    (COM(2023) 545 final/2), available at: https://commission.europa.eu/publications/recovery-and-resilience-facility-
    annual-report-2023_en.
    117
    See data on common indicators (10), (11), and (13) amongst others.
    118
    Evidence in this paragraph is sourced from the case study on ‘Active Labour Market Policies’ the included in the
    supporting study.
    119
    Dubost, C.L. (2023) Les effets sur l’emploi de l’aide à l’embauche des jeunes instaurée en 2020, Dares Document
    d’Étude No. 2 , available at : https://dares.travail-emploi.gouv.fr/sites/default/files/38c480360da2174e6f
    710964628cb188/DE%20266_Effet%20AEJ.pdf.
    120
    France Stratégie (2021) Comité d’évaluation du plan France Relance: Premier rapport, available at:
    https://www.strategie.gouv.fr/publications/comite-devaluation-plan-france-relance-premier-
    rapport#:~:text=Pour%20ce%20premier%20rapport%2C%20le,la%20rénovation%20énergétique%20des%20bâti
    ments.
    44
    and incentivised the internal flexibility of firms, striking a long-awaited balance between
    workers’ protection and firms’ flexibility. Recent data from the Bank of Spain121
    confirms
    that the reform was successful in meeting its objectives of increasing the number of open-
    ended contracts and reducing the number of temporary or fixed-term contracts.
    iii. Progress on supporting the green transition
    The green transition is a key focus of the RRF and has been allocated a significant
    amount of RRF funding across all Member States. The total number of (sub-)measures
    contributing to the green transition is 983 (sub-)measures (262 reforms and 721
    investments), including over 2,600 milestones and targets (576 for reforms and 2,046 for
    investments)122
    . The biggest expenditure supporting the in all the RRPs has been allocated
    to sustainable mobility (31%), followed by energy efficiency (29%) and renewable energy
    and networks (14%). In addition, all Member States’s RRPs have exceeded the target of
    37% of total allocation set in the RRF Regulation, with the total estimated climate
    expenditure amounting to EUR 275 billion or over 40% of the total plans’ allocations.
    Several Member States are even dedicating over half of their total allocation to climate
    objectives, such as Austria, Bulgaria, Denmark, Estonia, Luxembourg, Malta, and
    Finland.
    Progress in implementing measures related to the green transition has been good
    overall. Over third of milestones and targets have been reported as completed or assessed
    as satisfactorily fulfilled by the Commission. Specifically, 908 of 2,625 milestones and
    targets related to the green transition are already reported as completed by Member States
    or assessed as fulfilled by the Commission (319 milestones and targets for reforms and 589
    for investments), which yields a progress rate of approximately 35% (17% assessed in
    payment requests). Given that final effects will only materialise in the longer term, it is too
    early to assess the RRF’s impact on the green transition overall and to gauge the impact of
    green-transition measures more specifically. Nonetheless, the already fulfilled ‘green’
    milestones and targets have helped increase momentum for the green transition123
    , as
    exemplified below.
    Data on the common indicators124
    point to positive results in the areas of energy
    savings and deploying renewable energy infrastructure. 15 Member States have
    reported already achieving about 28 million Megawatt-hours of savings in annual primary
    energy consumptions, 10 reported over 54,000 Megawatt of additional operational
    capacity for renewable energy, and 15 reported installing over 530,000 new or upgraded
    121
    Banco de España (2023) El aumento de los contratos indefinidos y su posible impacto en el gasto, available at :
    https://www.bde.es/f/webbde/SES/Secciones/Publicaciones/InformesBoletinesRevistas/BoletinEconomico/23/T1/
    Fich/be2301-art19.pdf.
    122
    For further information, see European Commission (2023) Recovery and Resilience Facility Annual Report 2023
    (COM(2023) 545 final/2), available at: https://commission.europa.eu/publications/recovery-and-resilience-facility-
    annual-report-2023_en.
    123
    See pages 92 to 97 of the supporting study.
    124
    See data on common indicators (1), (2), and (3) amongst others.
    45
    refuelling and recharging points for clean vehicles. Overall, the primary energy savings
    achieved so far approximately correspond to the installed electricity capacity in Belgium.
    Whilst it is too early to draw conclusions on impacts of measures addressing energy
    efficiency in buildings, some examples of results are emerging. For example, whilst
    France and Romania are making good progress towards implementing their milestones and
    targets for energy efficiency in buildings, Latvia is experiencing some delays, and Bulgaria
    is lagging behind125
    . France is one of the few Member States that already reports energy
    savings, with 3.0 Terawatt-hour in savings reached by end of 2022, mostly via schemes
    concerning heating and domestic hot water. Energy efficiency measures are however long-
    term construction projects by nature, and it is too early to draw firm conclusions about
    energy savings impacts for most other Member States, despite their achievement of various
    outputs laid down in the milestones and targets in the Council Implementing Decisions
    (such as published calls for tender, applications to energy-efficiency calls for tender,
    granted projects etc). Other examples illustrate how RRF-supported measures are having
    an impact on the ground. For instance, with the aim to develop clean mobility solutions to
    decarbonise the transport sector, Germany adopted a reform on a ten-year tax exemption
    for purely electric vehicles. Data from the German Federal Motor Transport Authority126
    demonstrates that there has already been a steady growth in pure electric vehicles in
    Germany, suggesting that the measure is delivering good results in this sector in Germany.
    Overall, most respondents in the public consultation127
    consider that the RRF has
    contributed or will contribute to the green transition (62%) and the European Green Deal
    (64%) to some or to a large extent.
    Member States recognise the Do No Significant harm (‘DNSH’) principle as a new
    feature that has strengthened the ‘green’ dimension of RRF reforms and investments
    and helps achieve the RRF’s green objectives, according to the results of the public
    consultation and a survey of key RRF stakeholders128
    . EU and national respondents
    expressed their satisfaction with the novelty of the principle and its potential to shape
    investments in line with the European Green Deal objectives, noting that the principle
    could have positive “spillover effects” into national policy systems and improve the
    environmental sustainability of Member States’ public investments.
    Box 2: REPowerEU
    Most Member States have already added specific chapters to their RRPs in order to
    finance key investments and reforms which will help achieve the REPowerEU objectives.
    So far, 23 Member States have seen their REPowerEU chapters adopted by the end of 2023,
    125
    Evidence in this paragraph is sourced from the supporting study (see pages 92 to 97) and from the associated case
    study on the green transition.
    126
    See Box 3 on ‘German reform on ten-year tax exemption for purely electric vehicles’ on pages 69 and 70 of the
    supporting study.
    127
    See European Commission (2023) Summary Report of the Public Consultation concerning the Mid-term evaluation
    of the Recovery &Resilience Facility (RRF), available at: https://ec.europa.eu/info/law/better-regulation/have-your-
    say/initiatives/13608-Recovery-and-Resilience-Facility-2020-2024-mid-term-evaluation/public-consultation_en.
    128
    See page 97 of the supporting study.
    46
    while the remaining four are expected to be adopted in 2024. It is too early to assess the
    implementation of REPowerEU chapters as payment requests related to these chapters will start
    in 2024. It is however expected that the measures will help Member States move to a more
    reliable, secure, and sustainable energy supply. More than EUR 60 billion from the approved
    REPowerEU chapters is allocated to contribute to save energy, substitute fossil fuels and address
    immediate security of supply needs, while diversifying away and reducing dependency on
    Russian fossil fuels.
    The REPowerEU chapters are expected to contribute to the REPowerEU objectives of
    enhancing the resilience, security and sustainability of the European Union´s energy
    system. This should be achieved by reducing reliance on fossil fuels and diversifying energy
    sources across the EU through measures to boost the uptake of renewables, to improve energy
    efficiency and to expand energy storage capacity. Overall, the REPowerEU chapters aim at
    allowing for the enabling of at least 20 Gigawatt of renewable energy by 2026, on top of 40
    Gigawatt in the existing plans. In addition, the revised plans include long-lasting energy
    efficiency interventions which, once implemented, will reduce energy bills for at least one
    million households. More than EUR 12 billion will be made available to decarbonise our
    industry, including EUR 2.5 billion for renewable hydrogen production. Strategic clean-tech
    investments in electrolysers, batteries and solar panels will be fostered, together with dedicated
    green skills training of more than 100,000 individuals.
    Save Energy
    One of the main objectives of REPowerEU is to save energy and enhance energy efficiency
    as the cleanest and cheapest way to address the energy crisis. Relevant investments are
    expected to support the delivery of national ambitions to reduce (by at least 30%, in most cases)
    energy consumption from buildings and industry129
    and to reduce the climate impact as much as
    possible by accelerating the transition from fossil fuels (by complementing energy efficiency
    renovation with solar rooftops, heat pumps and phasing out of fossil fuels in heating)130
    . Energy
    efficiency will also protect households from higher bills and provide targeted support to help
    energy poor and vulnerable consumers131
    . One-stop-shops are expected to bridge the gap
    between the fragmented supply and demand side to facilitate the delivery of energy efficiency
    measures132
    .
    Diversifying Energy supplies and enhancing the resilience of energy networks
    REPowerEU investments are expected to strengthen energy infrastructure, address
    immediate needs of security of supply and bottlenecks in both internal and cross-border
    transmission and distribution networks. Limited support133
    is provided to targeted
    infrastructure for tackling the immediate security of gas supply and for reducing dependency on
    Russian fossil fuels. Moreover, REPowerEU also contributes to the EU´s energy independence
    129
    See for example the REPowerEU chapters of Belgium, Croatia, Czechia, Denmark, France, Greece, Hungary,
    Lithuania, the Netherlands, Portugal, Romania, Slovakia, and Sweden
    130
    See for example, the REPowerEU chapters of Denmark, Greece, Italy, and Poland.
    131
    See for example, the REPowerEU chapters of Romania.
    132
    See for example, the REPowerEU chapters of Czechia, Romania.
    133
    See for example, the REPowerEU chapters of Croatia, Italy and Poland.
    47
    by supporting the manufacturing of strategic net-zero technologies such as electrolysers,
    batteries and solar panels134
    .
    Fast forwarding the clean energy transition
    The REPowerEU chapters aim to increase the share of renewables by delivering 8.4
    Gigawatt of power from offshore/onshore wind and solar by 2026135
    , speed up the
    permitting procedures136
    and secure appropriate grid connections137
    by investing in
    smarter, more flexible, digitally enabled grids138
    to unleash the full potential of renewable
    energy sources. Electricity storage139
    and biomethane/renewable hydrogen generation140
    are
    expected to be rolled out and scaled up rapidly. On green skills, the revised plans include
    measures to ensure that qualifications are in-line with labour market needs by mapping,
    reviewing, and updating them. A system of accessible, tailored training aligned with market
    needs should ensure that specialised workforce is available to meet the challenge of the transition
    to net zero economy141
    .
    Following the adoption of most REPowerEU chapters in the final months of 2023, Member
    States will have three years to implement the relevant measures. In view of the careful
    selection of measures for inclusion in the chapters, Member States are optimistic about the
    timelines for implementation, as evidenced by interviews and surveys142
    . The limited remaining
    lifetime of the RRF however, which expires on 31 December 2026, has restricted the types of
    investment projects that Member States have selected in their plans, particularly regarding the
    deployment of technologies and infrastructures that requires a longer timeframe.
    iv. Progress on the digital transition
    The RRF supports various measures contributing to the digital transformation in the
    Union. RRPs cover a range of measures, including deployment of next generation digital
    infrastructures and advanced technologies, digital skills development for the population
    and the workforce, and support to the digitalisation of enterprises as well as of public
    services143
    . Member States have exceeded the target of 20% of total allocation set in the
    RRF Regulation, with the total estimated digital expenditure amounting to EUR 130 billion
    or 26% of the total plans’ allocations.
    134
    See for example, the REPowerEU chapter of Portugal.
    135
    See for example, the REPowerEU chapters of Czechia, Hungary, Lithuania, Poland, Portugal, Romania, and
    Slovenia.
    136
    See for example, the REPowerEU chapters of Austria, Belgium, Czechia, France, Portugal, Romania, Slovakia,
    Slovenia, and Spain.
    137
    See for example, the REPowerEU chapters of Belgium, Czechia, Greece, and Poland.
    138
    See for example, the REPowerEU chapters of Czechia, Italy, Poland, and Romania.
    139
    See for example, the REPowerEU chapters of Greece, Hungary, Malta, Poland, Portugal, and Spain.
    140
    See for example, the REPowerEU chapters of Belgium, Croatia Estonia, Italy, France, and Spain.
    141
    See for example, the REPowerEU chapters of Czechia, Italy, Poland, Romania.
    142
    Evidence in this paragraph is sourced from the supporting study, see pages 114 to 116.
    143
    For further information, see European Commission (2023) Recovery and Resilience Facility Annual Report 2023
    (COM(2023) 545 final/2), available at: https://commission.europa.eu/publications/recovery-and-resilience-facility-
    annual-report-2023_en.
    48
    Member States have made significant progress in implementing measures related to
    the digital transformation, and nearly a third of related milestones and targets are
    reported as complete or assessed by the Commission as fulfilled. 721 of 2,297 milestones
    and targets related to the digital transformation are already reported as completed by
    Member States or assessed as fulfilled by the Commission (262 milestones and targets for
    reforms and 459 for investments), which yields a progress rate of 31% (approximately 15%
    assessed in payment requests).
    Data on the common indicators144
    point to positive results related to the digital
    transformation. Seven Member States reported that an additional 5.6 million dwellings
    had received internet access via high-capacity networks with support received under the
    RRF. In addition, 21 Member States reported that the number of users of new or upgraded
    public digital services had increased to almost 309 million users145
    .
    Some of the measures implemented in the digitalisation of health are already showing
    results on the ground146
    . The digitalisation of health has been a top priority for the EU in
    recent years and many Member States – Belgium, Croatia, Czechia, Denmark, and Estonia
    amongst others – have already implemented measures related to the digitalisation of
    national healthcare systems as part of their RRPs. These measures include eHealth
    services, telemedicine solutions, and improvements in healthcare data management and
    they have been effective in achieving their objectives, such as empowering patients,
    optimising healthcare delivery, and fostering innovation147
    . As aforementioned in Section
    4.1.2.B.i., these measures have also positively impacted healthcare systems, including the
    use of e-consultations and digital tools to improve patient care and access to specialists in
    Croatia and in other Member States148
    .
    While investments in the digital sector are still in the early stages, a number of
    reforms supporting the digital transformation have been implemented and are
    starting to have an impact on the ground. For example, Romania adopted a reform to
    accelerate the national roll-out of 5G networks, in accordance with security regulations,
    and to provide broadband coverage for white areas (small rural municipalities, isolated
    localities, disadvantaged inhabited areas), tackling the rural-urban digital divide, reducing
    the administrative burden and streamlining procedures and fees, creating the prerequisites
    144
    See data on common indicators (5), (7), and (10) amongst others.
    145
    As data is collected on the numbers of users (and not of persons), in some instances, the same person might have
    used the relevant digital public service multiple times.
    146
    Evidence in this paragraph is sourced from the case study on the digitalisation of healthcare included in the
    supporting study.
    147
    Evidence in this paragraph is sourced from the case study on the digitalisation of healthcare included in the
    supporting study.
    148
    See section above on ‘on improving the resilience, crisis preparedness, adjustment capacity and growth potential
    of the Member States’
    49
    for equal access to digital services and internet access149
    . Belgium’s G reform introduced
    in 2021, and supported by the RRF, led to a significant increase in 5G traffic in 2022150
    .
    Many RRPs contain measures to develop digital skills and some have already been
    implemented151
    . Over 25,000 people in France have signed up for a training for digital
    skills thanks to an investment contained in the French RRP to top-up individual learning
    accounts for digital skills. In turn, the Italian RRP aims for 700,000 individuals at risk of
    digital exclusion to have benefitted from facilitation and education services for the
    development and improvement of digital skills by the end of 2025.
    4.1.3. Effectiveness in supporting reforms: a key feature of the RRF
    Progress on the implementation of country-specific recommendations
    The RRF’s ability to support the implementation of reforms can be considered as one
    of the most effective features of the instrument152
    , and the RRF has proven to be a key
    tool to deliver on the European Semester’s CSRs153
    . In line with the RRF Regulation,
    Member States were required to effectively address in their RRPs all or a significant subset
    of the challenges identified in the relevant CSRs. In addition, milestones related to the
    protection of the financial interests of the Union in all Member States must be satisfactorily
    fulfilled before any RRF payment can be disbursed following a payment request. There is
    unanimous agreement between Member States and the various EU institutions, including
    the European Parliament154
    and the European Court of Auditors155
    , that the RRF has been
    effective in supporting CSR-related reforms156
    . Relevant literature157
    confirms this view,
    recognising that the RRF has contributed effectively to the support of reforms that
    otherwise would not have been implemented. Most stakeholders interviewed158
    also
    confirm that the RRF has contributed to putting on the agenda long-awaited reforms linked
    to the CSRs that would otherwise have had little chance of being implemented.
    149
    See European Commission (2023) Recovery and Resilience Facility Annual Report 2023 (COM(2023) 545 final/2),
    available at: https://commission.europa.eu/publications/recovery-and-resilience-facility-annual-report-2023_en.
    150
    See Box 4 ‘Introduction of G reform in Belgium’ on pages 70 and 71 of the supporting study.
    151
    Evidence in this paragraph is sourced from the case study on ‘Active Labour Market Policies’ included in the
    supporting study.
    152
    According to stakeholders consulted in the context of the supporting study, see pages 74 to 76 of the supporting
    study.
    153
    See pages 74 to 76 of the supporting study.
    154
    See European Parliament resolution of 10 May 2023 with observations forming an integral part of the decisions on
    discharge in respect of the implementation of the general budget of the European Union for the financial year 2021,
    Section III – Commission and executive agencies (2022/2081(DEC)), available at:
    https://www.europarl.europa.eu/doceo/document/TA-9-2023-0137_EN.html.
    155
    European Court of Auditors (2022) Special Report: The Commission’s assessment of national recovery and
    resilience plans: Overall appropriate but implementation risks remain, available at:
    https://www.eca.europa.eu/Lists/ECADocuments/SR22_21/SR_NRRPs_EN.pdf.
    156
    See pages 251 to 252 of the supporting study.
    157
    See pages 251 to 252 of the supporting study.
    158
    See pages 74 to 76 of the supporting study.
    50
    The RRF has significantly accelerated policy action to implement CSRs which was
    considered slow in the past159
    . The European Court of Auditors160
    found that, over the
    2011-2017 period, only 1.6 % of CSRs were deemed to have been ‘fully implemented’
    within one year after issuance, and that only 26 % of the CSRs have been implemented
    over the full 2011-2018 period. In the two years preceding the RRF, the share of 2016-
    20 CSRs reaching at least ‘some progress’ increased by only six percentage points from
    53% in 2018 to 59% in 2020. In comparison, the share of 2019-2020 CSRs reaching at
    least ‘some progress’ increased by percentage points from 2% in 2021 before the RRF
    to almost 69% in 2023, after two years of RRF implementation (see Figures 7161
    and 8).
    Since the start of the implementation of their RRPs, Member States have made most
    progress on access to finance and financial services, followed by labour market
    functioning, anti-money laundering and business environment. At the same time, in the
    first years of implementation of the RRF, progress has been less visible in the areas of the
    single market, competition and State aid, housing, long-term care and pension systems,
    even if relevant reforms are foreseen in the RRPs and are expected to be implemented in
    the years ahead. Progress in the implementation of the recommendations adopted in 2022
    has also been substantial. Member States have made at least ‘some progress’ in almost
    52% of the recommendations addressed to them in July 2022.
    Figure 7: Current level of implementation of
    2019-2020 CSRs
    Figure 8: Share of CSRs with at least “some
    progress” before and during the RRF
    Note: The multiannual assessment on the left graph looks at implementation of CSRs adopted 2019-2020 from the time
    the recommendations were first adopted until May 2023. The CSR assessment takes into account the degree of
    implementation of the measures included in the RRPs and of those done outside of the RRPs at the time of assessment.
    Measures envisaged in the Annexes of the adopted Council Implementing Decisions on the approval of the assessment
    of the RRPs, which have not yet been adopted or implemented but are considered as credibly announced in line with the
    159
    See pages 251 to 252 of the supporting study.
    160
    Special report 16/2020 of the European Court of Auditors.
    161
    See European Commission (2023) 2023 European Semester – Spring Package (COM(2023) 600 final), available
    at: https://commission.europa.eu/system/files/2023-05/COM_2023_600_1_EN.pdf. The assessment conducted in
    May 2023 is backward-looking at a relatively early stage of implementation of RRPs. The results of the 2023 CSR
    assessment, together with those of previous years, are available at https://ec.europa.eu/economy_finance/country-
    specific-recommendations-database/.
    51
    CSR assessment methodology, warrant ‘limited progress’. nce implemented, these measures can lead to
    ‘some/substantial progress’ or ‘full implementation’, depending on their relevance.
    Source: European Commission
    The financial incentives provided by the RRF is one of the main factors in reinforcing
    the implementation of CSRs162
    . The fact that financial support is conditional upon the
    implementation of reforms is the most relevant factor explaining the RRF's success in
    triggering structural reforms that address the European Semester’s CSRs. This is
    recognised by interviewees, stakeholders and external evaluators. On average, the link
    between implementation of CSR-related reforms and financial support is stronger for
    Member States that receive a larger size of the financial support: those that receive a
    proportionally bigger financial envelope in terms of their GDP are more likely to commit
    to and implement structural reforms. Moreover, the RRF serves as an incentive for Member
    States to internally steer the political debate and overcome potential resistance against
    structural reforms. Furthermore, some observers have emphasised the positive role that the
    steering and incentives provided by the RRF are having on Member States, by fostering
    their commitment to the measures and timelines in their RRPs163
    .
    Some of the key reforms included in national plans have already been successfully
    implemented and are delivering results on the ground. A number of reforms supported
    by the RRF have already been introduced across a wide range of policy areas: labour
    market, social protection and pensions, education and training, civil and criminal justice,
    public administration, including digitalisation of the public administration, spending
    review and public finance governance, anti-money laundering, licensing simplification
    reforms to boost the investments in renewables, roll-out of renewable energy and
    sustainable transport, introduction of 5G and broadband, structural reform of the education
    system, anti-corruption and tax planning164
    . Some have already led to tangible results: For
    example, Spain adopted in December 2021 a labour market reform that generalised the use
    of open-ended contracts by restricting the use of temporary contracts and reducing the
    contract menu and incentivised the internal flexibility of firms with the introduction of the
    RED mechanism, striking a long-awaited balance between workers’ protection and firms’
    flexibility. Recent data from the Bank of Spain165
    confirms that the reform was successful
    in meeting its objectives of increasing the number of open-ended contracts and reducing
    the number of temporary or fixed-term contracts (see Section 4.1.2.B.ii). As mentioned
    above, results also show that, for example, the justice reform implemented in Croatia is
    already delivering on reducing the time needed to resolve civil and commercial cases166
    , or
    162
    Evidence in this paragraph is sourced from the supporting study, see pages 74 to 76.
    163
    See pages 74 to 76 of the supporting study.
    164
    See page 12 of the supporting study.
    165
    Banco de España (2023) El aumento de los contratos indefinidos y su posible impacto en el gasto, available at :
    https://www.bde.es/f/webbde/SES/Secciones/Publicaciones/InformesBoletinesRevistas/BoletinEconomico/23/T1/
    Fich/be2301-art19.pdf.
    166
    See pages 68 to 69 of the supporting study.
    52
    that the public administration reform in Italy is expected to have a positive impact on
    labour productivity and labour force upskilling167
    .
    4.1.4. Positive externalities
    The RRF had a positive effect on reducing the risks associated with sovereign-bank
    loops in the context of the COVID-19 crisis. Stylised simulations168
    show that the crisis
    response policies of the EU strongly mitigated the risks associated with sovereign-bank
    loops169
    in euro area countries in connection to the COVID-19 crisis. Together with the
    monetary policy measures taken by the ECB, the creation of the contributed to macro
    financial stability in the aftermath of the COVID-19 pandemic, providing a structural
    policy commitment and financial safety net that avoided heightened market pressure on
    public finances and potential financial risks.
    The implementation of the RRF has also triggered positive effects for policy planning
    at the national level170
    . The RRF has contributed to improving inter-institutional
    coordination in the design of national reforms and investments171
    . In Slovenia, for example,
    the tight deadlines for the implementation of the RRP have helped the national government
    and stakeholders to jointly focus on efficient implementation172
    . In addition, relying on
    national implementing bodies with experience in EU funds proved useful in dealing with
    the Commission. In Austria, the performance-based nature of the RRP served as a blueprint
    and inspired the setting-up of an instrument at national level for the distribution of funds
    between different levels of government that is linked to pre-defined quantitative and
    qualitative targets. This may potentially have positive repercussions, including for
    decentralised States more generally173
    . Stakeholders174
    further conveyed that the
    performance-based approach brought predictability and accountability, resulting in a
    “cultural shift” in policy planning and implementation. Overall, in some Member States,
    the RRF has changed implementation at national level by improving national governance
    and coordination and by accelerating delivery with a clear medium-term deadline (2026).
    The implementation of the RRF has also triggered some positive effects in terms of
    EU governance. With the RRF, the Commission and Member States have established a
    regular dialogue, based on the bottom-up nature of the instrument. This engagement has
    been built on more than ten years of experience with the European Semester, while
    167
    See D’Andrea, S., D’Andrea, S., Di Bartolomeo, G., D’Imperio, P., Infantino, G., and Meacci, M. (2023) Structural
    reforms in the Italian National Recovery and Resilience Plan: A macroeconomic assessment of their potential
    effects, available at: https://www.dt.mef.gov.it/export/sites/sitodt/modules/documenti_it/analisi_progammazione
    /working_papers/WP-2-marzo-2023.pdf.
    168
    See Quarterly Report on the Euro Area (QREA), Vol. 20, No. 3 (2021), available at: https://economy-
    finance.ec.europa.eu/publications/quarterly-report-euro-area-qrea-vol-20-no-3-2021_en.
    169
    See Fontana A. and S. Langedijk (20 9), ‘The Bank-Sovereign Loop and Financial Stability in the Euro Area’ in
    JRC Working Papers in Economics and Finance 2019/10, available at https://data.europa.eu/doi/10.2760/81563.
    170
    Evidence in this paragraph is sourced from the supporting study, see pages 92 to 93.
    171
    According to the results of a survey of Member States national administrations conduced as part of the supporting
    study, see pages 92 to 93 of the supporting study.
    172
    See page 93 of the supporting study.
    173
    See page 93 of the supporting study.
    174
    See page 99 of the supporting study.
    53
    becoming more comprehensive, detailed and practical in the context of the Commission’s
    responsibilities for assessing RRPs and the related payment requests. Overall,
    stakeholders175
    confirmed that the Facility has deepened the dialogues and exchanges
    between Member States and the Commission on investments and reforms compared to the
    pre-2021 European Semester.
    4.1.5. Limiting factors for the effectiveness of the Facility
    Factors limiting the effectiveness of the Facility concern both the design and the
    implementation of the instrument, as described below.
    A. Limiting factors related to the design of the Facility
    The comprehensive audit and control framework enshrined in the RRF Regulation
    appears to have negatively affected the speed of implementation of the RRF, with
    some stakeholders176
    , notably Member States authorities, calling for simplification177
    .
    Member States reported on the high workload stemming from different audit and control
    requirements related to the RRF. At the same time, audit and control procedures are
    considered complex by stakeholders and there is a perceived overlap between controls and
    audits by national authorities, the Commission and the ECA. Consultation responses
    suggest that the resulting resource needs reduce efficiency as those resources could
    otherwise have been dedicated to the implementation of the plans. Member States see room
    for simplifying control and audit procedures, ensuring better coordination among the actors
    involved and avoiding multiple checks. Whilst identifying potential areas of simplification
    is always relevant, there is also an onus on ensuring a proportionate approach to managing
    public money, given the scale of the budget and the relative novelty of the approach.
    The inclusion of a combination of milestones and targets in each instalment ensures
    that balanced progress with both reforms and investments is being made, but the
    fixed composition of each instalment has also been reported to slow down RRF
    disbursements. The RRF Regulation requires Member States’ RRPs to propose a
    combination of reforms and investments and link them to instalments. The purpose is to
    avoid “cherry picking” and ensure a balanced progress of both reforms and investments,
    including when political challenges emerge ahead of difficult structural reforms.
    Stakeholders, in particular Member States authorities, however report that Member States
    avoid submitting payment requests before all milestones and targets envisioned for the
    specific instalment have been fully completed, which can lead to significant delays in
    payments if only one or a few of the milestones and targets are pending178
    . During the
    stakeholder interviews, national authorities accompanied this problem description with a
    call for more flexibility in (re)grouping milestones and targets for a specific payment
    request. At the same time, it also has to be noted that in February 2023, the Commission
    175
    As mentioned by stakeholders in the validation workshop organised on 24 October 2023, in the context of the
    supporting study.
    176
    According to stakeholder consulted in the context of the supporting study, see pages 154 to 156.
    177
    Evidence in this paragraph is sourced from the supporting study, see pages 154 to 156.
    178
    See page 54 of the supporting study.
    54
    published a methodology for partial suspension of payments, which provides more
    transparency on the suspended amounts. The suspension procedure thus gives more
    flexibility to Member States who can (and do) now submit payment requests where not all
    milestones and targets have been fulfilled (yet).
    B. Limiting factors related to the implementation of the Facility
    Since the inception of the RRF Regulation in 2021, a range of unforeseeable external
    factors have markedly changed the economic and geo-political context in the EU and
    made the implementation of the RRF more challenging. Russia’s war of aggression
    against Ukraine led to a spike in energy prices in 2022, exposing the vulnerabilities linked
    to the dependence on Russian fossil fuels. It has also driven inflation to levels unseen in
    decades, increasing price levels for all Member States and causing ‘cost of living’
    difficulties for many households. The RRF has not been unscathed by the current global
    events, with inflation, issues in global supply-chains and labour shortages affecting the
    implementation of many RRF measures across the Member States.
    In response to these challenges, Member States have used the opportunities offered
    in the RRF Regulation to amend their RRPs, which has however slowed down
    implementation. In response to inflation and supply-chain issues, Member States have
    reacted by (i) using national resources or additional RRF funding to bridge the gap between
    the actual current cost of their measure and what their initial RRF envelope is able to cover,
    (ii) adapting the targets to the increased costs, (iii) replacing investment projects that are
    no longer feasible from their plans, and/or (iv) postponing the initially foreseen timeline
    for the implementation of milestones and targets. At the same time, applying these changes
    to the RRPs programming takes some time and the implementation of some measures has
    been put on hold, resulting in delays and an overall slow-down of the implementation. It
    is important to note however that delays in the submission of payment request do not
    necessarily translate into implementation delays. The Member States’ on-the-ground
    implementation of most investments and reforms has continued, as evidenced179
    by the
    number of milestones and targets reported as ‘completed’ by Member States even though
    not yet assessed by the Commission under a formal payment request (as highlighted in
    Figure 5 in Section 3.2.4. and as discussed throughout Section 4.1.2.), even if the
    submission of payment request has not followed the indicative timeline.
    Limited absorption capacity180
    hampers the effectiveness of the RRF implementation
    in some Member States. When the RRF was adopted, several observers181
    pointed to the
    risk of absorption capacity of the significant RRF funding, which would come in addition
    to the remaining EU Structural Funds from the 2014-2020 period, and the new Structural
    179
    According to data reported by Member States as part of the RRF bi-annual reporting exercise.
    180
    Commonly defined at the percentage of the total amount committed in the EU budget to a Member State that has
    been disbursed by the Commission to that Member State.
    181
    See Darvas, Z. (2020) Will European Union countries be able to absorb and spend well the bloc’s recovery
    funding?, available at : https://www.bruegel.org/blog-post/will-european-union-countries-be-able-absorb-and-
    spend-well-blocs-recovery-funding; and Alcidi, C., Gros, D., Corti, F. (2020) Who will really benefit from the Next
    Generation EU funds?, available at: https://www.ceps.eu/ceps-publications/who-will-really-benefit-from-the-next-
    generation-eu-funds/.
    55
    Funds for the 2021-2027 period. The actual payments of structural funds depend on the
    ability of beneficiaries to use the funds, which vary significantly across Member States182
    .
    Under the RRF, as payments are made upon the fulfilment of milestones and targets
    (related to both investments and reforms – performance-based approach), the absorption
    capacity is closely linked to the administrative capacity of Member States to implement
    the pre-agreed agenda of reforms and investments. In this context, the Committee of the
    Regions stressed that many Member States did not sufficiently strengthen administrative
    capacity at local and regional levels, which is a precondition to ensure proper
    implementation of the plans and an adequate take-up of the RRF funds.
    The administrative work required at national and sub-national level to implement
    the RRF is higher than initially expected by Member States183
    . Some Member States
    have not been able to mitigate the increase in the workload of administrations observed at
    both national and local levels184
    . Overall, Member States that experience administrative
    and staff shortages have noted that the administrative burden has resulted in delays
    affecting RRP implementation. Research185
    illustrates how low administrative capacity,
    especially at local level, can affect the implementation of RRF-supported investments. The
    authors analysed the implementation of investments supported by the RRF in ‘Early
    Childhood Education and Care’ in four Member States (Italy, Spain, Germany and
    Portugal), which are traditionally run at local level. They found that two key obstacles in
    implementation relate to (i) the lack of support/technical assistance to local authorities to
    develop projects’ proposals; and (ii) the lack of personnel especially at local level.
    More generally, an adequate administrative capacity within Member States is key to
    supporting the effectiveness of RRF implementation. To ensure the effective
    implementation of their plans, some Member States put in place measures to strengthen
    their administrative capacity, such as reforms and investments aimed at modernising the
    public administration, including improving the transparency and effectiveness of tendering
    procedures and their compliance with EU legislation. These reforms were added in the
    RRPs to address specific regulatory hurdles and investment bottlenecks identified and have
    often been implemented early in the RRPs. Some Member States also included more
    specific interventions to directly support the administration to implement the plans. This
    comprises measures to improve the organisation, capacity and means of national
    administrations directly involved in the implementation of plans that can rely on the
    technical assistance from the Commission provided via the Technical Support Instrument
    (‘TSI’). This capacity building support is aimed at strengthening their institutions and their
    capacity to implement reforms. 23 Member States have received or are currently receiving
    general support for the horizontal aspects of RRP implementation, including support for
    the revision of the plans, while all 27 Member States are benefiting from the thematic
    182
    See page 265 of the supporting study.
    183
    See pages 124 to 125 of the supporting study.
    184
    See page 125 of the supporting study.
    185
    Corti, F., Marobito, C., Ruiz, T., and Luongo, P. (2022) The role of the Recovery and Resilience Facility in
    strengthening childcare policies, available at: https://feps-europe.eu/wp-content/uploads/2022/07/RECOVERY-
    WATCH-Childcare-Policy-PP-1.pdf.
    56
    support linked to RRF measures’ implementation186
    . In addition to the TSI, another sectoral
    instrument available to Member States to support them in implementing RRF reforms is
    the Horizon Policy Support Facility. Member States such as Romania and Croatia have
    already requested and benefited from this support to help them implement key structural
    reforms of their national R&I systems foreseen in their plans.
    Local and regional authorities, as well as social partners and civil society
    organisations, pointed to their insufficient involvement by Member States in the
    preparation and implementation of the RRPs. When submitting their RRPs, Member
    States were required (under Article 18 of the Regulation) to include a summary of the
    consultation process of local and regional authorities, social partners, civil society
    organisations, youth organisations and other relevant stakeholders, explaining how the
    input of the stakeholders was reflected in their RRP. The involvement of social partners,
    local and regional authorities also positively contributes to the effectiveness of the RRPs’
    implementation. The involvement of social partners has played a key role in speeding up
    the adoption process of some key reforms, especially for labour market or social policy
    reforms. Relevant stakeholders (including local and regional authorities or civil society
    organisations) have however complained about their insufficient involvement in the
    national context, both in the preparation and the implementation of the plans. The
    European Economic and Social Committee, in its report187
    informing the mid-term
    evaluation of the RRF, specifically called for a greater involvement of organised civil
    society in the implementation of the RRF, through formal, structured consultation
    processes. As regards sub-national authorities, according to a survey conducted by the
    European Committee of the Regions188
    , cities and regions reported a low involvement in
    the monitoring and implementation of the RRF plans. The overall low involvement of
    stakeholders by national governments for the preparation of the plans can partly be
    explained by the exceptionally condensed time available for programming of the RRPs
    during the COVID-19 crisis and by the various degrees of consultation.
    While recognising the improvements made by the Commission, some Member
    States189
    consider that the Commission’s guidance on the RRF was not always
    sufficiently timely and clear. Most Member States interviewed during the evaluation
    consider that the Commission’s communication for the preparation of the RRPs in
    September 2020 was timely and clear190
    . However, with regard to the specific guidance on
    the DNSH principle from February 2021, a number of Member States regretted that it was
    published too late191
    in the drafting phase of the plans. Some Member States had to modify
    186
    See https://reform-support.ec.europa.eu/what-we-do/recovery-and-resilience-plans_en for further information.
    187
    European Economic and Social Committee (2023) Mid-term evaluation of the Recovery and Resilience Facility,
    available at: https://www.eesc.europa.eu/en/our-work/opinions-information-reports/information-reports/mid-term-
    evaluation-recovery-and-resilience-facility#downloads.
    188
    European Committee of the Regions (2022) Implementation of the Recovery and Resilience Facility: The
    Perspective of Local and Regional Authorities – Results of the CoR-CEMR targeted consultation, available at:
    https://cor.europa.eu/en/engage/brochures/Documents/RRF-consultation-2022.pdf.
    189
    Evidence in this paragraph is sourced from the supporting study, see pages 76 to 79.
    190
    See page 76 of the supporting study.
    191
    According to stakeholders consulted as part of the supporting study, this was due to the discussions on the EU
    Taxonomy that were still ongoing at that time, see page 77 of the supporting study.
    57
    their plans following the publication of the guidance, which caused additional burden and
    slowed down the implementation process. Moreover, some Member States are also of the
    view that the Commission’s Communication in February 2023 on the framework used for
    assessing milestones and targets and for the payment suspension methodology came rather
    late – and a majority of Member States consider that the payment suspension methodology
    remains unclear when it comes to reforms because of the discretion given to the
    Commission in applying the methodology. To a lesser extent, a number of Member States
    conveyed that the informal dialogue with the Commission for the preparation and revisions
    of the plans and ahead of the submission of payment requests add administrative burden,
    suggesting for example to reduce the rounds of comments by the Commission to Member
    States on the documentation to be submitted for payment requests. The Commission
    however sees this informal dialogue as a key element facilitating a smooth and swift
    processing of payment requests.
    4.2. Efficiency
    This section assesses how the costs of implementing the Facility compare with its benefits,
    including an assessment of administrative burden and complexity with potential areas for
    simplification.
    4.2.1. RRF design
    There are efficiency gains by supporting reforms and investments under one
    instrument. With RRPs combining both reforms and investments in one plan, they
    contribute to a more coherent sequencing between the two and encourage Member States
    to undertake reforms that will enhance the impact of investments. Accordingly, a majority
    (59%) of survey respondents192
    consider that combining reforms and investments in one
    instrument leads to some or significant efficiency gains. Member States also report that
    coordinating the two is simpler when they are combined in one planning process193
    .
    The performance-based approach of the RRF is a key factor in enhancing efficiency.
    In the implementation of the RRF to date, the performance-based nature of the instrument,
    with financing not linked to cost, had led to strong commitments by Member States and
    provided incentives for them to deliver on the agreed measures within a clear timeframe.
    The results of the public consultation show that a majority of stakeholders supports this
    view194
    .
    Demanding reporting requirements and a lack of flexibility195
    are perceived as
    affecting the efficiency of the instrument. The various reporting requirements specified
    in the RRF Regulation (reporting on the achievement of milestones and targets; bi-annual
    reporting; reporting in the context of audits; reporting on the common indicators) have
    192
    See page 156 of the supporting study.
    193
    See pages 156 to 158 of the supporting study.
    194
    European Commission (2023) Summary Report of the Public Consultation concerning the Mid-term evaluation of
    the Recovery &Resilience Facility (RRF), available at: https://ec.europa.eu/info/law/better-regulation/have-your-
    say/initiatives/13608-Recovery-and-Resilience-Facility-2020-2024-mid-term-evaluation/public-consultation_en.
    195
    Evidence in this paragraph is sourced from the supporting study, see pages 154 to 156.
    58
    reportedly affected the efficiency of the instrument, with some Member States calling for
    simplification196
    . Several national coordination bodies consider that the common
    indicators, while anchored in the Regulation, have limited added value as they are not
    directly linked to tracking results of reforms and investments. Member States also
    conveyed a perception of rigidity in the interpretation of milestones and targets fulfilment
    by the Commission, even though the Communication of February 2023197
    was
    acknowledged as an important step to clarify the margins of manoeuvre for Member States,
    especially when it comes to investments.
    4.2.2. RRF governance and implementation
    The RRF-related governance in Member States influences the efficiency of the RRP’s
    implementation, in particular through the degree of centralisation of the decision-
    making process. Centralisation is reinforced by the performance-based approach of the
    RRF and the requirement to maintain a single national point of contact for verifying the
    fulfilment of the relevant milestones and targets in support of scheduled payment
    requests198199
    . While the programming of the national RRPs required a certain centralisation
    in all Member States, differences emerge in the governance of implementing the plans,
    which affect the efficiency of the RRF. One of the main differences concerns the
    involvement of the Prime Minister’s office, which tends to be correlated with a smoother
    implementation of the plans due to increased political ownership and enhanced capacity to
    steer internal decision-making processes. This is particularly the case for reforms.
    The involvement of social partners and local/regional stakeholders also matter for the
    efficiency of the implementation of RRPs. The different degree of involvement of sub-
    national authorities in the design and implementation of the plans also affected the
    efficiency of the plans, in particular investments200
    . For example, some regions conveyed
    that the RRP measures chosen by their central governments did not always align with the
    local priorities: in their views, more participation of local/regional authorities during the
    development of the RRP could have resulted in a more efficient use of the funds to target
    local priorities201
    . For investment involving local authorities, such as for example the
    196
    According to stakeholders interviewed as part of the supporting study and to national stakeholders surveyed as part
    of the supporting study, see pages 154 to 156 of the supporting study.
    197
    See European Commission (2023) Communication from the Commission to the European Parliament and the
    Council on the Recovery and Resilience Facility: Two years on (COM(2023) 99 final), available at
    https://commission.europa.eu/publications/communication-implementation-recovery-and-resilience-facility-0_en.
    198
    See Zeitlin et al. (2023), available at: https://feps-europe.eu/wp-content/uploads/2023/06/Governance-RFF.pdf;
    Carrosio et al. (2022), available at: https://feps-europe.eu/wp-content/uploads/2022/12/RECOVERY-WATCH-
    Placed-Based-PP-1.pdf; Bokhorst and Corti (2023), available at: https://www.cambridge.org/core/services/aop-
    cambridge-
    core/content/view/9A8DD6FA42CE44B44F4BD956B8EB0887/S0017257X23000143a.pdf/governing-europes-
    recovery-and-resilience-facility-between-discipline-and-discretion.pdf; and Vanhercke and Verdun (2021),
    available at: https://onlinelibrary.wiley.com/doi/full/10.1111/jcms.13267.
    199
    Decisions on the national governance of the RRF are within the responsibility of the Member States. There are also
    examples of strong regional involvement present in some plans.
    200
    Evidence in this paragraph is sourced from the supporting study, see pages 148 to 152.
    201
    Regions for EU Recovery (2022) Benchmark study on the implementation of the RRF at regional level, available
    at:https://exteriors.gencat.cat/web/.content/Noticia/afers_exteriors/2022/pdf_220630_estudi_regions_4EU_recove
    ry.pdf.
    59
    construction of childcare facilities202
    , some challenges have emerged as negatively
    affecting the implementation of the measures, notably: the lack of resources to cover
    recurrent costs, the tight timeline and lack of technical capacity of municipalities to present
    projects in time, and the lack of qualified personnel to run the new infrastructures.
    4.2.3. Cost-benefit assessment
    In the absence of a counterfactual, quantifying the ‘benefits’ of the RRF to compare them
    to the ‘costs’ requires using macroeconomic models to estimate the benefits of the RRF.
    The results of the macro-economic simulations, both in the evaluation study (NiGEM
    model) and by the Commission (QUEST model), have been presented in section 2. At this
    juncture, it is too early to go further. A full cost-benefit analysis will be conducted as part
    of the ‘ex-post’ evaluation.
    As it is a new instrument, the RRF created inevitable entry costs, but with differences
    across Member States. An overview of the administrative costs incurred by Member
    States in implementing the RRF was established based on a survey of national coordination
    bodies203
    . The latter have counted the number of full-time equivalents (‘FTEs’) involved
    both for one-off and recurrent activities linked to the implementation. While there were
    significant variations across Member States in FTEs declared by coordination bodies –
    from a handful of FTEs in some Member States to over 100 FTEs in other – the survey
    results demonstrate that there have generally been high entry costs for national
    administrations to become familiar with the functioning of the RRF. According to
    representatives of most Member States (17 out of 21 for which feedback was provided),
    the implementation of the RRF required new skills and knowledge as national
    administrations were not familiar with all formal requirements for implementing RRF
    projects, especially those related to reporting and verification based on results.
    The variations in administrative costs incurred by Member States depend on specific
    characteristics of the RRPs, such as the financial size of the plan or the number of
    measures devoted to investments. As many administrative tasks are not related to the
    size of a plan, smaller plans tend to be relatively more costly than larger plans. For
    example, in Germany and Poland (which have the two largest RRPs among those for which
    administrative costs are available), the administrative costs per euro of funding are notably
    low204
    . The total number of measures supported, in particular the number of investments,
    and the number of final recipients also matter: more investments and more final recipients
    is associated with more administrative workload.
    Similar to other instruments, the administrative costs linked to the implementation
    of the RRF have increased over time205
    . Most respondents (72%) in the survey of national
    authorities convey that the costs linked to the implementation of the RRF have increased
    202
    See case study on ‘Early Childhood Education and Care’ included in the supporting study.
    203
    Evidence in this paragraph is sourced from the supporting study, see pages 138 to 148.
    204
    See page 146 of the supporting study.
    205
    According to most respondents (72%) in the survey of national coordination bodies. Evidence in this paragraph is
    sourced from the supporting study, see pages 138 to 148.
    60
    over time206
    . However, only 18% of the respondents rated the increase as substantial. The
    cost increase is attributed to the demanding reporting requirements, as well as audit and
    control requirements, which turned out to be more extensive than initially anticipated.
    Meeting them has required more resources, time, and personnel than initially expected.
    The implementation in the first half of the lifetime of the RRF has been described as a
    ‘learning-by-doing' experience by many stakeholders, including Member States and local
    or regional authorities. The administrative costs generated by the RRF vary significantly
    across Member States, with findings affected by the availability of data and governance
    choices concerning the implementation of RRPs at national level. In some Member States
    (e.g. Bulgaria, Estonia, Lithuania), existing structures have been adapted to manage the
    RRF, while in others (e.g. Belgium, Croatia, Portugal) new structures have been set up to
    coordinate the implementation of the RRP (e.g. new directorate or task force). Overall, the
    cost increase over time is however comparable to similar investment programmes, such as
    the Cohesion Policy. Indeed, for the Cohesion programming period 2014-2020, the
    administrative workload has built up from the start of the programme preparation to reach
    a peak in 2017-2018, and then declined towards closure after 2022207
    . Over time, the
    administrative burden associated with the RRF is expected to decrease as Member States
    authorities gain more experience.
    In particular, Member States have highlighted the need to mobilise more resources
    than initially planned to revise the RRPs. According to Member States208
    , the efficiency
    of the performance-based approach is reduced by the ‘excessively complex procedures’ for
    the plan modifications enshrined in the RRF Regulation, which do not distinguish between
    major or minor amendments and require Council approval for any modification.
    So far, the implementation of the RRF has not brought the administrative
    simplification that Member States had hoped for209
    . Member States consider that the
    CIDs are too detailed given that every element must be checked at the relevant payment
    request – and that not every element should be binding. The legally binding character of
    each element included in the CID, including in the description of the measure, has been
    reinforced by the strict interpretation of the European Court of Auditors. Likewise,
    stakeholders, notably Member States authorities, predicted that the administrative burden
    would remain higher compared to projects financed under EU Cohesion Policy. This is
    because, while Member States need to demonstrate the fulfilment of milestones and targets
    (as disbursements are based on performance) – a process that is perceived as very
    demanding by Member States – they are also required to collect evidence of the
    expenditure incurred as well as data on final recipients of RRF funds, for audit and control
    purposes210
    . This may be exacerbated by the coexistence of the two EU funding instruments
    206
    See pages 138 to 148 of the supporting study.
    207
    See European Commission (2018) Development of a system of common indicators for European Regional
    Development Fund and Cohesion Fund interventions after 2020, available at:
    https://ec.europa.eu/regional_policy/sources/studies/indic_post2020/indic_post2020_p1_en.pdf.
    208
    Evidence in this paragraph is sourced from the supporting study, see pages 148 to 152.
    209
    According to the results of the consultation with Member States’ RRF national authorities.
    210
    Article 22(d) of the Regulation (EU) 2021/241 establishing the Recovery and Resilience Facility.
    61
    (RRF and structural funds) with two different approaches (performance-based and costs-
    based). Overall, the requirements to protect the financial interests of the Union can lead to
    an administrative burden similar to that of other EU funds based on costs, such as Cohesion
    Policy funds211
    . Furthermore, the evidence provided by Member States, for each payment,
    to prove the delivery of concrete outputs (milestones and targets) is also essential to ensure
    their actual ‘performance’.
    4.3. Coherence
    4.3.1. Coherence of the RRF with other EU instruments
    The scope of the RRF, as reflected in the six pillars anchored in the RRF Regulation,
    broadly covers the main policy areas of EU relevance, with a specific focus on the EU’s
    twin transition via the climate and digital targets. The general coherence of the RRF with
    key EU policies is therefore ensured by the design of the RRF and reflected in the RRPs
    in diverse areas, including green, digital, social and rule of law. Moreover, the strong
    coordination between the different services of the European Commission in designing and
    implementing the RRPs helped ensure coherence between the RRPs and Union policies.
    European Semester
    The RRF is in line with the European Semester priorities and has provided a novel
    and significant incentive to reinforce the implementation of CSRs. First, the European
    Semester provides a framework for the preparation of RRPs. RRPs are “expected to
    contribute to effectively addressing all or a significant subset of challenges identified in
    the relevant country-specific recommendations”212
    adopted in the context of the European
    Semester. All RRPs were assessed against this criterion and needed to reach the highest
    (‘A’) rating for their plan to be approved. In this sense, EU priorities – tailored to Member
    States’ needs – guided the reforms and investments put forward in RRPs. In turn, the RRF
    offered financial incentives to implement the policy advice given under the Semester and
    has reinforced the implementation of the CSRs (see above under “effectiveness”). In other
    words, the RRF contributed to strengthening the link between EU funds and the European
    Semester, which in turn contributed to bringing long-awaited structural reforms into
    fruition, across a wide range of policy areas. The positive interactions213
    between the RRF
    and the Semester are mutually beneficial214
    : the EU Semester supports the preparation of
    RRPs, while the RRF, in turn, supports the implementation of the policy advice issued
    under the European Semester. By providing financial incentives in return for a coherent
    package of public investments and reforms, the RRF gave European governments
    211
    According to results of the survey of RRF national authorities conducted as part of the supporting study, see pages
    152 to 154 of the supporting study.
    212
    See Article 19(b) of the RRF Regulation.
    213
    See pages 74 and 251 of the supporting study.
    214
    Moschella, M. (2020) What role for the European Semester in the recovery plan? In-depth analysis requested by
    ECON Committee, available at:
    https://www.europarl.europa.eu/RegData/etudes/IDAN/2020/651377/IPOL_IDA(2020)651377_EN.pdf.
    62
    additional means to overcome domestic institutional resistance in the face of Semester
    tools and recommendations215
    .
    The implementation of the RRF has been integrated in the European Semester, with
    reporting processes streamlined to limit the administrative burden both at national
    and Commission level. The European Semester and its national reform programmes
    offered a platform for the bi-annual reporting under the RRF. At the same time, the
    European Semester, and in particular the Country Reports, have been the key tool for the
    European Commission to regularly report on the monitoring of RRP implementation,
    making the implementation of the RRF a key part in EU economic coordination and
    surveillance. The 2022 and 2023 European Semester both focused on the implementation
    of the RRPs, with CSRs focusing on the implementation of each Member States’ RRP216
    .
    In that sense, the RRF has been implemented in full coherence with the European Semester,
    limiting to the extent possible the increase in administrative burden that reporting on RRF
    implementation places on both national administrations and the EU.
    Technical Support Instrument (‘TSI’)
    Coherence between the RRF and the TSI is due to built-in synergies between the two
    instruments and the alignment of their assessment criteria217
    . The RRF Regulation
    actively promotes synergies between the RRF and TSI by enabling Member States to
    allocate up to 4% of their total allocation to technical support in RRP implementation218
    ,
    an option used by four Member States219
    . The alignment of the assessment criteria of the
    RRF and of TSIs emphasises that both instruments have the same policy objectives and
    that their priorities are aligned. For example, the relevance of CSRs is one of the
    assessment criteria used both for selecting TSI projects and for approving RRPs. The
    coherence of the two instruments is evident in the fact that over 400 projects approved
    under the TSI are linked to the preparation or implementation of Member States’ RRPs,
    highlighting the crucial role of TSIs in the Facility.
    Cohesion Policy
    With the parallel implementation of the RRF and Cohesion Policy programmes,
    Member States had to make strategic decisions in coordination with the Commission
    on the funds to use to finance investments. While double funding is prohibited, also in
    line with the Financial Regulation, a measure can be financed by both instruments as long
    215
    Vanhercke B., and Verdun A. (2021) From the European Semester to the Recovery and Resilience Facility. Some
    social actors are (not) resurfacing, available at: https://www.etui.org/sites/default/files/2021-
    11/From%20the%20European%20Semester%20to%20the%20Recovery%20and%20Resilience%20Facility_Som
    e%20social%20actors%20are%20not%20resurfacing_2021.pdf.
    216
    See 2022 European Semester: Spring Package, available at: https://commission.europa.eu/publications/2022-
    european-semester-spring-package_en; and 2023 European Semester: Spring Package, available at:
    https://commission.europa.eu/publications/2023-european-semester-spring-package_en.
    217
    Evidence in this paragraph is sourced from the supporting study, see pages 158 to 159.
    218
    This can be achieved through transfers from national funds to TSI or by utilising transfers from the RRF to TSI.
    219
    Romania, Croatia, Greece, and Cyprus have so far used these options, financing eight additional projects lined to
    their RRPs in the areas of healthcare, education, public procurement, energy, better regulation, administrative
    burden reduction and investment promotion. More info available at: https://reform-support.ec.europa.eu/what-we-
    do/recovery-and-resilience-plans_en.
    63
    as the same cost is covered only once, and as long as the RRF does not cover the mandatory
    national co-financing under Cohesion. The regulatory framework220
    gives the responsibility
    to national authorities to ensure that the two instruments complement each other.
    To ensure synergies and avoid overlaps between Cohesion Policy and the RRF,
    demarcations between the two have been included in national plans. Member States
    have put in place four approaches to demarcation, in a typology proposed by Lopriore221
    and by ECA222
    : (i) a thematic demarcation to reserve certain areas of funding exclusively
    for the RRF (for example in the health sector); (ii) a territorial demarcation within
    individual sectors (for example the French RRP focuses on mobility in rural areas while
    the European Regional Development Fund (‘ERDF’) finances it in urban areas); (iii) a
    demarcation based on the typologies of beneficiaries (for instance, the German RRP
    supports the energy efficiency of residential buildings with the RRF, while support for
    non-residential buildings comes from the ERDF); (iv) a temporal demarcation, with the
    absorption of funds based first on RRF resources and then on Cohesion Policy funds (with
    some substitution effects between the two instruments). The thematic demarcation has
    been the most frequently adopted approach by Member States223
    .
    However, some risks of substitution effects between RRF and Cohesion Policy have
    materialised224
    . The risk of possible substitution effects between the RRF and Cohesion
    Policy was only partially considered by Member States when drafting their RRPs. When
    RRPs were submitted in 2021, most Operational Programmes under Cohesion for the
    period 2021-2027 were not designed yet. Several Member States did not adopt ex-ante
    strategies to create synergies between the two EU funds. Evidence of substitution effects
    generated by the RRF to the detriment of cohesion policy has been reported by
    interviewees concerning the 2021-27 programmes, while no significant substitution effect
    was reported for the 2014-20 operational programmes, as their implementation was already
    well advanced when the RRF was set up. In some Member States, some more mature
    projects (e.g. in Spain, Greece, Italy and Romania) that were previously planned under
    Cohesion instruments (and expected to be implemented under 2021-2027 cohesion
    programmes) were moved into the RRPs225
    . In Spain and Greece, the shift can be explained
    by (i) the fact that the RRP was prioritised, (ii) expectations of a lower administrative
    burden compared to cohesion, and (iii) the absence of national co-financing requirement.
    In Romania, the shift did not create difficulties due to significant investment gaps and the
    existence of an extensive pipeline of projects. The example of Romania shows that possible
    substitution effects depend on national contexts: in Member States with substantial
    220
    See Article 28 of the RRF Regulation, Articles 11 and 22(3)(a) of Regulation (EU) 2021/1060.
    221
    Lopriore, M. (2022) Recovery plans and structural funds: how to strengthen the link?, available at:
    https://www.eipa.eu/publications/briefing/recovery-plans-and-structural-funds-how-to-strengthen-the-link/.
    222
    European Court of Auditors (2022) Cohesion and NextGenerationEU: concord or clash?, available at:
    https://www.eca.europa.eu/Lists/ECADocuments/JOURNAL22_01/JOURNAL22_01.pdf.
    223
    According to results of the survey of RRF national authorities, see page 166 of the supporting study.
    224
    Evidence in this paragraph is sourced from the supporting study (see pages 176 to 177) and from the associated case
    study on the functioning of the RRF and other EU funds.
    225
    See pages 176 to 177 of the supporting study and the associated case study on the functioning of the RRF and other
    EU funds.
    64
    investment gaps in traditional sectors, there seems to be a lower risk of displacement
    between the two instruments, and RRF resources are added to cohesion funding to tackle
    existing needs. In addition, some Member States (e.g. Slovenia) have redirected staff
    previously working on Cohesion Policy to the RRP coordination and implementation
    bodies to accelerate RRP implementation, delaying the implementation of Cohesion
    Policy226
    .
    At the same time, some investments, initially introduced in the RRPs, but then
    withdrawn during the RRPs revisions, could potentially be moved to Cohesion
    instruments. In Greece for example, the revised RRP which was submitted to the
    Commission in August 2023 withdrew some investments (in the water sector) from the
    RRP due to implementation delays beyond the control of the government. Given the longer
    eligibility period under Cohesion funds, Greece could potentially consider options to cover
    them under Cohesion Policy.
    There is a large potential for synergies between the RRF and Cohesion Policy.
    Synergies can be achieved, among others, by financing, different policy interventions with
    each instrument that build on each other in the same policy area, or by using the two
    instruments to finance different elements of the same investment. The possibility to use
    the two funds for the same investment has been used by a number of Member States. The
    Austrian RRP, for example, supports, with RRF funds, some additional sections of the
    construction and electrification of regional railway lines that already benefit from the
    Connecting Europe Facility. In Bulgaria, the RRP covers the set-up of newly built
    ‘Science, Technology, Engineering and Mathematics’ (STEM) laboratories, including
    high-tech classrooms in schools, while ESF+ covers the trainings of teachers. Synergies
    can also be achieved when reforms supported by the RRF benefit investments supported
    by structural funds (or national funds). For example, in Greece, the RRP supports a reform
    of the railway sector, to strengthen the rail infrastructure manager improve safety, service
    delivery and efficiency in delivering new investments under the ERDF and CEF. In
    Hungary, the RRP includes reforms improving public procurement systems,
    complemented with the introduction of a training scheme for SMEs to facilitate their
    participation in public procurement procedures. ERDF interventions will complement
    these measures by providing training and support to SMEs (particularly in less developed
    regions). The Portuguese RRP includes a reform on the administrative modernisation and
    digital transition of the central public administration, which is complemented by the ERDF
    and finances the digital transition of local and regional public administration. The Italian
    RRP includes a reform of the regulatory and market framework to improve the efficiency
    and effectiveness of public investments in the water sector, which will help address
    existing barriers to ERDF investments to improve sustainable water management. Under
    the RRF, Slovakia updated its legal framework to facilitate connecting new renewables to
    the grid. As part of the 2021-2027 Partnership Agreement with Slovakia, investments are
    226
    Although Slovenia’s absorption of Cohesion Policy has always been low in initial years of a new multi-annual
    financial framework.
    65
    expected to develop smart energy systems, grids, and storage, complementing the reform
    supported by the RRF.
    However, at this juncture, there is still limited evidence of synergies materialising.
    The literature227
    has recognised that achieving synergies between RRF and Cohesion Policy
    is challenging, including because of the need for deeper strategic and operational
    cooperation228
    and difficulties in aligning schedules and procedures of different funds229
    .
    The European Committee of the Regions230
    also noted that, as RRPs only partially address
    the territorial dimension, potential synergies with Cohesion Policy funds are limited.
    As the implementation of the RRF progresses, synergies between RRF-supported
    reforms and Cohesion Policy investments are expected to increase231
    . The possibilities
    for thematic overlaps could be exploited to achieve additional impacts, also taking into
    account existing financing gaps232
    . The policy progress made under the RRF, for example,
    in mainstreaming DNSH considerations will also be paying off for structural funds,
    according to stakeholders involved in the implementation of Cohesion Policy. More
    generally, the reforms supported by the RRF are expected to improve framework
    conditions for investments under Cohesion Policy. Lastly, stakeholders233
    were of the view
    that it would be useful to build on the lessons learnt from the RRF features that have proved
    helpful, such as pre-financing and the support for both reforms and investments under one
    instrument. Identifying which RRF supported measures should be taken forward under
    cohesion (considering existing financing gaps) could help avoid a disconnect between what
    is done under RRF and what can be done in the longer run under cohesion. For instance,
    the Portuguese RRP supports initial investments in the hydrogen sector with the RRF, with
    the Portuguese authorities intending to follow up with Cohesion Policy funds234
    .
    4.3.2. Coherence with Member States’ instruments supporting the economic recovery
    227
    See European Policies Research Centre (2021) The Recovery & Resilience Fund: an economic stimulus at the
    expense of territorial cohesion?, available at: https://eprc-strath.org/eu/the-recovery-resilience-fund-an-economic-
    stimulus-at-the-expense-of-territorial-cohesion/; and Bachtler, J., and Mendez, C. (2021) Recovery and Cohesion:
    Ambitious Objectives, Challenging Implementation, available at: https://eprc-strath.org/wp-
    content/uploads/2021/12/EoRPA-Report-21_2-Cohesion-Policy_-ISBN-version-3.pdf.
    228
    European Policies Research Centre (2021) The Recovery & Resilience Fund: an economic stimulus at the expense
    of territorial cohesion?, available at: https://eprc-strath.org/eu/the-recovery-resilience-fund-an-economic-stimulus-
    at-the-expense-of-territorial-cohesion/; and Ferry, M., and Kah, S (2021), Pursuing Positive Interactions – within
    Structural Funds and with the RRF, available at: https://eprc-strath.org/wp-content/uploads/2021/11/IQ-Net-
    Thematic_Paper_50_Post_Conference.pdf.
    229
    Lopriore, M. (2022) Recovery plans and structural funds: how to strengthen the link?, available at:
    https://www.eipa.eu/publications/briefing/recovery-plans-and-structural-funds-how-to-strengthen-the-link/.
    230
    European Committee of the Regions (2021) Regional and local authorities and the national recovery and resilience
    plans, available at:
    https://cor.europa.eu/en/engage/studies/Documents/Regional%20and%20local%20authorities%20and%20the%20
    National%20Recovery%20and%20Resilience%20Plans/NRRPs_study.pdf.
    231
    Evidence in this paragraph is sourced from the supporting study (see pages 176 to 177) and from the associated case
    study on the functioning of the RRF and other EU funds.
    232
    See the case study on case study on the functioning of the RRF and other EU funds included in the supporting study.
    233
    As mentioned by stakeholders in the validation workshop organised on 24 October 2023, in the context of the
    supporting study.
    234
    Lopriore, M. (2022) Recovery plans and structural funds: how to strengthen the link?, available at:
    https://www.eipa.eu/publications/briefing/recovery-plans-and-structural-funds-how-to-strengthen-the-link/.
    66
    The RRPs were implemented in full coherence with Member States’ national
    recovery strategies235
    . In Member States that had already put in place a post-pandemic
    recovery plan, for example France or Germany, the RRP built on, or integrated, the already
    planned measures and either replaced or further expanded them (since the RRF allowed to
    support measures that started from 1 February 2020). In fact, 18 Member States included
    a total of 150 milestones and targets in their RRPs whose implementation started after 1
    February 2020236
    , but were scheduled to be completed before the RRPs were submitted to
    the Commission in 2021/2022237
    . For Member States that did not yet have a recovery plan,
    the RRPs became the national government’s strategic plans for the recovery after the
    pandemic. The relatively short time span during which the RRPs were drafted by most
    Member States, together with the medium-term horizon of the RRF implementation (until
    2026), allowed national authorities to develop RRPs that were coherent with the already
    existing or planned investments and reforms.
    4.3.3. Internal coherence of the RRPs
    The RRPs also provided for a coherent set of reforms and investments. The internal
    coherence of the measures put together by Member States in their RRPs was a criterion
    evaluated by the Commission when assessing the plans. The overall Commission
    assessment on the coherence of RRPs is very positive (high extent – Rating A). As
    discussed earlier, the combination of reforms and investment under one sole instrument is
    considered as one of the most effective aspects of the RRF238
    .
    How did the EU intervention make a difference and to whom?
    4.4. EU added value
    In the absence of a counterfactual, the additionality of the RRF appears difficult to assess
    and even more difficult to quantify. At the mid-term point, qualitative evidence, notably
    the outcomes of interviews carried out with national stakeholders in charge of designing
    and implementing the RRPs, provides a first hint regarding the EU added value of the
    instrument.
    4.4.1. Scale of RRF financing and additionality of measures supported by the RRF
    The scale of the RRF’s financial support is an important element to take into account
    when assessing the additionality of the instrument. With up to EUR 723.8 billion in
    total for 2021-2026 (EUR 385.8 billion in loans and EUR 338 billion in non-repayable
    support), and additional REPowerEU resources (EUR 20 billion in new non-repayable
    support and EUR 2.1 billion of funds from the Brexit Adjustment Reserve), the size of
    RRF is unique in the EU (the closest in scale is the amount of resources mobilised under
    Cohesion Policy: EUR 543 billion for 2021-2027, of which EUR 377 billion in EU co-
    235
    Evidence in this paragraph is sourced from the supporting study, see pages 170 to 172.
    236
    As per Article 17(2) of the RRF Regulation.
    237
    Data is not yet available on the eligible REPowerEU measures that started from 1 February 2022.
    238
    As reported by stakeholders in the Member States’ national RRF authorities and across the European institutions.
    67
    financing and EUR 166 billion in national co-financing). With its pre-financing, the RRF
    provided Member States with significant fiscal space in the aftermath of the COVID-19
    pandemic, thereby playing a stabilising effect at that critical juncture. Unlike other crises,
    the level of public investment has been preserved in the EU post-COVID and has increased
    in a number of Member States (see Section 4.1.4). Moreover, the announcement of the
    RRF has contributed to reducing sovereign bond spreads in the EU at the time of the
    COVID shock, which in turn helped mitigating risks of financial fragmentation and
    supporting the recovery (see Section 4.4.3).
    The additionality of the RRF in individual Member States is correlated to the size of
    the financial support provided. A relevant proxy is the RRP allocation as a share of GDP,
    which varies from 16% in Greece to 0.1% in Luxembourg. For Member States where the
    RRF represents an important share of GDP, the RRF provided additional fiscal space to
    implement investments that would otherwise have been unlikely. For example, in the area
    of ‘Early Childhood Education and Care’, the primary contribution of the RRF has been to
    infuse fresh financial resources to support the expansion of childcare facilities239
    . In Italy
    and Spain (where the RRP allocation account respectively for 11% and 6% of GDP), the
    RRF resources were reported to be additional: stakeholder interviewees explained that,
    without the RRF, the investments in ‘Early Childhood Education and Care’ would not have
    taken place. In Belgium, the RRF funds were also reported as additional, topping up
    already existing national funds. In Poland, RRF funding was reported as additional,
    complementing other EU funding – notably funds from ESF+ and national funding. In
    Germany, however, where the RRF accounts for around 0.7% of GDP, all funding under
    the RRF for investments in ‘Early Childhood Education and Care’ was reported as already
    budgeted for, and thus the EU added value of the RRF, in terms of support for investments,
    was limited.
    More generally, the additionality of the RRF highly depends on Member States’
    specific situations, in particular on whether the Member State already had in place a
    national recovery plan when the RRF entered into force. In some Member States (for
    example Germany or France), the investments supported by the Facility were already
    planned in national recovery plans and the RRF mainly provided additional resources to
    implement and scale-up these investments. In the case of Germany, more than 80% of the
    investments included in the RRP were already included in the June 2020
    Konjunkturprogramm240
    . In the case of France, the RRF exclusively finances investments
    included in the national plan ‘France Relance’ that was set up in September 2020
    (financing 40% of the EUR 100 billion national plan). In that case, the RRF provided
    additional fiscal space to scale-up investments already envisaged, therefore enabling to
    increase the ambition of the national plan. For other Member States (for example Italy and
    239
    According to semi-structured interviews conducted in the context of the case study on ‘Early Childhood Education
    and Care’ included in the supporting study.
    240
    See Corti, F., Gros, D., Liscai, A., Ruiz, T., Kiss-Galfalvi, T., Gstrein, D., Herold, E., Dolls, M., and Fuest, C.
    (2022) The European added value of the Recovery and Resilience Facility: An assessment of the Austrian,
    Belgian and German plans, available at:
    https://www.europarl.europa.eu/RegData/etudes/STUD/2022/699513/IPOL_STU(2022)699513_EN.pdf.
    68
    Greece), the investments supported by the RRF would not have taken place otherwise, at
    least not in the same timeframe241
    .
    Stakeholders’ assessment of the additionality of the RRF has been positive overall but
    not unanimously so. The results from the public consultation242
    show that around two
    thirds of respondents consider that the RRF has contributed to the economic recovery
    following the pandemic and a similar share recognises the RRF’s contribution to the green
    and digital transitions. Most respondents believe that the RRF contributed to the initiation
    and implementation of reforms. A vast majority of stakeholders (around 80%) consider
    that the RRF produced, at least to a limited extent, more results than what Member States
    could have achieved on their own. However, about 25% of respondents (in both the
    national coordinator survey and the public consultation) do not agree with the view that
    the measures supported by the RRF would not have been implemented otherwise. For
    example, feedback from targeted interviews243
    conveys that, in some Member States, such
    as Austria or Sweden, the reforms included in the RRPs had already been on the political
    agenda. This is also related to the fact that, in line with the possibility for retroactivity
    (under strict conditions) provided by the RRF Regulation, 13% of the 1,153 milestones
    and targets fulfilled as of 1 February 2024 have been implemented before the date of the
    official endorsement of the RRPs. However, this does not necessarily mean that the related
    measures would have taken place without the RRF, as the drafting of the plans already
    began in September 2020 and several Member States started implementing measures in
    anticipation of RRF funding244
    . Moreover, the poor track record of reform implementation
    under the European Semester CSRs before the RRF contradicts the perception that RRF
    supported reforms may have happened anyway.
    The country-specific EU value added can be well illustrated by the example of ALMP
    measures245
    , where the main added value of the RRF stems from the combination of
    investments with strategic reforms to address structural labour market challenges under a
    clear timeframe. All measures related to ALMP in the French RRP were developed prior
    to the RRP negotiation, as part of the plan ‘France Relance’, and would likely have been
    implemented with national funding246
    . In Spain and Italy on the other hand the Facility
    appears to have provided an impetus for reform in some cases. In Spain, the modernisation
    of ALMPs was included in the government mandate agreed at the end of December 2019.
    At the same time, a reform on hiring incentives that had not advanced for years was
    included in the RRP, highlighting a potential added value of the RRF. In Italy, an
    investment on strengthening public employment services would have been partially
    implemented in the absence of RRF funding, however the Facility provided an additional
    241
    According to interviews conducted in the context of the case studies included as part of the supporting study, see
    page 16 of the supporting study.
    242
    See page 293 of the supporting study.
    243
    See page 302 of supporting study.
    244
    See page 218 of the supporting study.
    245
    Evidence in this paragraph is sourced from the case study on ‘Active Labour Market Policy’ included in the
    supporting study.
    246
    According to stakeholders interviewed in the context of the case study on ‘Active Labour Market Policy’ included
    as part of the supporting study.
    69
    EUR 200 million in financial support. In addition, it is unlikely that an ALMP reform on
    training would have been implemented without the resources provided by the RRF.
    Finally, EU added value is most apparent in Croatia RRP, as the RRF provided a significant
    impetus for the introduction of new measures in ALMP overall. Some of the measures –
    specifically, the new targeted ALMP – already existed in a similar form and could have
    been implemented through ESF+, but the RRF allowed for additional funding and support
    for more specific and targeted measures.
    4.4.2. Convergence and supporting the Single Market
    By design, the RRF is expected to strengthen economic convergence in the EU. With
    its allocation key, the RRF was designed to support lower-income and more vulnerable
    Member States, which had also been hit the hardest by the pandemic. The RRF’s allocation
    of funding thus helps counteract the economic divergence, fostering economic stability and
    growth where it is most needed.
    The RRF is also expected to trigger spillover effects that are benefiting the Single
    Market. The pandemic had introduced substantial risks to the functioning of the Single
    Market, with risks of lasting disparities in living standards and increased divergence within
    the Union. With its large financial support, the effects of RRF spending in one EU Member
    State have positive spillover effects in the rest of the European Union (intra-EU trade).
    Cross-border projects (see Section 4.4.6. below) also contribute to increasing potential
    spill-over effects fostered by the RRF. Corti et al. (2022)247
    consider that these spillover
    effects are particularly relevant in the areas of green transition and digitalisation as
    neighbouring Member States benefit from investments in transport or digital infrastructure
    or other aspects concerning digital transformation, such as broadband expansion and 5G.
    4.4.3. Impact on spreads
    The announcement of the RRF has contributed to reducing sovereign bond spreads
    in the EU at the time of the COVID shock, which in turn helped mitigating risks of
    financial fragmentation and supporting the recovery. To examine the effects of the
    announcement on spreads of NGEU and its core instrument, the RRF, the supporting
    study248249
    measured the impact on spreads as ‘the initial decline in sovereign bond spreads
    that was recorded within three weeks of the 18 May 2020 announcement of the initial
    Franco-German proposal for a recovery fund’ (taken at the moment announcing the
    upcoming NGEU). The results show that a reduction in the spread of benchmark bond
    yields over the benchmark, being German Bundesanleihen, between 15 May 2020 (April
    for monthly data) and 5 June 2020 (June for monthly data) for almost all EU Member
    247
    Corti, F., Gros, D., Liscai, A., Ruiz, T., Kiss-Galfalvi, T., Gstrein, D., Herold, E., Dolls, M., and Fuest, C. (2022)
    The European added value of the Recovery and Resilience Facility: An assessment of the Austrian, Belgian and
    German plans, available at:
    248
    Following the approach by Bankowski, K., Bouabdallah, O., Domingues Semeano, J., Dorrucci, E., Freier, M.,
    Jacquinot, P., Modery, W., Rodríguez-Vives, M., Valenta, V., and Zorell, N. (2022) The economic impact of
    NextGenerationEU: a euro area perspective, available at:
    https://www.ecb.europa.eu/pub/pdf/scpops/ecb.op291~18b5f6e6a4.en.pdf.
    249
    Evidence in this paragraph is sourced from the supporting study, see pages 177 to 178.
    70
    States250
    . There was a reduction of between 50 and 100 basis points for those Member
    States higher borrowing costs. In addition, by using RRF loans to finance spending that
    would otherwise have been financed domestically, those Member States with relatively
    high borrowing costs have been able to take advantage of the European Union’s
    advantageous borrowing conditions to reduce the costs associated with the increased
    borrowing that has resulted from the COVID shock. In this respect, even if the EU
    borrowing costs have increased significantly over the past months on the back of higher
    interest rates, these increases are comparable to those experienced by highly-rated EU
    Member States.
    4.4.4. Support for the implementation of EU policies
    With its large financial envelope, the RRF provided substantial funding to advance
    the implementation of common EU policies. For example, the binding climate and digital
    targets for the RRPs, which required Member States to allocate respectively 37% and 20%
    of RRF funds to projects supporting the climate and digital transitions, ensure that at least
    half of RRF funds are dedicated to fostering the green and digital transitions, among other
    priorities. The RRF also contributes to the implementation of the European Pillar of Social
    Rights, which is one element of the RRF general objective: the scope of the RRF includes
    social cohesion and policies for the next generation, and social aspects are also covered by
    the country-specific recommendations that Member States are addressing in their RRPs,
    ensuring that measures supported by the RRF also support this EU priority.
    4.4.5. EU added value of the RRF in supporting politically challenging reforms
    The RRF has helped speed up the implementation of long-standing and politically
    challenging reforms. In particular, the RRF supported the implementation of reforms that
    had been the subject of long-standing CSRs in the context of the European Semester, i.e.
    they were recommended by the Council as the most important reforms to be tackled in
    each Member State. Progressing on these EU priorities represents EU value added. This
    has included reforms that would have most likely not have taken place without the RRF,
    such as rule of law reforms and structural reforms251
    (e.g. long-standing CSRs such as long-
    term care in Slovenia and the reform concerning regulated professions in Portugal). Among
    other examples, CSRs such as the ‘Zero-emission company cars’ of the Federal State in
    Belgium and the Online Access Act in Germany would most likely not have been
    implemented in the short term without the RRF252
    .
    The RRF provided EU added value as it enabled the simultaneous implementation of
    reforms and investments across the EU, which created additional impact253
    . As
    evidenced above, the simultaneous implementation of the RRPs in each Member State
    created additional impact with spillover effects. Along the same lines, the simultaneous
    implementation of structural reforms that were tailored to Member States needs creates
    250
    Excluding Estonia (for data availability reasons) and Germany (where the spread is zero by definition).
    251
    See pages 184 to 188 of the supporting study.
    252
    See pages 184 to 188 of the evaluation study.
    253
    Evidence in this paragraph is sourced from the supporting study, see page 184.
    71
    additional impact, as the overall impact of these individual reforms is economically more
    beneficial when conducted by several/all Member States (e.g. labour markets reforms) than
    when conducted in isolation. The RRF amplified this joint and coordinated response.
    The RRF brought a new dimension to EU funding instruments by making the
    financing of investments conditional upon the implementation of reforms. Under
    Cohesion Policy, the importance of linking investments to enabling frameworks and
    structural reforms was already embedded, for instance, through the necessary fulfilment of
    ex-ante conditionalities (evolved into enabling conditions) as a prerequisite. However,
    Cohesion Policy does not finance structural reforms (with some exception of targeted
    public administration reforms with an associated cost)254
    . Interviewees from a broad range
    of institutions (among which national authorities, the Committee of the Regions and the
    Economic and Social Committee) recognised the RRF support for structural reforms as a
    crucial asset of the RRF and highlighted that it effectively filled a gap compared to the
    status quo255
    .
    4.4.6. RRF support for multi-country projects
    The RRF contributed to the implementation of multi-country projects, notably
    supporting the green and digital transitions. The RRF includes support for investments
    that have a significant cross-border impact. Member States were encouraged to consider
    such projects, which reflect common priorities of (several) Member States and are aligned
    with the objective of promoting further integration and cooperation within the EU. The
    importance of multi-country projects has further been strengthened in the amendment of
    the RRF Regulation. This includes an additional assessment criterion placing a strong
    cross-border or multi-country focus on all measures introduced under the REPowerEU
    chapter. An overview of RRPs shows that most of them include measures with multi-
    country projects256
    , with the majority contributing to the green and digital transitions. More
    than half of the RRPs include measures contributing to multi-country projects or cross-
    border initiatives related to the green transition, with the Important Projects of Common
    European Interest (‘IPCEI’) on hydrogen showing the highest uptake. Most RRPs also
    include measures contributing to multi-country projects or cross-border initiatives in the
    area of the digital transformation: the IPCEIs on microelectronics (12 RRPs) and cloud
    technologies (six RRPs) are amongst the multi-country projects with the highest take-up.
    Further contributions towards the digital transformation are also seen in cloud technologies
    (with six RRPs including IPCEI measures), the European Digital Innovation Hubs (eight
    RRPs), 5G corridors (seven RRPs) and quantum communication (four RRPs).
    The additionality of RRF funds is also reflected in the widened pool of Member States
    implementing multi-country and cross-border projects. There is a growing number of
    254
    Such as the targeted reforms of labour market institutions and services under the ESF+ if they have an associated
    cost.
    255
    See the case study on the functioning of the RRF and other EU funds included in the supporting study.
    256
    European Commission (2022) Report from the commission to the European Parliament and the Council on the
    implementation of the Recovery and Resilience Facility, COM(2022) 75 final, available at
    https://commission.europa.eu/system/files/2022-03/com_2022_75_1_en.pdf.
    72
    Member States participating in multi-country projects (most noticeably IPCEIs), especially
    in Central and Eastern Europe257
    . The scope of IPCEIs (notably hydrogen) would have
    likely been lower in the absence of the RRF funds and the Facility has provided a source
    of funding for Member States and an opportunity to integrate IPCEIs in national
    programmes258
    . The availability of RRF funds has enabled greater participation levels in
    multi-country projects, with the inclusion of Member States who would not have
    participated otherwise259
    .
    However, some authors consider that the impact and full potential of such projects
    could have been better exploited. Corti et al.260
    highlighted some missed opportunities
    for developing cross-border projects and in developing European public goods as part of
    the RRF. While theoretically cross-border projects carry huge potential for advancing the
    competitiveness of the European economy, Corti et al. argue that only a minor share of
    RRF-supported cross-border projects had so far an effective cross-border impact. This can
    mainly be attributed to the complexity of cross-border projects, which require more time
    in design (against the tight 2026 deadline) and see more challenges in implementation due
    to the multi-partner component. Furthermore, external factors (such as the war in Ukraine)
    also had a negative impact on the materialisation of multi-country projects.
    Is the intervention still relevant?
    4.5. Relevance
    4.5.1. Relevance of the RRPs
    Each RRP includes an agenda of reforms and investments that are relevant both to
    each Member State and for EU policy priorities. The reforms and investments covered
    in the RRPs relate to the CSRs, which concern important and relevant strategic measures
    tailored to Member States’ needs. At the same time, as CSRs respond to broader EU policy
    priorities, the implementation of the measures included in the RRPs also support the
    broader EU agenda. In particular, with the specific climate and digital targets, the RRF
    directly contributes to the twin transformations (green and digital) of Member States’
    economies, which is an overarching EU-wide policy for years to come. The results from
    257
    Eisl, A. (2022) Important Projects of Common European Interest (IPCEIs) as a New Form of Differentiation: An
    Analysis of Their Challenges for the European Single Market, available at: https://euidea.eu/wp-
    content/uploads/2022/03/euidea_pp_18.pdf.
    258
    According to stakeholders interviewed as part of the case study on cross-border and multi-country projects, with
    specific focus on IPCEIs; see pages 145 to 149 of the supporting study and the case study on cross-border and multi-
    country projects, with specific focus on IPCEIs.
    259
    See Dias, C., Grigaitè, K., and Cunha, I. (2021) Recovery and Resilience Plans – Thematic overview on cross-
    border projects, available at:
    https://www.europarl.europa.eu/RegData/etudes/IDAN/2021/689472/IPOL_IDA(2021)689472_EN.pdf; and Eisl,
    A. (2022) Important Projects of Common European Interest (IPCEIs) as a New Form of Differentiation: An
    Analysis of Their Challenges for the European Single Market, available at: https://euidea.eu/wp-
    content/uploads/2022/03/euidea_pp_18.pdf.
    260
    See Corti, F., Gros, D., Liscai, A., Ruiz, T., Kiss-Galfalvi, T., Gstrein, D., Herold, E., Dolls, M., and Fuest, C.
    (2022) The European added value of the Recovery and Resilience Facility: An assessment of the Austrian, Belgian
    and German plans, available at:
    https://www.europarl.europa.eu/RegData/etudes/STUD/2022/699513/IPOL_STU(2022)699513_EN.pdf.
    73
    the different consultations show broad support for the relevance of the RRF, with no
    interviewee questioning the relevance of the instrument261
    .
    The RRF remained relevant in an evolving context, demonstrating the flexibility of
    the instrument to adapt to changing circumstances. While the RRF was created in the
    context of the COVID-19 shock to support the economic recovery and enhance the EU’s
    resilience, the RRF implementation is taking place in a changing environment, marked by
    Russia’s invasion of Ukraine, high inflation, and an energy crisis. Thanks to the continued
    relevance of its main policy objectives and its delivery model, the amendment of the RRF
    Regulation in the context of REPowerEU in 2023, and the mechanisms included in the
    RRF Regulation for amending RRPs based on objective circumstances (Article 21),
    ensured that the RRPs remained relevant and well suited to address the new challenges. In
    late 2022 and 2023, all 27 Member States submitted revised RRPs, in line with the different
    venues provided by the RRF Regulation to amend RRPs (objective circumstances,
    additional loans and updated maximum financial contribution).
    Member States highlight hurdles in amending the RRPs in comparison to other
    instruments, although the RRF single envelope of funds available to each Member
    State provides agility. Most national authorities stated that the process to modify RRPs
    was heavy and cumbersome262
    . Whilst it is recognised that modifying RRPs has been a
    necessity, given the plans are conceived for the medium-term to 2026, most national
    authorities did not perceive the instrument as sufficiently flexible. The most cited issues
    related to the plans’ revisions are the procedures for amending RRPs, which do not
    distinguish between small and major adjustments (unlike what has been agreed for the
    Social Climate Fund, the set-up of which has benefited from the experience made with the
    RRF, where minor adjustments to the Plans, or the correction of clerical errors, are simply
    introduced by Member States and notified to the Commission) and the significant time lags
    between the decision at national level to modify a plan and the final approval of the
    modification by the Council. The supporting study highlights that, in comparison with
    Cohesion Policy, the RRF framework is perceived as too rigid: this stems from the
    perceived rigidity of the process for revising RRPs which is considered by stakeholders263
    as more burdensome than under EU Cohesion Policy. Nonetheless, despite the complexity
    conveyed by Member States, all Member States’ RRPs were revised in 2022-2023 (with
    an impact on the RRF speed of implementation in 2023 highlighted in Section 4.1.). In
    general, while the process for amending RRPs is perceived as cumbersome, the broad
    scope of the RRF provides flexibility. For example, in 2023, during the revisions of RRPs,
    some Member States allocated more resources on energy measures in the wake of the
    energy crisis or took additional loans to prioritise such measures further.
    The allocation key used to apportion funds among Member States proved relevant to
    support economic convergence in the EU in the post-pandemic context. The allocation
    261
    See pages 190 to 191 of the supporting study.
    262
    Evidence in this paragraph is sourced from the supporting study, see pages 191 to 194.
    263
    See case study on the functioning of the RRF and other EU funds included in the supporting study.
    74
    key264
    applied to 70% of the non-repayable support is based on the population, the inverse
    of GDP per capita of 2019 and the relative average unemployment rate of each Member
    State. The allocation key applied to 30% of the non-repayable support also takes into
    account the change in real GDP in 2020 and 2021. Taking these factors into account has
    ensured that Member States in greatest need would benefit the most. Results of
    macroeconomic models265
    indeed predict that, given the allocation key, Member States
    with below-average levels of GDP per capita are expected to experience the largest boost
    to GDP levels. For a 6-year stimulus and a high-productivity calibration, the estimated
    increase in output reaches more than 3.2% in Greece; around 3% in Bulgaria, Croatia, and
    Romania; and around 2.5% in Italy and Portugal. However, some Member States who in
    June 2022 experienced a downward revision of their maximum financial contribution for
    non-repayable financial support made it clear that that this caused internal delays in the
    RRP implementation due to the need to either revise the plan, or to compensate the
    decrease in EU financing with national resources.
    Because of the time limited design of the instrument, there were limitations in the
    selection of investments included in RRPs. The 2026 deadline limits the types of
    investments included in RRPs since it excludes investments that would have required more
    time to implement266
    . Especially for the REPowerEU chapters, most investments had to be
    relatively mature already to fit within the RRF timeline, particularly in the renewable
    energy sector. The 2026 deadline has therefore limited the ambitions in the REPowerEU
    chapters267
    .
    4.5.2. Relevance of RRF loans
    While the RRF loans were relevant for many Member States, they were not for
    others. Assessment of the rationale behind Member States’ decisions to apply – or not
    apply – for loans under the RRF shows that a mix of financial and non-financial
    considerations has driven Member States’ decisions268
    . As of 1 September 2023, 13
    Member States had requested loan support or additional one as per the revised RRF
    Regulation's Article 14(6). The amount of loan support requested was EUR 292.6 billion
    (in current prices), corresponding to 76% of the total loan support available.
    The potential reasons to apply for RRF loans were related to whether the Member
    State faced higher interest rate on the markets or a reduction in non-repayable RRF
    support269
    . Some Member States with financing conditions on the markets at an interest
    rate higher than the EU interest rate sought additional support with RRF loans. Some
    Member States that faced a downwards revision of their maximum contribution of non-
    264
    For details on the allocation key, see Annex I, II and III of the RRF Regulation.
    265
    Pfeiffer, P., Varga, J., in’t Veld, J. (2023) Quantifying spillovers of coordinated investment stimulus in the EU,
    Cambridge University Press, available at: https://www.cambridge.org/core/journals/macroeconomic-
    dynamics/article/quantifying-spillovers-of-coordinated-investment-stimulus-in-the-
    eu/FFCCAAA20BD98AC50A93A4F24562EAD4.
    266
    See pages 190 to 191 of the supporting study.
    267
    According to stakeholders interviewed as part of the supporting study, see page 190 to 191 of the supporting study.
    268
    See pages 194 to 196 of the supporting study.
    269
    Evidence in this paragraph is sourced from the supporting study, see pages 194 to 196.
    75
    repayable support in 2022 also applied for loans to make up for the shortfall and ensure
    the continuity of their projects. Factors such as the health of public finances, the need for
    additional funding, inflation concerns, administrative burden, and the scale of planned
    projects have all played a role in determining whether Member States opted for RRF loans
    or not.
    On the contrary, the potential financial reasons not to apply for RRF loans were
    usually related to larger available funding or more favourable financing conditions
    by the market (when RRF loans were at higher interest rates compared to market
    alternatives)270
    . Some Member States also factored in inflation, i.e. concerns of injecting
    additional money into an economy already facing inflationary pressures. Member States
    that considered that the maximum contribution of non-repayable support was sufficient
    also did not apply for loans.
    From a strict cost-of-funding viewpoint, RRF loans are expected to bring a sizeable
    return on investment (‘ROI’) for some Member States271
    . According to Commission
    calculations based on available data on NGEU versus sovereign cost of funding in the
    period up until November 2023, all Member States who requested loan support were
    expected to benefit from a positive ROI272
    from RRF loan disbursements. It was estimated
    at between 2% and 17% for nine euro-area Member States, and between 13% and 38% for
    four non-euro area countries. This ROI is however subject to market developments. For
    non-euro area Member States, high ROIs are accompanied by exchange rate risk, which
    depends on the volatility of the exchange rate with respect to the EUR.
    5. WHAT ARE THE CONCLUSIONS AND LESSONS LEARNED?
    5.1. Conclusions
    This mid-term evaluation provides a first and early assessment of the RRF midway
    through its lifetime, as required by its Regulation. The assessment is done against the
    five evaluation criteria of effectiveness, efficiency, coherence, relevance, and EU value
    added. The evidence underpinning this evaluation is to a large extent based on an extensive
    external study, which is published at the same time as this SWD.
    While this evaluation presents significant information on implementation, it is still
    too early to assess the impact of the RRF since the impact of reforms takes time to
    materialise and only a few investments have been fully completed so far, in line with
    the RRF’s design. This report therefore presents the progress achieved to date in reaching
    the RRF’s specific objective, i.e. to provide Member States with financial support in order
    to achieve specific milestones and targets that represent steps in the implementation of
    reforms and investments. It also illustrates how the achievement of milestones and targets
    270
    Evidence in this paragraph is sourced from the supporting study, see pages 194 to 196.
    271
    Evidence in this paragraph is sourced from Monteiro, D. P. (2024), “Large-scale EU issuance: 3 years on”, Quarterly
    Report on the Euro Area, Vol. 22, No. 4 (forthcoming).
    272
    Based on a discounted ROI approach, whereby the present value of the financial costs associated with a RRF loan
    (i.e., the stream of interest payments and future principal repayments) is compared with the present value of the
    financial benefit (i.e., the loan amount itself that is being granted).
    76
    has, in some cases, already translated into the implementation of reforms and investments
    by Member States. This in turn contributes to achieving the RRF’s general objective, i.e.
    to promote the Union’s economic, social and territorial cohesion. A fully-fledged impact
    evaluation will be possible only ex-post once the measures are fully implemented.
    The RRF, set up to help Member States recover and become more resilient after the
    COVID-19 crisis, contributed to supporting the EU economy in critical times. In
    contrast with previous macroeconomic shocks, public investment remained robust during
    the COVID-19 pandemic and the energy crisis. The RRF has contributed to preserving
    public investment in the EU and is expected to boost it going forward: the 2023 Autumn
    Forecast finds that approximately half of the increase in public investment between 2019
    and 2025 is related to investment financed by the EU budget, particularly by the RRF. The
    announcement of the RRF has contributed to reducing sovereign bond spreads in the EU
    at the time of the COVID shock, which in turn helped mitigating risks of financial
    fragmentation (for details, see Section 4.4.3) and supporting the recovery. By design, with
    its allocation key and the spillovers effects it triggers, the RRF is also expected to
    strengthen economic convergence in the EU. The provision by the EU of debt-financed
    non-repayable support constituted a new element in the Union’s toolbox and has been an
    important element in supporting the recovery from the COVID-19 crisis, in particular in
    Member States with less fiscal space.
    At the half-way point, the implementation of the Facility is well under way. The
    Commission already disbursed over EUR 225 billion and the implementation of RRPs is
    progressing across all the six pillars that define the scope of the Facility (related to the
    green and digital transitions; sustainable and inclusive growth; social and territorial
    cohesion; resilience; policies for the next generation). By 1 February 2024, 1,153
    milestones and targets out of 6,266 had been assessed as satisfactorily fulfilled and an
    additional 1,238 milestones and targets had been reported by Member States as completed,
    representing a progress rate of approximately 38% of the total number of milestones and
    targets under the RRF (with 18% of all milestones and targets assessed as satisfactorily
    fulfilled). At the time of writing, 18 further payment requests containing over 600
    milestones and targets were under assessment by the Commission. Once these have been
    assessed, the stated number should increase significantly.
    Progress in RRF implementation varies across Member States. While some Member
    States have not yet submitted any payment request, others have already submitted three or
    more. Indeed, in line with the performance-based nature of the RRF payments can only be
    made when the pre-defined progress towards the achievement of reforms and investments
    has been made. First disbursements under the RRF were made early on, notably thanks to
    the pre-financing provided for those RRPs that were adopted before the end of 2021, and
    steadily continued in 2021 and 2022. However, the first half of 2023 has seen a slowdown
    in disbursements, with Member States temporarily delaying their payment requests to
    focus on the revision of plans and the addition of REPowerEU chapters.
    The monitoring of the Facility relies on a wide-ranging set of milestones and targets
    (more than 6,000). They represent concrete progress made towards the achievement of
    77
    the reforms and investments committed to by Member States in their RRPs. The common
    indicators, while providing useful insights on the progress of the Facility as a whole, have
    a number of methodological limitations since they have neither baseline nor target values
    to measure results – and can therefore only be used to complement the information
    gathered on the fulfilment of milestones and targets.
    While it is not yet feasible to assess the impacts of the RRF, some positive findings
    already emerge at the halfway point on the main features of the Facility. First, pre-
    financing has allowed to quickly provide financial support to Member States after the
    COVID crisis. Second, the RRF’s ability to support the implementation of reforms has
    been considered as one of the most effective features of the instrument. The RRF has
    proven to be a key tool to boost Member States’ delivery on the European Semester’s
    country-specific recommendations. Third, the performance-based approach of the RRF is
    considered instrumental in enhancing its effectiveness: the disbursement upon the
    completion of concrete outputs (i.e. milestones and targets) evidenced by Member States
    is key to ensure ‘performance’; disbursements upon the delivery of milestones and targets
    are fast and the approach provides meaningful incentives to Member States to deliver upon
    relevant reforms. Combining reforms and investments in one funding instrument creates
    synergies between them, and the integration of a comprehensive reform and investment
    agenda into a single RRP supports the internal coherence of national medium-term plans.
    Despite these positive findings, the RRF has not so far led to the administrative
    simplification that some Member States had hoped for. Concerning the implementation
    of the instrument, the administrative work required at national and sub-national level to
    implement the RRF is higher than initially expected by Member States. As a new
    instrument, the RRF created ‘entry costs’, and the administrative costs linked to the RFF
    implementation have increased over time. The procedure for amending RRPs is also seen
    as burdensome and overly complex by some stakeholders, notably Member States
    authorities. Concerning the design of the instrument, the requirements to protect the
    financial interests of the Union led to a similar administrative burden as other EU funds
    based on costs and the complex audit and control framework enshrined in the RRF
    Regulation has negatively affected the speed of implementation of the RRF. This may be
    exacerbated by the coexistence of the two EU funding instruments (RRF and structural
    funds) with two different approaches (performance-based and costs-based).
    Representatives of Member States’ coordinating bodies stress that the specific design of
    the RRF also led to demanding reporting requirements and a perceived lack of flexibility,
    thereby hampering effectiveness and efficiency.
    With its large financial envelope, the RRF provided substantial funding to advance
    the implementation of common EU policies. The scope of the RRF, as reflected in the
    six pillars anchored in the RRF Regulation, broadly covers the main policy areas of EU
    relevance, with a specific focus on the EU’s twin transition via the mandatory climate and
    digital expenditure targets. Stakeholders, including non-governmental organisations, also
    recognise the DNSH principle as a feature that has strengthened the ‘green’ dimension of
    RRF reforms and investments and supports the achievement of the RRF’s green objectives.
    78
    The RRF’s focus on EU common priorities, including the green and digital transitions,
    supports both a coherent approach to these policies across Member States. The
    implementation of the RRF is well integrated with the European Semester process,
    providing it with more leverage. However, some substitution effects between the RRF and
    Cohesion Policy appear to have materialised. There is high potential for synergies between
    the two instruments - and synergies can be expected to increase in the future.
    While the RRF’s additionality is difficult to quantify in the absence of a
    counterfactual, the qualitative evidence available so far provides first hints as to the
    EU added value of the instrument at the half-way point. First, the additionality of the
    RRF relates to the scale of financial support, which is unprecedented in the Union’s history.
    The announcement of the RRF has contributed to reducing sovereign bond spreads in the
    EU at the time of the COVID shock, which in turn helped mitigating risks of financial
    fragmentation and supporting the recovery. The additionality of the RRF in individual
    Member States is correlated to the size of the financial support provided, which can be
    proxied by the RRP allocation as a share of GDP: for Member States where the RRF
    represents an important share of GDP, the Facility provided additional fiscal space to
    implement investments that would otherwise have been unlikely. By design, and in
    particular through its allocation key, the RRF is expected to strengthen economic
    convergence in the EU. The evidence gathered for this mid-term evaluation shows that the
    additionality of the RRF regarding reforms also lays in its support for speeding up the
    implementation of long-standing and politically challenging reforms, which would not
    have been implemented otherwise. The RRF brought a new dimension to EU funding
    instruments by making the financing of investments conditional upon implementation of
    reforms. Last but not least, the RRF contributed to the implementation of multi-country
    projects, notably supporting the green and digital transition, widening the pool of Member
    States implementing multi-country and cross-border projects.
    5.2. Lessons learned
    5.2.1. Design of the RRF
    With its large size and quick initial roll-out, the RRF has allowed for an appropriate
    EU policy response to the unprecedented economic and social crisis linked to COVID-
    19 and subsequent challenges. Through its pre-financing feature, the RRF swiftly
    provided fiscal space in the aftermath of the COVID-19 crisis. This was complemented by
    the reduction in sovereign bond spreads in the EU that followed the announcement of the
    agreement on a sizeable EU recovery initiative. Since then, the RRF has contributed to
    sustaining public investment in the EU. In contrast to previous macroeconomic shocks,
    public investment in the EU has increased in the aftermath of the COVID shock. Together
    with its distinct allocation key, which favours lower-income Member States but also
    considers the impact of the COVID-19 crisis, the non-repayable nature of the financial
    support provided (and the possibility to request additional loan financing) enabled the RRF
    to support the recovery and economic convergence of the EU economies. The coordinated
    EU approach is also predicted to provide substantial benefits in terms of cross-country
    spillovers.
    79
    A key innovative feature of the RRF is its ability to support the implementation of
    structural reforms. Making the approval of RRPs and subsequent disbursements
    conditional upon the inclusion and gradual implementation of key reforms has created
    significant incentives to carry out structural reforms. Thanks to the RRF, implementation
    of CSRs has significantly advanced, and much more than in years preceding the RRF.
    Moreover, combining complementary reforms and investments in a single plan – and under
    one instrument – is beneficial and can increase their impact since, for example, certain
    enabling reforms can make subsequent investments more effective. However, the analysis
    also shows that incentives to implement difficult reforms are smaller for Member States
    where the RRF allocation is more limited compared to the size of the economy.
    The performance-based nature of the instrument brought a more holistic approach
    to public spending. Providing direct financial support for the fulfilment of milestones and
    targets yields commitments and incentives to deliver on the actual implementation of the
    agreed measures. For several Member States, it represents a shift towards a more effective
    approach to public spending, enhancing predictability and accountability. The functioning
    of the approach requires an adequate specification of milestones and targets that avoids
    ambiguities about their fulfilment. This way, it also allows for disbursements of funds
    related to the achievement of early and intermediate steps of reforms and investments.
    However, Member States conveyed that the performance-based nature of the instrument
    did not bring the administrative simplification that was hoped for. This is mainly due to
    the demanding audit and control requirements, the extent of information required to justify
    the fulfilment of milestones and targets (seen as excessively demanding by several Member
    States), and additional reporting requirements (such as the bi-annual reporting on progress
    with milestones and targets as well as on common indicators).
    By design, the RRF ensures a strong alignment of Member States policies with EU
    priorities. The binding climate and digital targets for the RRPs ensure that a large part of
    funds is dedicated to fostering the green and digital transitions, among the other key
    priorities outlined in the RRF Regulation. By providing financial incentives to implement
    the CSRs under the European Semester, the RRF addresses reform and investment
    priorities that have been agreed as key EU policy orientations. It thereby improves the
    effectiveness and coherence of EU policies and EU spending.
    The RRF’s design ensures national ownership and accountability, but there is room
    for improvement regarding stakeholder involvement in its implementation, notably
    regarding regional and local authorities as well as social partners and civil society
    organisations. While the RRF Regulation broadly defines the policy priorities to be
    addressed, in line with the CSRs, the final decision on what measures to include in their
    RRPs and how to design reforms and investments lies with the Member States. This
    decision is taken following public consultations and close dialogues with the Commission,
    and the RRP is eventually subject to a Council decision. In Member States with a more
    decentralised structure for managing Cohesion Policy, some regional and local authorities,
    as well as other stakeholders including social partners point to their insufficient
    involvement in planning and implementing the RRF. The organisation of stakeholder
    80
    involvement and the set-up of public consultations and RRF monitoring bodies plays a key
    role in this regard.
    The governance structure of the RRF combines a strong role for both the Commission
    and the Council in a multilateral setting and provides for close scrutiny by the
    European Parliament during the implementation. The 11 assessment criteria in the
    RRF Regulation provide leverage to steer the plans towards the implementation of key
    policy priorities. The involvement of various Council bodies, while only very
    exceptionally leading to changes in the RRPs or the assessment of payment requests so far,
    is an important part of the process. It enhances transparency and accountability, thereby
    helping to increase trust among Member States’ authorities in the RRF. The European
    Parliament is closely scrutinising the implementation of the Facility through regular
    exchanges with the Commission, both at technical and political level.
    While the Facility has been able to react to new challenges, some stakeholders,
    notably Member States authorities, point to the need for further flexibility in the
    instrument’s design as a key lesson learned. The RRF has been agile in reacting to new
    challenges, as shown by the integration of REPowerEU and its flexibility in reacting to
    high inflation and supply chain constraints. Nevertheless, Member States have pointed to
    a perceived rigidity in the way the RRF Regulation requests them to implement RRPs
    (strict interpretation of detailed milestones and targets, strict list of milestones and targets
    that must be satisfactorily fulfilled to receive a specific instalment, disbursement
    procedures) and regarding the process to revise them. While this perceived rigidity stems
    from legal obligations anchored in the RRF Regulation, and its intervention logic to
    provide support for coherent packages of investments and reforms, it has reportedly led to
    a higher-than-expected administrative burden and implementation delays.
    By design, the performance-based logic of the RRF leads to less readily available
    information about the final recipients of the funds, but improvements have already
    been made. While information on final recipients of RRF funding is collected by the
    Member States, it can only be used and shared for specific audit and control purposes.
    Hence, the data on final recipients is usually not provided as part of Member States
    payment request documentation and is therefore less readily available under the RRF than
    under most cost-based instruments. However, with the amendment of the RRF Regulation
    in the context of REPowerEU, the obligation for Member States to publish data on the 100
    final recipients receiving the highest amount of RRF funding was agreed by the co-
    legislators, which goes some way to remedy this issue. At this point in time, there is also
    limited reporting on results, i.e. completed reforms and investments, as first fulfilled
    milestones and targets are often intermediate steps towards completing reforms and
    investments.
    The common indicators’ data serves as a complement to the information gathered on
    the fulfilment of milestones and targets. The monitoring of the Facility is mainly
    achieved through the milestones and targets, which are specific to each plan and measure
    the concrete output – and upon completion of reforms and investments, also the results–
    achieved in each RRP. Additionally, the RRF Regulation introduces the concept of
    81
    common indicators. While their purpose is to report on the overall performance and
    progress of the Facility towards its objectives, they do not comprehensively cover all
    investments included in the RRPs and do not fully capture the contribution of reforms,
    which is difficult to measure using numerical indicators. Furthermore, the common
    indicators do not include final target values, which limits their use in the context of an
    evaluation and in determining the RRF’s effectiveness. Because of these caveats, the
    common indicators’ data has only been used to a limited extent in this evaluation, mostly
    as complement to the information gathered on the fulfilment of milestones and targets.
    5.2.2. Implementation of the RRF
    National governance structures matter for the efficient implementation of the
    Facility. A centralised RRF coordination body, typically close to the Prime Minister’s
    office, tends to be correlated with more efficiency in the design and implementation of
    RRPs. In the case of a decentralised governance structure (for example by the responsible
    line ministries), coordination bodies are facing more difficulties in ensuring the
    implementation of RRPs vis-à-vis line Ministries.
    Given the innovative and novel nature of the RRF, the Commission prepared
    extensive guidance documents had, which sometimes took more time than envisaged.
    Since the creation of the RRF, the Commission has provided Member States with
    comprehensive RRF-related guidance, for example on the preparation of plans, the
    application of the DNSH principle, the frameworks for satisfactory fulfilment, the
    suspension of payments and reversals of milestones and targets, or the preparation of
    REPowerEU chapters. The RRF Experts Group, composed of RRF experts of all Member
    States, meets regularly and provides a forum of dialogue to exchange and explain such
    guidance and exchange best practices. Implementing the RRF has involved a lot of
    “learning-by-doing” for both Member States and the Commission. Providing robust
    guidance to Member States has therefore at times taken more time than expected. For some
    Member States authorities this proved to be a challenge where they would have liked to
    move faster or had to amend draft plans in light of newly issued guidance.
    While disbursements were timely in the first two years (2021-2022), the amendments
    of the plans in light of external factors slowed down payments in 2023. Following the
    amendment of the RRF Regulation in the context of REPowerEU in early 2023, most
    Member States added REPowerEU chapters to their RRPs. In addition, 30% of the total
    amount of grant support available, the allocation of which had been updated by end-June
    2023, needed to be committed by the end of the year. Member States used the plan
    revisions necessary in this context as an opportunity to make additional changes. Where
    they realised that the achievement of specific milestones and targets had become
    impossible because of objective circumstances (such as high inflation or supply
    constraints), they either made changes to the measures concerned and/or delayed the
    submission of payment requests. Taken together, these different elements resulted in
    delays with respect to the indicative disbursement schedules in the CIDs. While obstacles
    in implementation and revisions in their design are unavoidable in the context of detailed
    multi-annual policy plans, disbursement delays do not necessarily slow down
    82
    implementation on the ground, as discussed in Section 4.1. The Commission expects the
    2023 delays to be temporary, as interviews with Member States as well as their regular
    reporting on progress point to a catch-up in payments in 2024.
    The large amount of RRF funds available in addition to cohesion funds have strained
    the administrative and absorption capacity of some Member States, also given the
    tight timelines and the required ambition of the supported measures. In Member
    States that also receive significant amounts of cohesion funding, the simultaneous planning
    and programming of funds stemming from two different instruments can be challenging,
    especially for smaller administrations. Moreover, potential risks of double funding have to
    be monitored carefully. Additional complexities for administrations can arise from the
    inclusion of many small measures or cross-border projects in the plans.
    Several stakeholders, in particular the national coordination bodies, have called for
    a better balance between transparency/control and the resulting administrative costs.
    From the point of view of the Member States, the RRF has not brought the expected
    simplification of administrative procedures compared to other EU funding instruments,
    notably because of the comprehensive audit and control requirements (a perceived overlap
    between national, Commission and ECA audits has created uncertainty in Member States
    and an overload of administrative procedures). While the RRF Regulation lays down the
    audit and control responsibilities of the Member States and obliges the Commission to
    assess and scrutinise them, the Member States’ understanding of the resulting requirements
    was sometimes different than the ones imposed by the European Court of Auditors and the
    European Parliament as discharge authority. Moreover, various reporting obligations for
    Member States stemming from the Regulation (bi-annual reporting, common indicators,
    final recipients etc.) involves a significant amount of work for both national
    administrations and Commission services. These reporting requirements add onto the
    continuous monitoring of progress on milestones and targets ahead of upcoming payment
    requests to meet the goals of the Facility. At the same time, they provide transparency and
    enable communication on the progress with milestones and targets.
    5.2.3. Looking ahead – what to make of the lessons learned
    The Commission has taken steps to address shortcomings identified in this mid-term
    evaluation. Progress has been achieved in terms of increasing awareness of existing
    flexibility with additional Commission guidance on the implementation of RRPs (e.g. the
    framework for assessing milestones and targets273
    ) or increasing transparency through the
    adoption of the payment suspension methodology, which provided clarity on the financial
    consequences of partially fulfilling milestones or targets, while preserving the incentives
    for implementing the plans in line with the objectives of the RRF Regulation. Moreover,
    Member States’ administrative capacities have been strengthened through enhanced
    support from the TSI and dedicated sessions in the RRF Expert Group.
    273
    See Annex I of European Commission (2023) Recovery and Resilience Facility: Two years on A unique instrument
    at the heart of the EU’s green and digital transformation COM(2023) 99 final, available at
    https://commission.europa.eu/system/files/2023-02/COM_2023_99_1_EN.pdf.
    83
    Further action within the scope of the RRF Regulation will be considered to facilitate
    implementation. Where feasible, the Commission will consider ways of supporting
    Member States’ in strengthening their administrative capacity for the implementation of
    RRPs. Given that many Member States consider the process to change RRPs as too
    burdensome, slow and unnecessarily complex, the Commission will keep exploring
    possible ways to mitigate their administrative burden. The streamlining of the process for
    processing payment requests in the Committees (EPC and EFC) is considered a first
    improvement.
    Further reflection is needed on common indicators and their design to better monitor
    and evaluate impact. The limitations of the common indicators have been subject to
    several discussions with the European Parliament and the European Court of Auditors274
    ,
    and the Commission has committed to look into possibilities to improve the quality of the
    common indicators data275
    . Moreover, there is a need to further reflect on the design and
    use of common indicators, particularly for future performance-based instruments. It would
    be useful to have a higher number of common indicators with clear baselines and target
    values to enable the proper measurement of results. At the same time, the reporting on
    common indicators has contributed to the administrative burden for Member States
    authorities, which also needs to be taken account when designing monitoring frameworks
    for potential future instruments.
    A proposal for legal amendments to improve the functioning of the RRF is not
    warranted at the current juncture. Article 32 of the RRF Regulation refers to the
    possibility of accompanying this mid-term evaluation with a legislative proposal to modify
    the RRF Regulation. However, this is considered unnecessary for several reasons. First,
    the Commission has taken steps to facilitate implementation and will continue to explore
    further steps where appropriate and necessary. Second, the Regulation has already been
    amended in the context of REPowerEU. Raising expectations regarding possible changes
    to the functioning of the RRF could further delay implementation on the ground. Third,
    with only two and a half years to go until the deadline for Member States to achieve the
    final milestones and targets of their RRPs by end-August 2026, the focus should be
    squarely on implementation going forward. The Commission will continue to provide
    active support to Member States in this context.
    The successful features of the RRF and the main lessons learned from its
    implementation can inform the design of future EU funding instruments. In view of
    the temporary nature of the RRF, which will expire at the end of 2026, it seems worth
    reflecting on what features of the Facility might inspire the design of EU funding
    instruments in the context of the next Multi-annual Financial Framework, starting in 2028.
    Such features include notably the effectiveness of the performance-based approach in
    delivering on reforms, the combination of reforms and investments in one instrument, and
    274
    See ECA Special report 26/2023: The Recovery and Resilience Facility’s performance monitoring framework,
    available at: https://www.eca.europa.eu/en/publications?ref=SR-2023-26.
    275
    See Replies of the European Commission to the ECA’s special report on the RRF’s performance monitoring
    framework, available at: https://www.eca.europa.eu/Lists/ECAReplies/COM-Replies-SR-2023-26/COM-Replies-
    SR-2023-26_EN.pdf#page=8&zoom=100,92,866.
    84
    a clear focus on EU policy priorities, including by way of mandatory expenditure targets
    to promote the climate and digital transitions, combined with a country-specific approach
    based on the European Semester process. The frontloading of funding, as done with RRF
    pre-financing, seems particularly suitable in situations where a swift crisis response is
    required. For any future performance-based instrument, some considerations in the
    formulation of milestones and targets could be made. It is important to ensure an adequate
    balance between the necessary level of detail to ensure adequate monitoring and avoidance
    of ambiguity, while allowing for possibly necessary adjustments during the
    implementation, taking into account evolving circumstances Moreover, future instruments
    should be based on objectives fulfilling the S.M.A.R.T criteria276
    , consider a stronger
    involvement of regional and local authorities as well as non-governmental stakeholders
    and pay specific attention to reinforcing administrative capacity as well as transparency
    and communication requirements.
    5.2.4. Looking ahead – the RRF ex-post evaluation
    The ex-post evaluation of the RRF, to be completed in 2028, will aim to assess the
    results and impact of the Facility. As discussed, this mid-term evaluation comes too early
    to properly and conclusively assess the RRF’s impact. Given that there is no overall
    method available to compare the implementation of the whole Facility with the
    counterfactual situation without the RRF, the Commission aims, for the ex-post evaluation
    in 2028, at using advanced micro and macro-econometric methods and modelling tools
    aiming at identifying and assessing, to the extent possible, the causal impact of selected
    reforms and investments and their additionality. Contrary to the theoretical model
    simulations and first examples put forward for the mid-term evaluation, it should be
    possible by 2028, for the ex-post evaluation, to empirically analyse the impacts of some
    measures supported by the RRF (as they are expected to be completed by the end of 2026).
    Those impacts may have matured depending on the timeline and nature of the investments
    and reforms delivered by the Member States under the Facility.
    The Commission services will prepare a research plan which aims at providing input
    to the ex-post evaluation. The availability of comprehensive data will be key for the ex-
    post evaluation. Given that the RRF is mainly funding nationally implemented measures,
    data will also have to be collected at national level to the extent that these become available.
    As the ex-post evaluation will have to make use of adequate micro- and macro-economic
    data, it must be ensured that these will become available when RRF-funded measures are
    finalised. As priority themes, the ex-post evaluation will focus on the main objectives
    included in the RRF Regulation, notably on the green and digital transitions, the impact on
    social and economic resilience as well as convergence within the EU.
    276
    Objectives should be specific, measurable, assignable, realistic, and time-related (‘S.M.A.R.T’).
    85
    ANNEX I: PROCEDURAL INFORMATION
    The mid-term evaluation of the Recovery and Resilience Facility (‘RRF’), in the middle of the programme’s operating time, has been completed in line
    with Article 32 of the Regulation establishing the RRF277
    . The Decide planning entry for the mid-term evaluation is PLAN/2022/2114.
    In line with the requirements set out in the Commission Better Regulation Guidelines, the mid-term evaluation considered the criteria of relevance,
    effectiveness, efficiency, EU value added and coherence. The exercise relies primarily on an external independent supporting study commissioned by the
    Commission in January 2023 and concluded in November 2023. In order to ensure validity, the analysis and conclusions of the supporting study are based
    on the evidence obtained using several evaluation methods (literature review, semi-structured interviews with targeted stakeholders, targeted consultations,
    open public consultation, case studies with roundtables and a validation workshop). The cut-off date of the supporting study is end of July 2023, with the
    eight case studies having a cut-off date of end of September 2023. A few limitations were experienced during the preparation and completion of the
    supporting study. Annex 2 provides a detailed overview of these shortcomings, together with the mitigation strategies adopted.
    The mid-term evaluation has been undertaken jointly by DG ECFIN and SG RECOVER. DG ECFIN and SG RECOVER also chaired the inter-service
    group (‘ISG’) that was set up to manage the external supporting study and has been involved in all key steps of the process. Apart from DG ECFIN and
    SG RECOVER, members of the ISG came from a broad range of Commission services (26) that are responsible for EU-policies relevant to the RRF278
    . The
    ISG provided information, expertise and quality assurance in line with evaluation standards and provided a useful steer to both the supporting study and
    this SWD. Specifically, the ISG was involved in:
    a) Establishing the evaluation roadmap and call for evidence;
    b) Establishing the Terms of Reference (‘ToR’) for the supporting study;
    277
    Regulation (EU) 2021/241 of the European Parliament and of the Council of 12 February 2021 establishing the Recovery and Resilience Facility, available at: https://eur-
    lex.europa.eu/eli/reg/2021/241/oj/eng.
    278
    The ISSG is composed of representatives of DG AGRI, BUDG, CLIMA, CNECT, COMM, COMP, DEFIS, DIGIT, EAC, EMPL, ENER, ENV, FISMA, GROW, HOME, JRC, JUST, LS, MOVE,
    OLAF, REFORM, REGIO, RTD, SANTE, TAXUD and TRADE.
    86
    c) Designing the stakeholder consultation strategy;
    d) Reviewing and quality assuring the deliverables of the supporting study;
    e) Preparing the Commission services’ Staff Working Document.
    The call for tenders was launched in January 2023. Following the verdict of an evaluation committee, the specific contract to undertake the external
    evaluation was awarded to a consortium co-led by ECORYS and CEPS using Framework Contract number ECFIN-048-2023 – ref. Ares(2023)810564.
    The consortium included the National Institute of Economic and Social Research, Csil and Wavestone.
    The evaluation call for evidence ran between 8 November 2022 and 6 December 2022, to seek wider feedback. This was followed by an open public
    consultation (OPC) which ran for twelve weeks from 16 March 2023 to 8 June 2023. (OPC Decide planning entry PLAN/2022/2114).
    A kick-off meeting on the supporting study, where the ISG and the external contractor discussed the deliverables and the evaluation methods, took place
    on 23 March 2023. ISG meetings on the inception and interim reports of the external study were held on 18 April 2023 and 19 June 2023 and an ISG
    meeting on the draft final report and final report was respectively held on 15 September and 20 October 2023. Following a validation workshop with a
    range of experts, the definitive final report was approved by ECFIN/RECOVER on 31 January 2024. To provide appropriate support and ensure the
    contractor’s access to the necessary information as comprehensively as possible, regular dialogues were organised between the contractor and DG ECFIN
    and SG RECOVER from April 2023 onwards. These dialogues continued until the finalisation of the supporting study, which was published at the same
    time as this SWD. The content of the supporting study remains the sole responsibility of the authors and does not necessarily reflect the views of the
    Commission.
    The supporting study acted as the primary source of evidence to inform the SWD, which was drafted in October and November 2023 by SG RECOVER
    and ECFIN staff. The draft SWD was presented and discussed at the ISG meeting on 27 November and advise, input and feedback from ISG members was
    incorporated. A revised version of the SWD was then circulated and supported by all ISG members by 5 December 2023 in a written procedure.
    As with all evaluations related to programmes with a major impact on the EU budget or which are of strategic importance for the Union, the mid-term
    evaluation carried out by DG ECFIN and SG REC VER is subject to scrutiny by the Regulatory Scrutiny Board (‘RSB’). An RSB upstream meeting was
    held on 2 October 2023, followed by a meeting with the RSB on 17 January 2024. The RSB provided some recommendations for improvement and gave
    a positive opinion on 8 February 2024.
    87
    Table A1.1 below summarises the main points of the RSB review and how they have been integrated into the evaluation.
    Board’s Recommendations Integration of the recommendations into the mid-term evaluation
    report
    The macroeconomic modelling and simulations cannot be used to provide
    an evaluation of the actual impact. They can serve rather as an ex-ante
    model prediction.
    The results of the macroeconomic simulations have been deleted from the
    sections about effectiveness, efficiency and EU added value, as well as in
    the conclusions.
    Instead, the results of the macroeconomic simulations feature in the section
    on the intervention logic section and points of comparison, to illustrate what
    the expected macroeconomic impacts compared to a scenario with no RRF.
    The limitations of the evidence base for assessing the impact of the Facility
    at this early stage should be systematically acknowledged and reflected
    throughout the report.
    The report underlines (in the introduction, in the sections about
    effectiveness, efficiency and EU added value, as well as in the conclusions)
    that it is too early at this juncture to conduct a full impact evaluation/to
    assess the impact of the RRF general objective.
    The effectiveness section also better explains the links between the
    achievement of M&Ts and the RRF general objective. It clearly
    distinguishes between the achievements on the RRF specific objectives
    (disbursements and M&T achievement) and what can be said, at this early
    juncture, on the progress towards the RRF general objective (divided under
    its various elements) - with examples about available results on completed
    reforms taken from the case studies.
    The report should be clearer about the additionality of the RRF. The EU added value section has been developed further, notably with
    further elements on the RRF additionality, discussing the scale of RRF
    financing, convergence and spillover aspects, support for the
    88
    implementation of common EU policies, on top of the support for reforms
    and for multi-country projects.
    The report should systematically present and analyse evidence from the
    various consultations and should be specific throughout on which
    stakeholder group said what.
    The evidence gathered from consultations activities, conducted both by the
    Commission (open public consultations) and the consultants (interviews
    and targeted surveys) is included in section 4 of the report, by stakeholder
    group when relevant.
    The conclusions should better reflect the key findings of the analysis. The conclusions have been revised to fully reflect the key findings of the
    analysis.
    The lessons learned should be further developed, in particular on the need
    to improve the monitoring framework to better demonstrate the impact of
    the Facility.
    The lessons learned have been developed further, including with a point on
    the common indicators and on the upcoming ex-post evaluation.
    ANNEX II. METHODOLOGY AND ANALYTICAL MODELS USED
    This annex presents the methodological approach to the mid-term evaluation. It describes the design of the methodology, the tools used for data and
    information gathering and the results obtained. It also provides insights on the limitations encountered and the mitigation strategies adopted.
    Evaluation design
    The methodology of the evaluation study was designed to respond to (i) the evaluation questions detailed in the Terms of Reference for the mid-term
    evaluation study of the RRF, and (ii) the Better Regulation Guidelines evaluation criteria. It rests on three pillars:
    1. Participatory and inclusive data collection and analysis through a stakeholder consultation programme (semi-structured interviews, surveys, public
    consultation and case studies) and a validation workshop;
    2. A mixture of qualitative and quantitative input, with qualitative input obtained mainly through document analysis and stakeholder input and quantitative
    input, including macroeconomic modelling, supporting the qualitative information to the extent possible; and
    89
    3. Triangulation, i.e. the information and data collected from a range of different sources using a range of methods collectively provides answers to the
    evaluation questions prepared by DG ECFIN and SG RECOVER.
    Tools for information gathering and results obtained
    The information and data required for the study were collected using the following methodological tools:
    Literature Review
    To support the mid-term evaluation an extensive literature review has been carried out in the context of the supporting study279
    , presenting experts and
    academia’s views on the RRF. The literature review has been carried out to inform the different aspects of the mid-term evaluation, namely:
    • The overall functioning and implementation of the RRF, including reporting in the European Semester and audit;
    • Progress with the implementation of the RRF across the six RRF Pillars: green transition, digital transformation, smart sustainable and inclusive
    growth, social and territorial cohesion, health, economic, and social and institutional resilience, and policies for the next generation;
    • Progress with cross-border projects and EU added value;
    • The macro-economic impact of the RRF;
    • The role of sub-national actors in implementing the RRF (drafting and implementation);
    • The role of social partners and civil society in implementing the RRF (drafting and implementation).
    The literature review includes a systematic review of a broad set of sources which was subsequently used to prepare the country-specific analysis and the
    case studies, as well as the preparation of the surveys and the macro-economic analysis. The table A2.1 below summarises the key documents reviewed for
    the preparation of the different phases of the mid-term evaluation. The main findings of the relevant literature are provided in Annex III of the supporting
    study, while the bibliography is included in Annex IV. Concerning the case studies, the references to the literature reviewed are indicated at the end of each
    case study in the supporting study.
    279
    See Annex III of the supporting study, starting from page 250.
    90
    Table A2.1: Literature review – key source
    Sources Analysis
    RRF Regulation and REPowerEU, Council Implementing Decisions plans and payments’ request and related annexes, perational
    Arrangements (where available), RRP national websites and related publications, National Bank’s RRF-related publications,
    Research institute and think tanks country specific RRF-related publications, the Commission’s publications on the RRF (e.g. Review
    Reports, Fact sheets on bi-annual reporting from Member States) EP studies and papers produced by and for the EP Research Service,
    ECA’ audit reports and discussion papers, Committee of the Regions and European Economic and Social Committee reports
    Eurofound reports.
    Country specific analysis
    Council Implementing Decisions and related annexes, Operational Arrangements (where available), RRP national websites and
    related publications, National Bank’s RRF-related publications, Research institute and think tanks country specific RRF-related
    publications, the Commission’s thematic reports, EP studies and papers produced by and for the Epary Research Service, ECA’ audit
    reports and discussion papers
    Case studies
    European Central Bank publications, including Economic bulletins, Occasional Papers, and Blogs, Research institutes and think
    tanks, DG ECFIN publications
    Macroeconomic analysis
    For coordination bodies: RRF Regulation and REPowerEU
    For national parliaments: built on information collected for country-specific analysis
    Surveys
    Sources changed based on the interviewee:
    - Coordination bodies and Commission lead negotiators: see sources for country-specific analysis
    - Other DGs in the EC: same sources as case studies (so far done only EAC and EMPL, respectively for ECEC and ALMP
    case studies)
    - EFC/EPC: Regulations
    - EP: RRF/REPowerEU Regulations and Recovery and Resilience Dialogues between the EP and the EC
    - Social partners: RRF/REPowerEU Regulations and their own position papers on RRF
    Semi-structured interviews (not related to case
    studies)
    Academic literature, OECD reports and other think tank publications Background information
    Source: Supporting study
    91
    Databases creation
    The contractor established a database with primary (available monitoring data) and secondary information on implementation (collected via desk research
    and interviews). The main characteristics of the databases are presented below.
    • Primary database – it includes data provided by the Commission (payments, milestones and targets, investments and reforms, tagging) and the
    Recovery and Resilience Scoreboard280
    . The data from the Commission has been complemented by Scoreboard information where needed. The data
    was used extensively in the evaluation questions on Effectiveness.
    • Secondary database – it includes information on the implementation of the RRF, which is based on the interviews and the desk research performed
    at Member State level. The database is provided in Annex V of the supporting study.
    The Primary database was partly updated by the Commission after the supporting study, in order to allow for the incorporation of up-to-date monitoring
    data in the SWD.
    Public Consultation
    The public consultation was conducted from 16 March 2023 to 8 June 2023. The consultation was available via a dedicated webpage in all official EU
    languages. It was open to feedback from anyone interested in the topic.
    A total of 172 responses were received. Data was screened in line with the Better Regulation Toolbox. No duplicates or campaigns were identified, which
    means that all responses were included in the analysis. The largest number of contributions stems from Portugal (57 responses), followed by Belgium (16)
    and Germany (15), Spain (13), Romania (12), Italy (11) and Czechia (10 responses). Four replies come from Austria and three from Hungary. Jointly,
    respondents from these Member States accounted for almost three out of four replies. All but one respondent indicated an EU Member State as their country
    of residence. Respondents from 24 Member States provided responses.
    The consultation outcome and the summary report are available on the following website: https://ec.europa.eu/info/law/better-regulation/have-your-
    say/initiatives/13608-Recovery-and-Resilience-Facility-2020-2024-mid-term-evaluation/public-consultation_en.
    280
    See https://ec.europa.eu/economy_finance/recovery-and-resilience-scoreboard/index.html.
    92
    Surveys
    Two targeted surveys were launched at the end of May 2023 and closed on 7 July 2023. The first survey addresses key national stakeholders involved in
    the programmes’ implementation, in the projects’ selection, and in the monitoring and reporting procedures. The views expressed provide information on
    the state of implementation, administrative costs and burden, agility of processes and rules, potential overlaps and/or synergies with other existing
    instruments, in particular cohesion programmes, and views about the performance-based system. The second survey targeted members of National
    Parliaments involved in Committees in charge of reforms supported by the Recovery and Resilience Facility.
    The survey questionnaires were translated in all official languages of the EU. The survey questionnaires were uploaded on EUSurvey, an open-source
    software solution funded by the Commission for creating surveys and questionnaires.
    Table A2.2 Survey Status
    Survey 1 – to key RRF
    national stakeholders
    Survey 2 – to national
    parliaments
    Date of launch 18 May 25 May 2023
    Total number of contacts 60 (plus snowball
    effect)
    1,820
    Number of reminders 5 (plus ad hoc emails) 5
    Total number of replies 40 5
    Of which fully answered questionnaire 18 1
    Of which partially answered questionnaire 22 4
    Source: Supporting study
    Due to the low number of responses received for the survey from member of the national parliaments, its results could not be considered as representative
    to be incorporated into the independent external evaluation report supporting this SWD.
    Details on the survey addressing key national stakeholders involved in the programmes’ implementation.
    The questionnaire was structured into eight sections, with the initial one designated as the “welcome” (section A). The following sections sought to collect
    information about the respondents’ profile (section B: “Respondent profile”), their country of origin, and the governance organisation set up to manage
    RRF within their Member State (section C: “Country”). Subsequent sections aimed to collect participants’ perceptions and opinions concerning the
    93
    effectiveness of the RRF (section D: “Effectiveness of RRF”), its efficiency (section E: “Efficiency of RRF”), as well as its coherence and added value
    (respectively section F: “Coherence of RRF” and section G: “Value added of RRF”). The final section allowed respondents to share potential contacts to
    be contacted to further contribute to the evaluation and share any thoughts that were not addressed in the survey (section F: “Final remarks”).
    In total, the survey received responses from 40 participants, representing 24 different EU Member States281
    . Five responses came from Austria, accounting
    for 13% of the replies. Estonia, Italy, and Ireland each contributed three responses (8%). Two replies (5%) were provided by each of the following Member
    States: Cyprus, France, Latvia, Romania, Slovak Republic, and Slovenia. No contributions were provided by representatives from Malta, Luxembourg, and
    Sweden. All other Member States provided one response each. Figure A2.1 below offers comprehensive information regarding the country of origin of the
    respondents.
    Figure A2.1 – Country of respondents (n=40)
    Source: Supporting study
    In answering the survey, participants had to provide information concerning their role in the RRF. 85% (34) of them declared that they were involved in
    the monitoring of the RRF while almost 73% (29) participated in activities related to performance management. Over half of the respondents (55%; 22)
    reported involvement in payment requests and more than one third (37%; 15) in control and audit activities. Moreover, around 43% (17) stated that they
    were involved in implementing the RRF strategy. Figure A2.2 below shows the roles held in the RRF by the participants. “ ther” replies include different
    281
    Question “Country”, section C.
    5
    3 3 3
    2 2 2 2 2 2
    1 1 1 1 1 1 1 1 1 1 1 1 1 1
    0
    1
    2
    3
    4
    5
    6
    94
    activities such as coordination activities, the implementation of a RRF management and internal control system, consulting and outreach activities,
    evaluation activities as regards to RRP milestone and targets achievement, support to the design of a centralised monitoring system, methodological aspects
    and management of data quality issues, support to administrations responsible for the implementation of reforms and investments, and the promotion of
    ex-post evaluations on the impacts of the RRP.
    Figure A2.2: Role of the respondents in the RRF (n=40; multiple answers possible)
    Source: Supporting study
    Respondents were also asked to select which (if any) other EU programmes they have been or are involved in282
    . Only 35% (14) of them provided such an
    information, with the vast majority (86%; 12) being or having been involved in the European Structural and Investments Funds. Around 8% (3) also
    declared being or having been involved in InvestEU programme (see Figure A2.3 below). “ thers” answers include European Economic Area Grants, the
    ‘Aim, Learn, Master, Achieve’ EU initiative, the EU programme for Employment and Social Innovation, NextGenerationEU and REPowerEU.
    Figure A2.3: Involvement of respondents in other EU programmes (n=14; multiple answers possible)
    282
    Question “Involvement in other EU programmes (select all that apply)”, section B.
    4
    12
    13
    15
    17
    22
    29
    34
    0 5 10 15 20 25 30 35 40
    Other
    Implementation of reforms
    Implementation of investments
    Control & audit
    Implementation strategy
    Payment requests
    Performance management
    Monitoring
    95
    Source: Supporting study
    On 18 September, Members of the Expert Group of the RRF were invited to provide responses to three evaluation questions:
    • Question 1: The 31 August 2023 was the deadline to ask for the RRF loans. What was the rationale behind your decision to apply – or not apply –
    for loans under the RRF?
    • Question 2: To what extent do you believe that the reforms and investments outlined in the RRP would have been pursued simultaneously if the
    RRF were not in place? And what efficiency gains (if any) is this simultaneous implementation generating?
    • Question 3: Looking at the implementation of your RRF plan, can you identify any (positive or negative) effects that you did not expect when you
    design the plan?
    Six Member States answered this additional request and provided the answers, which have been included in the Final Report of the supporting study.
    Interviews
    In total 61 horizontal semi-structured interviews were conducted in the context of the supporting study. In addition to the horizontal interviews, additional
    95 semi-structured interviews were conducted in the framework of the case studies and specific analyses. In total, 156 semi-structured interviews were
    conducted. Table A2.3 below summarises the semi-structured interviews conducted:
    Table A2.3.: Interview Progress
    Institution Country specific analysis / horizontal
    analysis
    Cases studies
    National coordination bodies 26 interviewed (Missing: Luxembourg) -
    National competent ministries/ national court - 5 for ALMP
    3
    4
    12
    0 2 4 6 8 10 12 14
    InvestEU
    Others
    European Structural and Investment Funds
    96
    5 for Cross-border
    3 for ECEC
    4 for Energy Efficiency
    3 for Rule of Law
    7 for Digitalisation
    3 for SME
    2 for gender
    National agencies 1 for Cross-border
    1 for Energy Efficiency
    2 for Digitalisation
    Local/regional government 7 for ECEC
    1 for Energy Efficiency
    Managing authorities 7 for Cohesion Policy
    Businesses - 3 for Cross-border
    4 for SME
    European Commission (SG RECOVER and ECFIN) 11 interviewed (8 lead negotiators and 3
    directors)
    1 for gender
    European Commission (Other DGs) 7 interviewed: DG EMPL, DG BUDG, DG
    CLIMA, DG ENV, DG GROW, DG
    REFORM, DG RTD
    3 EMPL for ALMP)
    1 GROW for Cross-border
    1 EAC for ECEC
    1 ENER for Energy Efficiency
    7 REGIO for Cohesion Policy
    1 REFORM for Cohesion Policy
    1 JUST for gender
    Economic and Financial Committee and Economic
    Policy Committee
    2 interviewed -
    EP 3 interviewed -
    European Social Partners 4 (ETUC, SGI Europe, EPSU, Business
    Europe)
    -
    European Economic and Social Committee 2 interviewed 1 for Cohesion Policy
    Committee of the Regions - 1 for Cohesion Policy
    EU level NGOs 5 interviewed 3 for Energy Efficiency
    2 for Rule of Law
    EU agencies - 1 EIGE for gender
    Experts - 5 for ALMP
    97
    6 for Rule of Law
    2 for gender
    Source: Supporting study, updated on 14 September 2023.
    Selection of Case Studies
    The aim of the case studies283
    prepared in the context of the supporting study is to take a deep dive into several themes relevant to the RRF’s objectives,
    identify and analyse unintended consequences and highlight challenges or success stories in implementing RRF measures. This mid-term evaluation
    includes eight cross-country thematic case studies. The case studies are aligned with the six pillars defined in Article 3 of the RRF Regulation: (a) Energy
    efficiency buildings (green transition); (b) Digitalisation of healthcare (digital transformation); (c) Support to SMEs (smart, sustainable and inclusive
    growth); (d) Active labour market policies (social and territorial cohesion); (e) Rule of law (health, and economic, social and institutional resilience); and
    (f) Early Childhood Education and Care (Policies for the next generation). In addition to the case studies on the six pillars, two additional case studies have
    been added, one on cross-border projects and one on the interaction between other EU Cohesion Policy and the RRF. Except for the case study on Cohesion,
    the approach followed was composed of three steps:
    • First, a description of the measures included in the RRPs, starting from the status of milestones and targets and the level of governance involved
    (national or subnational). This step largely relied on desk research.
    • Second, an assessment of the effectiveness, coherence, added value and relevance of the investments and reforms included in the plans. This required
    assessing – to the extent possible – the already tangible results. This step relied on desk research and semi-structured interviews. In total, 88 semi-
    structured interviews as detailed above (including also interviews executed for gender equality).
    • The third step built on the combination of the previous two steps for the identification of missed opportunities and persisting gaps, and of the
    obstacles or delays currently encountered in the execution of the plans. The third step included the organisation of roundtables with key national
    stakeholders responsible for the implementation and policy experts.
    The topics of the case studies have been chosen to cover the scope of the RRF (defined by the six policy pillars), as well as two key thematic analyses (on
    the support for cross-border projects and on a comparison between the RRF and Cohesion Policy). They focus on Member States where RRF implementation
    is the most advanced for the topics covered, while ensuring a balanced representation of all Member States. They are instrumental to deep dive into the
    283
    Provided separately in Annex VIII of the supporting study and summarised in the next section.
    98
    implementation of the Facility in key policy areas, but cannot be considered as representative of all topics or all Member States, due to variety and
    heterogeneity of measures included in the Member States RRPs.
    Summary of results of the case studies
    The case studies were produced by the contractors of the supporting study and represent data and views collected and compiled by them. The cut-off date
    of the case studies is end of September 2023 and reflects data available by that date.
    Energy efficiency buildings (green transition)
    The measures examined for this case study contribute to the green transition (pillar 1), focusing particularly on measures related to energy efficiency in
    buildings.
    This case study aims to assess the effectiveness, coherence and EU added value, and relevance of the RRF energy efficiency measures. It focuses on four
    Member States: Bulgaria, France, Latvia, and Romania.
    The main results of the case study are the following:
    Effectiveness
    The funding in France, Romania, and Bulgaria is considered ambitious and contributes significantly to the identified investment needs, while Latvia's
    funding falls short of its renovation needs. Latvia has however allocated significant funding to similar measures under EU structural funds. Common
    challenges in all countries include a lack of skilled workforce and rising material prices, which can impact implementation of the measures. Whilst the four
    Member States under study meet the threshold for medium-depth renovations required by the Commission to meet the minimum of 30% energy saving,
    many of the 27 Member States lack of measures for deep-renovations (i.e. that go beyond the 30% energy savings minimum). There are however some
    exceptions to this lack of incentives towards realising deep renovations: for example, the French ‘MaPrimeRenov’ incentivises deeper renovation through
    bonuses to beneficiaries based on the energy saving obtained. Similarly, the Romanian Renovation Wave Fund contains a specific call for deep renovations
    and has earmarked EUR 255 million for it.
    99
    In terms of effectiveness and impact of the relevant measures, France and Romania are making good progress toward their milestones and targets for energy
    efficiency in buildings. Both countries have fulfilled or completed all their milestones and targets that were due in 2022 and were on track for 2023. Latvia
    is somewhat behind, and Bulgaria is lagging behind their indicative timeline due to political tensions.
    It is too early to draw conclusions about the impacts on energy savings of the implemented measures and investments due to the long-term nature of
    construction projects. Various outputs have however been achieved, such as published calls, sufficient number of applicants and of granted projects.
    Availability of information on results, particularly quantitative results, of different measures differs significantly between countries.
    Apart from Latvia, all countries provide enabling reforms and technical assistance to ensure the effectiveness of the grants provided. For example, the
    French plan foresees a reform of the thermic regulation of new buildings as well as a housing policy reform. France also has a pre-existing public scheme
    that provides technical assistance. Bulgaria’s plan includes several reforms with the one to create one-stop shops being key in providing technical assistance
    to citizens and businesses. Finally, Romania does not provide any technical assistance but the Romanian RRP includes a reform that supports investments,
    within the RRP, to enhance energy efficiency.
    In terms of targeted stakeholders, most measures target private building owners with a few targeting public buildings. In the French plan, the amount of aid
    available to individual households depends on their specific income (i.e. the amount of financial support decreases as household income increases) and
    French government finances up to 90% of the cost of renovation for low-income households. Bulgaria is introducing a definition and criteria for energy
    poverty which will allow better targeting of vulnerable households. The Romanian instrument can cover up to 100% of the renovation costs, which is an
    advantage for poorer households but may create dependencies or high expectations on government support, particularly for households who may not need
    the aid.
    Common challenges for all four Member States analysed in the case study are a lack of skilled workforce and the recent inflation. The lack of skilled labour
    is an issue especially in Romania, Bulgaria and Latvia, and rising material prices cause a risk for the implementation of all measures.
    Coherence
    100
    The RRP measures are guided by the principles of the EU’s Renovation Wave Strategy284
    , building on the principle of efficiency and affordability.
    Affordability in renovations is described as making energy-performing and sustainable buildings widely available, in particular for middle- and low-income
    households and vulnerable people and areas. The measures include to a lesser extent inclusion of decarbonisation and integration of renewables, even
    though these aspects still exist together.
    Whilst the extent of alignment between RRP measures and Member States’ National Energy and Climate Plans and Long-Run Renovation Strategies varies
    across the four countries, many Member States had a coherent approach in developing their measures by integrating them into existing policies and
    programs. Some Member States, such as France, Latvia and Bulgaria, also had pre-existing programs that necessitated rapid RRP implementation. Synergies
    with other EU and national programs in the four Member States were identified and exploited to increase the scope and scale of the renovation efforts. The
    measures in the four Member States also align with the objectives of the REPowerEU plan, focusing on energy savings and renewable energy production,
    and some Member States (such as France and Romania) requested additional funding from REPowerEU for measures contributing to energy efficiency of
    buildings.
    EU added value
    Many of the RRP measures targeting energy efficiency of buildings in the four Member States covered in the case study build upon existing investment
    programs, funded either nationally or from other EU funds. Importantly, the RRF however allowed the Member States to significantly expand the scope
    and funding of these measures, thus resulting in EU added value. Whilst it is too early to assess the impacts of reforms, the inclusion of energy-efficiency
    reforms in the RRPs provided additional pressure on and resulted in a political commitment from the four Member States to conduct the required legislative
    change quicker, given the synergies created by the RRF created in combining reforms and investments. Overall, the availability of RRF funding allowed
    these existing programs to substantially expand their capacity. Without the Facility, these programs might have continued, but at a much smaller scale.
    Relevance
    284
    The Renovation Wave Strategy, published in October 2020, is set to improve the energy performance of buildings. The Commission aims to at least double renovation rates in the next ten years and
    make sure renovations lead to higher energy and resource efficiency. For further information, see European Commission (2020) A Renovation Wave for Europe – Greening our buildings, creating jobs,
    improving lives COM(2020) 662 final or https://energy.ec.europa.eu/topics/energy-efficiency/energy-efficient-buildings/renovation-wave_en.
    101
    The RRP measures on energy efficiency in buildings are expected to remain relevant and feasible until 2026. Demand for funding remains high in all four
    Member States under study and renovation measures are well-received by the public. The ambitious EU targets up to 2050 necessitate a fundamental shift
    in Member States' energy systems, making continued investment in energy efficiency imperative. Latvian stakeholders (given their northern climate and
    old building stock) concur on the relevance of these measures, and similar supportive sentiments exist in France and Romania, where the popularity of
    renovation programs demonstrates their continued relevance. In Bulgaria, while the first round of calls for application to the renovation funding was
    successful, the reduction in available renovation grants (from covering 100% of the costs of renovation to covering 80% of the costs) may impact demand
    and require mitigating actions, such as the creation of a one-stop shop integrating all information necessary for energy renovations and enabling energy
    efficiency improvements under an Energy Service Companies model (both are reforms foreseen in the Bulgarian RRP) or the provision of additional
    funding.
    Threats to the relevance of these energy-efficiency measures include (i) fund exhaustion, (ii) inflation, (iii) increased construction material costs, and (iv)
    the need for future-proofing renovations. The proposed revision of the Energy Performance of Building Directive285
    – especially regarding harmonisation
    of Energy Performance Certificates and Minimum Energy Performance Standards – may affect the relevance of RRP measures, although it is not yet clear
    what the concrete impacts may be.
    Digitalisation of healthcare (digital transformation)
    The measures examined for this case study contribute to two of the RRF pillars: Digital transformation (pillar 2), focusing specifically on digital public
    services, and health, and economic, social and institutional resilience (pillar 5), focusing specifically on healthcare and modernisation of public
    administration and delivery of public services.
    This case study aims to assess the effectiveness, coherence, EU added value, and relevance of the RRF eHealth investments. It focuses on five Member
    States: Belgium, Croatia, Czechia, Denmark and Estonia.
    The main results of the case study are the following:
    285
    For further information, see https://energy.ec.europa.eu/topics/energy-efficiency/energy-efficient-buildings/energy-performance-buildings-directive_en#:~:text=The%20revised%20directive%20will%
    20increase,of%20infrastructure%20for%20sustainable%20mobility.
    102
    Effectiveness
    The measures put forward in the five Member States support the roll out of eHealth services, telemedicine solutions, and improvements in healthcare data
    management. They have generally been effective in achieving their objectives, such as empowering patients, optimising healthcare delivery, and fostering
    innovation. The measures positively impacted healthcare systems, including the use of e-consultations and digital tools to improve patient care and access
    to specialists. Additionally, efforts to strengthen eHealth governance and ensure data security are highlighted as essential for the success of these measures.
    In Belgium, the establishment of a Health Data Authority and clear architecture for sub-projects has been achieved, raising awareness among stakeholders.
    In Czechia, the release of prioritised use case standards and the publication of telemedicine guidelines represent notable milestones, with further
    advancements expected through the RRP. Croatia’s Telecordis project has successfully improved healthcare access and quality in remote areas through
    telemedicine. In Denmark, telemedicine services like KontaktLæge have been integrated into various healthcare settings, and patient involvement in
    telemedicine has shown promising results. Estonia’s measures have successfully strengthened primary healthcare and renewed e ealth governance,
    ensuring improved access to specialist care and updated governance frameworks.
    Coherence
    All analysed measures address CSRs on health or healthcare. The measures of Belgium, Croatia, Czechia and Estonia align with their respective healthcare
    CSRs, while Denmark’s measures focus on improving healthcare resilience without specific e ealth CSRs.
    Investments and reforms in the RRPs are aligned in all Member States, except Czechia, which only put forward reforms related to eHealth. In Croatia,
    investments align well with the eHealth reform, promoting remote monitoring and data transmission in healthcare. In Denmark, a standalone investment
    supports digital health initiatives. Estonia’s investment aligns with multiple healthcare reforms, improving healthcare accessibility and integration. Belgium
    does not have eHealth reforms, though adopted a legislation setting up the Health Data Authority. In all Member States, the measures complement various
    actions put forward by country-level strategies.
    EU added value
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    The RRF has proven to be a crucial instrument for supporting the digitalisation of healthcare in Belgium, empowering regions and expediting innovative
    projects. Croatia's national eHealth information management system was not funded by the RRF, but it aimed at enhancing eHealth management nationally.
    Czechia and Denmark also view the RRF as the right instrument for this purpose. Estonia did not use the RRF to support healthcare digitalisation.
    In Belgium, the RRF was vital for the successful implementation of eHealth investments, aiding with private sector engagement and funding. Without it,
    project delays would have been likely. Without RRF funding, Czechia would have depended on other programmes, but the speed and scope of
    implementation would have been uncertain. Croatia's national eHealth information management system was not funded by the RRF, but it aimed to enhance
    eHealth management nationally. Denmark's KontaktLaege app and telemedicine projects, being relatively small, would have proceeded even without the
    RRF due to their importance in the Member State's healthcare system.
    Relevance
    In Belgium, several RRF projects address administrative tasks and healthcare efficiency, although not all intended projects made it into the RRF scope. A
    three-year timeframe remains sufficient for implementing IT-related sub-projects with a focus on educating stakeholders for effective utilisation. In Croatia,
    eHealth projects enhance digital healthcare access and telemedicine services, especially in remote areas. For the implementation, telemedical services were
    prioritised due to the COVID-19 pandemic, while costly investments in innovative technologies pose challenges. For Czechia, there is the potential for a
    significant shift from fragmented paper-based systems to standardised interoperability. The Member State integrated stakeholder needs into its strategy
    documents and ongoing discussions. Denmark's measures transform patient interactions through telemedicine, with apps and electronic questionnaires
    improving healthcare efficiency. They continue to be relevant, especially post-COVID, with a strong emphasis on digital solutions in healthcare and respond
    to the needs of patients, healthcare providers, and policymakers by creating a resilient healthcare system. Estonia has successfully implemented all eHealth
    measures, aligning with the needs of patients, healthcare providers, and policymakers, aiming to enhance accessibility, reduce costs, and promote a human-
    centred approach in healthcare.
    Support to SMEs (smart, sustainable and inclusive growth)
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    The measures examined for this case study contribute to the smart, sustainable and inclusive growth pillar286
    with a particular focus on SMEs and on the
    policy areas ‘Support to SMEs’, ‘Business Environment/ Entrepreneurship’, ‘Research, Development and Innovation’ and ‘Digitalisation of Businesses’.
    This case study aims to assess the effectiveness, coherence, EU added value, and relevance of the measures supporting SMEs. It focuses on four Member
    States: Greece, Ireland, Portugal, and Finland.
    Effectiveness
    Across the analysed Member States, progress on SME-related measures varies. Overall, no major delays have been identified in implementing SME-related
    measures across Member States. Across the consulted stakeholders from the four Member States, there is a general consensus that they will be successful
    in completing or disbursing the RRF funding before 2026.
    Coherence
    Regarding coherence with existing national or EU policies targeting SMEs, the case study focuses on coherence with the Small Business Act (‘SBA’), the
    Invest EU programme, and the Single Market Principles. It finds that the first three SBA key principles, which aim at creating a supporting environment
    for entrepreneurship, receive relatively less attention through SME-related measures in the four selected Member States compared to the remaining SBA
    key principles.
    The Greek RRP aligns with EU programs and SBA, particularly in reducing administrative burden, but falls short in supporting SME growth beyond
    national borders.
    The Finnish RRP addresses the European Commission’s recommendations for internationalising Finnish SMEs and includes measures for digital and green
    transitions.
    286
    As stipulated in the RRF Regulation, the pillar covers smart, sustainable and inclusive growth, including economic cohesion, jobs, productivity, competitiveness, research, development and innovation,
    and a well-functioning internal market with strong SMEs. As such the pillar in itself is rather broad, but the regulation further emphasises the importance of promoting economic development that is
    both intelligent and environmentally sustainable.
    105
    Irish SME measures cover a limited number of SBA key principles, with a focus on reducing regulatory barriers and accessing potential digital and green
    opportunities.
    Portuguese measures align with SBA principles, particularly by focusing on cross-border e-commerce, green investments, and access to finance through
    Banco Português de Fomento.
    The case study also finds that none of the selected Member States have included provisions in their regulatory simplification measures to enhance SMEs’
    access to public procurement. Regarding the alignment with Invest EU, the Greek RRF loan facility shows strong alignment with the Invest EU program,
    contributing to addressing the financing gap in the Member State.
    Regarding the alignment with the EU SME strategy, there are varying degrees of alignment across Member States with a focus on SMEs driving the
    sustainable transition and empowering SMEs to reap the benefits of the digital transition. In contrast, the main pillars of reducing the regulatory burden,
    improving market access, and improving access to financing are the least covered by SME-related measures. More specifically, no Member State included
    in the analysis targets laying the groundwork for an SME IPO Fund and only Portugal covers (partly) the sub-pillar on creating a more conducive and
    inclusive environment for access to finance.
    When looking at the coherence of the measures with the principles of the EU Single Market in providing equal access to RRP opportunities to EU companies
    the SME-related measures included in the four selected RRPs allow for the participation of foreign businesses. No clear example or case of this occurring
    could however be identified. To facilitate access, information for Finnish and Portuguese measures had been made available in English next to their national
    languages, however in Greece information was often only available in Greek.
    EU added value
    Stakeholders across the four Member States generally agree that investment measures and some reform measures implemented under the selected RRPs
    would not have been executed without the existence of the RRF. The Facility’s dedicated funding source motivated Member States to address immediate
    recovery needs while driving long-term challenges like digitalisation, the green transition and innovation, as exemplified by Portugal’s digital
    transformation measures with broader scope and impact due to the RRF.
    Relevance
    106
    The SME-related measures successfully cover digital and green areas by providing investment support and improving regulatory hurdles for investments
    in these areas. The coverage of included measures in addressing the SME-relevant CSRs from the 2020 European Semester varies significantly by Member
    State. For example, while Greece covers all relevant CSRs and Portugal and Finland most of them, the Irish measures only address one CSR. Beyond the
    relevance of the measures regarding the CSRs, the study also looked at SME-specific needs identified in the EU SME Performance Review. Similarly,
    here, the study found that Greece covers all of their 2021 and 2023 challenges fully or partially and Portugal covers all but one related to late payments.
    Both Finland and Ireland’s measures are less relevant regarding the needs identified by the SME Performance Review. owever, Finland especially
    manages to address the issue of internationalisation and skills.
    Active labour market policies (social and territorial cohesion)
    The measures examined for this case study contribute to social and territorial cohesion (pillar 4) and relate to the modernisation of labour market institutions
    and employment support in the RRPs, focusing on active labour market policies (‘ALMPs’). The analysis also examines the role of public employment
    services (‘PES’).
    The case study analyses the effectiveness, coherence, EU added value and relevance of measures relating to ALMPs. It focuses on four member states,
    France, Italy, Spain and Croatia, selected because of their significant labour market challenges reflected in the CSRs. They were also selected because all
    four Member States contain significant reforms and investments targeted at active labour market policies in their RRPs.
    The main results of the case study are the following:
    Effectiveness
    ALMP measures generally address key labour market challenges and CSRs. However, the labour market situation of vulnerable groups (France, Croatia)
    and the coordination of ALMP between territorial levels and with other employment and social policies (Spain, Italy) could have been addressed more
    comprehensively.
    Implementation of ALMP measures is progressing in all Member States. In Italy and France, take-up of ALMP measures is exceeding the (interim) targets
    agreed, in line with the fact that higher targets were set at national level. In Croatia, however, issues are observed regarding the new ALMPs, and the target
    envisioned for 2025 might not be reached.
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    The case study finds that implementation progress can be helped or hindered by measures’ design features and external factors, such as emigration.
    Investment in the capacity of regional actors to deliver measures is also of crucial importance for successful implementation.
    The labour market impact of the measures is difficult to evaluate, given the short time horizon. Early evaluations for France suggest that measures have
    had a positive effect on the quality, if not quantity, of employment for young people. Preliminary data on the Italian National Programme for the Guaranteed
    Employability of Workers (‘G L’) programme shows limited success, with only one third of participants in an active employment relationship six months
    after entering the programme.
    Concerning the impact of the measures on social and territorial cohesion, results are mixed. In Italy, Spain and Croatia, measures include explicit design
    features aimed at furthering one or both of these. In contrast, the most significant French measures focus on a large population. This low level of targeting
    is likely to limit the capacity of the measures to advance social or territorial cohesion. In addition, even in Member States where social and territorial
    cohesion are an explicit aim of the measures, implementation difficulties can undermine these goals. In Croatia, actual take-up of measures among
    vulnerable groups appears low to date. In Italy, the picture is rather positive with regard to social cohesion, as take-up of the GOL programme among
    vulnerable groups is high. Yet efforts to enhance territorial cohesion appear to have had a limited effect, as regions benefitting most from GOL take-up or
    PES staff increases do not appear to be the ones most structurally disadvantaged.
    Coherence
    A number of measures largely build on the previous institutional and policy regime, particularly in France, Italy and partially in Croatia. This can be
    problematic if measures constitute a continuation of previous malfunctioning governance structures, such as the persistent issues concerning the lack of
    coordination of ALMPs in Italy. In Spain or Croatia, however, innovations in ALMPs were advanced in order to address malfunctioning elements in the
    previous system. Underlying structural issues such as low levels of funding or low capacity of public employment services persist in Spain and Croatia and
    could undermine the coherence of measures within existing structures, if not remedied.
    Synergies and complementarities between investments and reforms in the plans can be identified, including linkages between specific measures and broader
    policies within the plans. Synergies between RRP measures on ALMPs and other EU or national funds exist in all Member States. Specifically, several
    examples of synergies between the RRF and ESF+ can be identified.
    EU added value
    108
    The added value of RRF measures varies across Member States. In France, all measures would have been implemented in the absence of the RRF. In Spain
    and Italy, some measures would have been implemented without the RRF, but there are some examples where the RRF appears to have provided an impetus
    for reform. Finally, Croatia is a case where the RRF was used to advance significant structural reforms that would likely not have been advanced in its
    absence.
    Relevance
    In the French RRP, a significant number of ALMP measures were heavily frontloaded. Where measures were designed specifically as a crisis response
    (e.g. youth hiring subsidy), rather than specifically targeting structural challenges, continued relevance is limited. However, the majority of measures
    already existed prior to the introduction of the RRP, and continue to be used currently, though scaled back to pre-crisis levels. Beyond measures focused
    on young people, there is also a clear emphasis on up- and re-skilling, which is expected to have continuing relevance in the context of structural labour
    market changes. Employment of vulnerable groups however remains a significant labour market challenge in France, along with labour shortages and skills
    mismatches, and should be addressed through further measures in the future. In Italy, Spain and Croatia, measures have a stronger focus on structural labour
    market challenges, which increases their continuing relevance. Nevertheless, issues related to the implementation of measures, particularly those related to
    the effectiveness of regional actors and coordination of policies, may continue to hinder implementation in coming years in Italy and Spain, thereby reducing
    the relevance of measures.
    Rule of law (health, and economic, social and institutional resilience)
    This case study reflects the state of play of implementation of the RRF on 30 September 2023.
    This case study analyses the contribution of the RRF to institutional resilience, derived from investments and reforms aimed at modernising public
    administrations and improving the effectiveness and integrity of public governance institutions. This is done by analysing the effectiveness, coherence, EU
    added value, and relevance of a selected group of RRF measures in the field of justice.
    Three Member States have been selected to conduct the case study: Hungary, Romania and Poland. The three countries have included various reforms
    aimed at strengthening the independence of their judicial systems in their RRPs.
    The main results of the case study are the following:
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    Effectiveness
    Among the 10 measures under study and due until Q2 2023, by September 2023 only one non-legislative reform has been formally notified to the
    Commission and positively assessed as part of a payment request: the adoption of a strategy for the judiciary in Romania.
    Hungary and Romania have adopted key legislative reforms in response to milestones planned up to Q2 2023, even if not always in line with the indicative
    calendar. Poland has adopted legislation to reform the disciplinary regime of judges, but the most recent reform has not yet entered into force, as it is
    pending at the Constitutional Court. None of these legislative acts have been formally notified to the Commission as part of a payment request at the time
    the case study was completed.
    In some cases, it is uncertain if the adopted legislative amendments will be notified in their current form to the Commission or will be further revised before
    notification. It is also unclear if the Commission will consider these amendments sufficient to fulfil the milestones. This is particularly true for milestones
    that include multiple legislative and non-legislative requirements or elements subject to interpretation (e.g. introduction of an amendment to strengthen
    the independence of judges).
    It is too early to assess the results of the recent reforms adopted. However, an overview can rely on the opinions of national experts regarding the potential
    and expected results of these reforms. These opinions should be interpreted with caution, as some of the reforms may be subject to further amendments
    before being formally notified to the Commission or complemented with additional regulations, and expert opinions may go beyond the formal milestone
    requirements.
    In Hungary, national experts acknowledge that the justice package includes provisions to strengthen the powers and role of the National Judicial Council,
    reinforce the independence of Hungary’s Supreme Court (Kúria), abolish the power of public authorities to lodge constitutional complaints and remove
    obstacles to references for preliminary rulings to the European Court of Justice but point at weaknesses in the reform which may hamper the effective
    application of the laws.
    In Poland, experts287
    acknowledge that the new Chamber of Professional Liability has allowed to review various decisions taken by the former Disciplinary
    Chamber and has cancelled all the suspensions adopted by the former Chamber. However, they note that a number of judges continue to be subject to
    287
    The profile of the experts mentioned in this case study summary is listed in annex 1 of the case study; eight experts were interviewed in total.
    110
    disciplinary investigations and proceedings related to the content of their judicial decisions and forced transfers. Besides, there is wide consensus that the
    new Chamber does not comply with the requirement stemming from Article 19(1) TEU of being an “independent and impartial court established by the
    law”.
    In Romania, the general consensus is that the Justice Laws have brought positive effects, such as more safeguards regarding the civil and disciplinary
    liability of magistrates and new provisions to make the Supreme Council of the Magistracy more transparent and accountable. However, some experts as
    well as the Venice Commission, consider that some provisions are problematic and require further improvement (e.g. on the rules governing the
    appointment of deputy managers in courts and prosecutors’ offices, or on the duration of the mandate of high-ranking prosecutors).
    Coherence
    The use of the RRF is well articulated with that of other EU-level instruments in support of justice reforms. In all three countries, RRP actions to strengthen
    the independence of justice are coherent with the analysis of priorities and concerns presented in the Commission’s Rule of Law Reports and (in the case
    of Romania) Cooperation and Verification Mechanism reports.
    However, according to some experts as well as the four largest associations of judges in Europe, the actions required in the Polish RRF are not fully
    coherent with the implementation of rulings of the European Court of Justice which declare the nullity of the former Disciplinary Chamber as well as all
    the decisions taken by this institution.
    EU added value
    Assessing the ‘added value’ of the RRF is very difficult as it implies comparing an expected situation (the expected results from implementing the RRPs) to
    a counterfactual scenario (what would have happened in the absence of the RRF). The perception of national experts however is overall positive.
    According to various national experts and stakeholders who were interviewed in the context of the study, the reluctance of the Hungarian government to
    introduce the reforms in the draft RRP provides evidence that such reforms would not have been introduced in the absence of an incentive to access EU
    support. The link between these reforms and RRF funds constituted an important motivation. According to these interviewees, E the risk of seeing EU
    cohesion funds blocked due to the non-fulfilment of the horizontal enabling condition on compliance with the Charter of Fundamental Rights was equally
    important.
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    In Poland, experts consider that the RRF has induced some positive legislative actions but has not been fully effective in bringing about the expected results
    in terms of strengthening the independence and impartiality of courts (which is the explicit goal of milestone F1G). According to national experts, various
    reasons explain this lack of effectiveness such as the fact that very few people are aware that RRF funds are conditioned on the rule of law reforms and the
    way in which RRF funds are delivered (in tranches of payments conditioned on the implementation of the corresponding reforms and investment) which
    makes possible for a reluctant government to ‘play time’ without the effects being visible to the population.
    In Romania, national experts note that the added value of the RRF in promoting the amendments to the justice laws is less clear-cut as these amendments
    were also required under the Cooperation and Verification Mechanism. Various experts from different Member States note that a positive feature of the
    RRP is that the reform commitments are very transparent and detailed in the form of milestones. This allows experts or civil society organisations to keep
    track of progress done by Member States and monitor the decisions taken by the Commission as well as preventing the procedure from potentially being
    decried as politically arbitrary.
    Relevance
    Justice measures included in the three RRPs tackle major challenges of the respective national justice systems identified in the 2021 edition of the Rule of
    Law report288
    . They mostly consist in legislative amendments which are expected to remain relevant over time. While they all address key aspects affecting
    the independence of the justice systems, they do not address some other structural problems. At the same time, the legal basis, nature and design of the
    RRF (a short-term and temporary instrument, with a focus on the CSRs) do not make it an appropriate instrument to address all structural concerns in an
    all-encompassing manner, but it is rather a complementary tool to other instruments that the Commission has at hand when it comes to the Rule of Law
    and justice reforms.
    288
    See https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:52021DC0700.
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    Early Childhood Education and Care (Policies for the next generation)
    The measures examined for this case study contribute to policies for the Next Generation (pillar 1) and relate to early childhood education and care
    (‘ECEC’)289
    .
    This case study aims to assess the effectiveness, coherence, EU added value, and relevance of the RRF ECEC investments, focusing on five specific
    Member States: Germany, Italy, Poland, Spain and Belgium (Wallonia).
    The main results of the case study are the following:
    Effectiveness
    The implementation progress varies across Member States. According to the case study estimates, the expected results by Member States are the following:
    • Italy: Creation of 237,500-244,300 ECEC places, enhancing coverage. This could elevate public or publicly funded childcare availability from
    13.3% to 27.6%.
    • Poland: RRF and ESF+ will establish 102,577 new childcare places, taking coverage from 20.2% to 29.9%, progressing towards the national 33%
    target by 2030290
    .
    • Belgium (Wallonia): The RRF expansion will boost regional coverage from 28.2% to 32.5%, nearly reaching the 33% regional target.
    • Germany: The RRF investment aims to elevate childcare coverage to 38.3%, increasing affordability for 30.3% of the population.
    • Spain: The Spanish RRF plans foresee an increase in childcare coverage from 40.2% to 46%, possibly exceeding the 50% target in the Child
    Guarantee National Action Plan291
    and expanding coverage of affordable services to 26,5%.
    289
    ECEC refers to any regulated arrangement that provides education and care for children from birth to compulsory primary school age. https://education.ec.europa.eu/education-levels/early-childhood-
    education-and-care/about-early-childhood-education-and-care.
    290
    See https://www.gov.pl/web/rownetraktowanie/krajowy-program-dzialan-na-rzecz-rownego-traktowania.
    291
    See https://ec.europa.eu/social/ajax/countries.jsp?langId=en&intPageId=5538.
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    A significant reduction in existing territorial gaps in the offer of affordable childcare services is expected in Poland (among provinces), Germany and Spain
    (among regions)292
    . Decreases are expected to be moderate in Italy (among provinces) and less significant in Belgium (among municipalities). In Poland,
    Spain and Italy, socio-economically disadvantaged territories are expected to increase coverage to a larger extent.
    In all analysed Member States, there have been some delays in the implementation of the investments to expand ECEC services. The main implementation
    challenges involved issues with participation of municipalities in tenders, either because of funding mechanisms (municipalities need to anticipate costs),
    the lack of local capacity, or due to higher costs linked to rising inflation.
    Coherence
    Complementary reforms and investments have been included in the Spanish and Polish RRPs. In the case of Italy and Belgium, the RRF investments
    explicitly contributes to the implementation of reforms adopted at the national level before the RRF. No explicit link is found in Germany.
    Poland stands out for its integrated EU funding approach with the reforms. Other Member States, such as Germany and Belgium have combined RRF funds
    with national resources in order to increase impact of the investments and expand further the coverage of childcare services. In the case of Italy, national
    resources have been allocated to cover the recurrent costs of the investments in infrastructure under the RRF.
    The European Union provides guidance to member states in the field of ECEC through key documents, including the 2019 Council Recommendation on
    High-quality ECEC293
    , the 2021 Council Recommendation on the European Child Guarantee294
    , and the 2022 Council Recommendation on Early Childhood
    Education and Care, establishing the new “Barcelona Targets” for 2030295
    . Belgium’s, Italy’s, Poland’s, and Spain’s RRPs align with some of these
    priorities. For instance, Italy’s plan connects its ECEC investment to the Italian Child Guarantee action plan, aiming to expand childcare services and
    accessibility, with a focus on reducing fees. Spain and Belgium also integrate ECEC measures into their respective Child Guarantee action plans. Poland
    instead refers to the 2019 High-quality ECEC recommendations, while Germany’s plan refers only to the CSRs 20 9.
    292
    For ES and DE data on places to be created are available only at regional level. For BE, IT and PL data are available at municipal level. owever, for IT and PL the large number of municipalities
    involved (more than 2.000), make reporting at this sub-national level complicated and potentially not explicative. As a result, we decided to aggregate results at the NUTS-3 level (provinces).
    293
    See https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:32019H0605(01).
    294
    See https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:32021H1004.
    295
    See https://eur-lex.europa.eu/legal-content/EN/TXT/PDF/?uri=CELEX:32022H1220(01).
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    EU added value
    The primary contribution of the RRF has been to infuse fresh financial resources to support the expansion of childcare facilities. In Italy and Spain, the
    RRF resources are completely additional, namely without the RRF these investments would have not taken place. In the case of Belgium, the RRF funds
    are additional and top up already existing national fundings. In Poland, RRF funding is additional and integrates other EU funding – notably from the ESF+
    and national funding. The exception is Germany, where all funding under the RRF was already previously budgeted for, and thus there is no EU added
    value as such.
    Relevance
    The case study demonstrates that the RRF will contribute to tackle structural problems facing ECEC systems in the selected Member States, notably the
    lack of available services, territorial inequalities in coverage with socio-economically disadvantaged areas lagging behind. The relevance of the
    interventions in the future, might however depend upon a number of critical factors, as several challenges are undermining the feasibility of the measures.
    These challenges include tight project timelines, a lack of prioritisation for funding in disadvantaged areas, rising infrastructure costs due to inflation,
    complex procedures, inadequate technical assistance, and uncertainty regarding sustaining operational costs. The potential insufficiency of budget
    allocations for covering costs of running of new services, and the absence of fiscal equalisation mechanisms is also a major concern for municipalities.
    These factors may deter local authorities from applying for funding and/or in the future, force some to privatise services, reducing affordability, or quality,
    undermining the potential impact of childcare on both children’s development and parents’ opportunities to access labour market and increase households’
    income. At the same time, staff shortages might affect the implementation of the measures adopted under the RRF with the risk that the new places created
    are not activated.
    Cross-border projects
    The measures examined for this case study contribute to cross-border and multi-country projects, with specific focus on Important Projects of Common
    European Interest (‘IPCEIs’). Member States can decide to include in their RRPs investments in cross-border projects in the digital, transport, energy, or
    waste sectors. Given the RRF’s emphasis on helping support the EU in reaching its climate neutrality targets and the digital transition, the measures to be
    examined for this case study fall under two main pillars, namely green transition and digital transformation.
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    The multi-country projects with the highest take-up in RRPs are the eleven participations in IPCEIs on hydrogen (included in eight RRPs). The IPCEIs on
    hydrogen include specific projects focused on building a European hydrogen ecosystem, including increased support for hydrogen production, storage, and
    applications, in particular in energy-intensive industrial and mobility sectors that are difficult to decarbonise. Regarding the digital transition, the case study
    analyses a handful of countries that decided to invest even in microelectronics, where areas such as low-power electronics, sensors, and process technologies
    will be strengthened.
    This case study aims to assess the effectiveness, coherence, relevance and added value of the RRF cross-border and multi-country projects, focusing on
    four specific Member States: Austria, Germany, France, and Spain.
    The main results of the case study are the following:
    Effectiveness
    The implementation progress varies across Member States. The expected results by Member States are the following:
    • Austria: 2 0 million EUR investment to promote Europe’s autonomy in semiconductor production and promotion of integrated projects along the
    hydrogen value chain.
    • France: .2 billion EUR investment in development of carbon-free hydrogen production, with a target of 40MW/year electrolyser production
    capacity by Q4 202 .
    • Germany: . billion EUR investment in hydrogen decarbonisation technologies, with a target of at least 300MW/year electrolyser production
    capacity by Q3 202 . . billion EUR investment in electronics design capabilities and deployment of the next generation processors and other
    electronic components.
    • Spain: Five technological developments or prototypes throughout the renewable hydrogen value chain, two renewable hydrogen clusters and at least
    00MW of electrolyser capacity.
    Progress of IPCEI-related implementation of reforms and investments within the RRPs varies significantly across the different IPCEIs and within the same
    IPCEI at project level.
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    In the case of microelectronics, Austrian companies reported having nearly completed the construction of the manufacturing factory, which will be followed
    by the setting up of the machine by the end of 2023, while others reported having started a successful simulation for a new furnace. ydrogen-related
    investments, especially in Germany, foresee the building or renovation of infrastructure, which will lead to concrete results in the longer term. Progress
    registered so far regards the reduction of C 2 emissions and development of certain technologies. In Austria, half of the approved projects have started
    reporting some progress, including completing the material and new infrastructure testing and the approval of the plan to build an electrolyser in the country.
    While most milestones of the analysed IPCEI-related measures, which are mostly reforms, are fulfilled, the implementation of most IPCEI investments is
    facing potential delays. According to stakeholders interviewed in the context of the case study, this is due partly to differences in the official approval
    timelines of each Member State involved but also the result of the lengthy State aid notification process. Stakeholders found the process complex and not
    clearly defined in terms of processes, timeline, and responsibilities. Communication amongst participating Member States appears also to be challenging
    at times.
    In 2021, the Commission updated its guidance to Member States and its templates, which also contain detailed advice related to the procedure under the
    ICPEI Communication296
    .
    Coherence
    IPCEIs allow Member States to finance the early stages of industrial policy projects that are in line with their national and European priorities. The hydrogen
    IPCEI is in line with the Commission's efforts to support the development of an innovative and sustainable European hydrogen industry. Hydrogen plays
    a pivotal role within the European Green Deal and the REPowerEU plan, as its use will accelerate the decarbonisation of the energy system and provide an
    alternative to Russian imported fossil fuels.
    Similarly, the IPCEI on microelectronics and connectivity directly contributes to achieving several EU objectives including the European Green Deal,
    Europe’s Digital Decade, the Digital Europe Programme, the Connecting Europe Facility and the European Chips Act.
    296
    See European Commission (2021) Communication from the Commission Criteria for the analysis of the compatibility with the internal market of State aid to promote the execution of important projects
    of common European interest (2021/C 528/02), available at: https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=uriserv%3AOJ.C.2021.528.01.0010.01.ENG&toc=OJ%3AC%3A2021%3A5
    28%3ATOC.
    117
    While European regulations exclude the possibility of double-funding, synergies between the RRF and other EU funds are important. Member States can
    invest part of their RRF funds through the Member State Compartment of InvestEU. InvestEU provides financial instruments and incentives to attract
    private capital, while IPCEIs focus on identifying and promoting projects that have a significant impact on European competitiveness and innovation.
    EU added value
    IPCEI projects are designed to address important market or systemic failures which cannot otherwise be adequately addressed and thus contribute to
    providing a comparative advantage to European companies. Stakeholders, both private and public, partaking in different IPCEI waves of projects,
    emphasised the added value of cross-border projects. The case of the IPCEI on Microelectronics highlights how targeted funding of strategic value chains
    can help keep European companies remain relevant in the market. The case of the IPCEI on Batteries, enabled the development of a value chain that did
    not exist in the EU before, ranging from mining, repurposing, recycling and refining, to manufacturing of cells, modules, and systems as well as dedicated
    software and testing systems and solutions.
    Relevance
    As Europe seeks to maintain its competitiveness on the global stage, the identification and support of strategically important industries and technologies is
    essential. IPCEIs represent a useful tool for identifying such sectors as well as creating complex new value chains that have the potential to ensure the EU’s
    increased autonomy, long-term competitiveness, and economic growth. In light of the green and digital transition, it is vital to explore IPCEIs as a support
    to such areas to reach hydrogen production goals, phase out fossil fuels, and work towards energy independence. The outcomes of these projects are not
    solely focused on the near future; rather, they contribute to the EU's long-term sustainable energy objectives that go beyond 2026.
    Interaction between other EU Cohesion Policy and the RRF.
    Cohesion policy is the EU investment tool that lends itself best to an analysis in relation to the RRF. As the EU’s main investment policy, covering about
    a third of the EU budget, Cohesion policy is the most suitable term of comparison based on different dimensions:
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    • Size. The amount of resources mobilised by Cohesion policy is the one that gets closest to the financial weight of the RRF. Taken together, the set
    of four funds297
    that make up Cohesion policy in 2021-2027 have a size of about EUR 543 billion (of which EUR 377 billion in EU co-financing
    and EUR 166 billion in national co-financing)
    • Investment types. No other EU fund covers a similar breadth of investment types as Cohesion policy and the RRF. Both are multisectoral and aim
    to contribute to a diverse set of socio-economic policy objectives298
    .
    • Link to reforms. Both instruments have recognised the importance of linking investments to an agenda of structural reforms.
    This case study aims to shed light on the interplay between the RRF and Cohesion policy, focusing on six Member States: Germany, Greece, Italy, Lithuania,
    Romania and Spain. This set of countries includes large recipients, as well as the experience of smaller countries as well. In addition, it covers countries
    with different levels of centralisation in the management of Cohesion policy funds, to better examine the potential added value of a centralised and direct
    management against a shared management system.
    The RRF model offers important innovations in the formulation and delivery of EU-funded investment policies and the support to reforms. Nevertheless,
    due to the current early stage of implementation of the RRF, definitive conclusions about its effectiveness and efficiency in comparison to Cohesion policy
    are limited. A more complete assessment inevitably requires the evidence deriving from the effects generated over time by the RRF, currently not yet
    available.
    The RRF’s novel elements bridging existing gaps have had varying importance in national contexts, depending on Member States’ specificities:
    • Reforms. The RRF provides support in exchange for the implementation of investments and reforms, including those reforms not involving specific
    costs. These reforms improve the institutional and strategic framework in which also Cohesion policy investments are implemented, and do so with
    a strength that CP has traditionally not had, in terms of support to enabling frameworks.
    • Size. The RRF has mobilised an amount of resources that, thanks to its sheer size, enables a scale of ambition that CP alone could not reach.
    297
    European Regional Development Fund (ERDF), European Social Fund + (ESF+), Cohesion Fund (CF), Just Transition Fund (JTF).
    298
    The policy finds its legal basis in Articles 174 to 178 of the Treaty on the Functioning of the European Union (TFEU).
    119
    • More developed regions. The RRF has become a tool to increase competitiveness and channel investment to regions which are not among the less
    developed ones (as opposed to Cohesion policy focus on those299
    ), but in which there are nevertheless major needs in terms of both the green and
    digital transitions.
    These elements, however, are also related to challenges. First, within the context of the RRPs, the term “reform” has encompassed actions of varying
    degrees of ambition and scope. Second, the size of resources mobilised under the RRF, coupled with the relatively tight eligibility period, resulted in a
    certain prioritisation at programming level that favoured the RRF over Cohesion policy. This, in turn, has triggered displacement effects in some Member
    States. Furthermore, the influx of RRF funds brought about a widespread increase in the workload for administrations at both national and local levels
    across Member States. This elevated workload has not necessarily been fully mitigated by the measures put in place to strengthen administrations. Third,
    the lack of a territorial dimension in the RRF risks increasing disparities within Member States, and a conflict can be identified with Cohesion policy's goal
    of supporting regional convergence. Concerns about channelling resources to more developed areas were raised particularly with regard to Spain and Italy,
    the main beneficiaries of RRF grants, where territories with a better institutional capacity and a more vibrant productive ecosystem are also more able to
    conceive project proposals and attract financing. The territorial dimension is however not limited to the channelling of resources to certain types of territory;
    it concerns also stakeholder engagement and an integrated investment approach, and these two aspects as well have so far received a more extensive
    attention under Cohesion policy. Especially at a time of significant divides between core agglomerations and the peripheries, a weak territorial dimension
    may pose threats in terms of balanced socio-economic development.
    In terms of sectors of intervention, RRPs generally cover the same areas Cohesion policy has traditionally focused on, and beyond.
    As the focus of RRF implementation shifts towards investments, similar challenges are emerging to those that have long been associated with Cohesion
    policy. The RRF’s first phase of implementation, which focused mainly on reforms, has progressed generally in a timely way in 2021-2022. In relation to
    investments, however, administrative capacity issues, excessive administrative burden for managing authorities, the lack of mature projects, a difficult
    balance to find between the necessity of controls and an excessive level of scrutiny, in some Member States came to the surface in a fashion not dissimilar
    to traditional challenges that Cohesion policy has been long grappling with.
    299
    ERDF and ESF+ foresee higher EU co-financing shares for less developed regions. Moreover, the CF is available only for Member States with a GNI per capita below 90% of the EU average.
    120
    There is a widespread perception that the simplification and administrative cost reduction expected from the RRF has not materialised. Although it was
    anticipated that the RRF would impose a lighter burden compared to Cohesion policy due to its centralised approach and the performance-based payment
    system, interviewed stakeholders have signalled that, in fact, there has not been a significant difference in terms of administrative burden yet. Survey results
    point to the same conclusion. As the investment component of RRPs progressively comes into play, more evidence is expected to become available in this
    regard.
    In terms of flexibility to adjust to a changing context, the RRF emerges as more rigid than Cohesion policy. In 2014-20, Cohesion policy offered a ready-
    to-use policy framework to deliver immediate and wide-ranging support at a critical time and allowed the reprogramming of resources, thereby proving to
    be a flexible tool for policy making. Even if the RRF greatly expanded the possibilities for public investment across Member States and is expected to
    provide a significant contribution to the removal of investment barriers, compared to Cohesion policy it is perceived as having a lower degree of flexibility
    in adapting to new circumstances.
    Ultimately, the main factors influencing the effectiveness of the RRF compared to Cohesion policy are the link to reforms, the political support, and media
    attention. The activation of structural reforms, as foreseen under the RRF, is widely acknowledged as a successful and impactful policy mechanism. Reforms
    supported by the RRF are also to the advantage of wider public investment frameworks and Cohesion policy. Reforms emerge as a decisive driver for
    change in combination with a focus on investments. The high level of priority given to the RRF by decision makers at EU level and in most Member States,
    in turn, has contributed to ensuring a mature project pipeline and, in the early phase, swift implementation. Extensive media coverage of RRPs is both a
    cause and an effect of this prioritisation and of RRF’s higher public profile compared to Cohesion policy. The impact that the RRF is expected to generate
    over the medium term likely could not have been reached making use of the existing Cohesion policy framework only, as these three key elements
    influencing its effectiveness – reforms, political support, media attention – set the two instruments apart.
    Validation of the findings
    To validate the findings of the cases studies, the contractors of the supporting study have organised roundtables with representatives from national ministries
    and policy experts in the field (except for the Cohesion and Digitalisation case study). Below is the list of the roundtables:
    - Energy Efficiency: 14 September 2023;
    - Supporting SMEs: 12 September 2023;
    - Rule of Law: 28 September (only with national experts);
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    - Early Childhood Education and Care: 19 September 2023;
    - Active Labour Market Policies: 14 September 2023;
    - Cross-border projects: 8 September 2023.
    The contractor also organised a validation workshop to validate the main findings of the supporting study, which took place on 24 October 2023. The
    validation workshop was held under Chatham House rules, with the objective to stress-test the findings with a small group of experts. The agenda was
    organised around four sessions: (i) a first session to take stock on the RRF implementation, (ii) a second session to discuss the ‘performance-based
    approach’, (iii) a third session on the macroeconomic impact of the RRF, (iv) a fourth session to discuss the comparison between the RRF and Cohesion
    Policy. Overall, the discussions were open, lively and constructive. The invited experts largely supported the findings of the study, notably on the key
    success of the RRF in supporting reforms and the merit of its performance-based approach. Participants also supported the study’s findings on the RRF’s
    higher than expected administrative burden. Discussions pointed to the need to factor in the changing context of the RRF and political difficulty/sensitivity
    of some reforms/milestones. They also acknowledged the methodological caveats of the macroeconomic analysis, which is very sensitive to the assumptions
    on the additionality of RRF funds and cannot quantify the impact of reforms, thereby providing an underestimate of the effect on GDP. Participants further
    discussed possible synergies with Cohesion Policy, in the current period and hypothetically also in the future, for instance to continue funding successful
    measures started within the RRF after 2026.
    Analysis of costs and benefits
    In the context of this evaluation, the analysis of costs and benefits was conducted by the contractors of the supporting study along the following steps: cost
    mapping; assessing costs; assessing benefits; concluding on the benefit/cost ratio.
    The starting point was the mapping of relevant costs. Based on documentary review and conducted interviews, the costs of the RRF were mapped as shown
    below in table A2.4.
    Table A2.4: Mapping of Member States Administrative Costs
    DIRECT COSTS ADMINISTRATIVE COSTS OF RRF IMPLEMENTATION
    The funds made available to Member States, and the related financial
    costs (including Member States borrowing costs for loans)
    MEMBER STATES ADMINISTRATIVE COSTS
    Activities generating administrative costs
    122
    One-off
    - Setting up the governance structure
    - Drafting the NRRP
    - Stakeholder consultations
    - Informal dialogue with the Commission ahead of the plan
    submission
    - Official process of plan submission
    - Drafting of the REPowerEU chapter
    Recurrent
    - Bi-annual reporting on milestones and targets
    - Bi-annual reporting on monitoring steps
    - Bi-annual reporting on other EU funding
    - Reporting on common indicators
    - Informal dialogue with the Commission ahead of payment requests
    submission
    - Official submission of payment requests
    - Monitoring and performance management
    - Audits by national authorities
    - Responses to audits by European authorities
    Source: Supporting study
    Note: Administrative costs do not include the costs borne by final beneficiaries or citizens to comply with obligations imposed by the RRF regulation as well as regulations related to the support received,
    such as State aid, public procurement and environmental legislation. They are out of scope of the present evaluation.
    To get an overview of administrative costs incurred in the context of the implementation of the RRF, a survey of national bodies involved in the activities
    listed in Table A2.4 was carried out. Specifically, survey respondents were asked to indicate the resources necessary, in terms of full-time equivalents
    (‘FTE’), and the costs incurred for external services. The following table A2.5 shows that the survey results are patchy and do not provide complete
    coverage of costs attributable to the various activities. Nevertheless, there is a relatively good coverage of information provided by coordination bodies.
    Hence, to ensure consistency, the elaborations presented in the rest of the section will focus solely on the costs reported by the coordination bodies.
    123
    Table A2.5: Mapping of data collected through the survey
    FTE
    Cost for external experts
    Member State Coordination body Ministries
    Other bodies (e.g.
    monitoring/accounting)
    Audit Authority
    Austria YES NO NO NO Not relevant
    Belgium YES Not relevant NO NO Not relevant
    Bulgaria YES Not relevant NO NO NO
    Croatia YES Not relevant NO NO NO
    Cyprus YES Not relevant NO NO NO
    Czechia YES Not relevant NO NO YES
    Denmark YES NO NO NO Not relevant
    Estonia YES NO NO NO Not relevant
    Finland YES NO NO YES Not relevant
    France NO NO NO YES NA
    Germany YES NO NO NO Not relevant
    Greece NO Only for one Ministry NO NO NA
    Hungary NO NO YES NO NA
    Ireland YES NO YES NO NO
    Italy NO Only for three Ministries NO NO NA
    Latvia Partially NO NO NO Not relevant
    Lithuania YES Not relevant NO NO YES
    Luxembourg NA NA NA NA NA
    Malta NA NA NA NA NA
    Netherlands YES NO NO NO NO
    Poland YES NO NO NO NO
    Portugal YES NO Maybe yes Maybe yes YES
    Romania YES NO NO NO NO
    Slovak Republic YES NO NO Maybe yes NO
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    Slovenia YES Not relevant YES YES YES
    Spain NO NO NO NO NA
    Sweden NA NA NA NA NA
    Source: Supporting study
    The second step involved the assessment of costs. The quantification focused on the administrative costs related to Member State public administration. As
    said, the collection of such administrative costs was attempted via a survey of national bodies involved in the preparation of national recovery and resilience
    plans and/or their implementation. Specifically, the FTE and costs for external services were asked. Since the survey results are patchy and do not provide
    complete coverage of costs attributable to the various activities, with the only exception of national coordination bodies, the analysis focuses solely on the
    costs reported by these bodies. The figures provided by various coordination bodies should also be taken with caution since national coordination bodies
    can have different interpretations of FTE counting. Some have taken a restrictive approach, considering only the costs of coordinating bodies, while others
    (such as Portugal and Slovakia) have considered the staff cost of various other bodies involved in the relevant activity. A fact-checking process with
    coordination bodies for the collected data was conducted after the submission of the draft final report by the external contractor to validate the data to the
    best extent possible. While some amendments and validation were received, not all coordination bodies responded, so the data validation remains partial.
    Additionally, some coordination bodies confirmed differences in understanding and time constraints in collecting data beyond their organisation.
    As for the assessment of actual benefits, quantifying and monetising them has proven to be not feasible. This is due to the wide and varied range of effects,
    most of which have not yet materialised. In the absence of a counterfactual, quantifying the ‘benefits’ of the RRF to compare them to the ‘costs’ currently
    requires estimations using macroeconomic models to predict the benefits of the RRF. A full cost-benefit analysis can only be conducted as part of the ‘ex-
    post’ evaluation.
    Based on such model estimations, two sets of benefit-cost ratios at the Member State level and the EU level have been calculated. The first set concerns
    the benefit-cost ratio defined as the ratio between the absolute cumulative change in real GDP predicted by the NiGEM model to occur by 2041 as a result
    of the RRF (against the baseline) and the funding (both grants and loans) already disbursed (in real terms). The second set concerns the expected benefit-
    cost ratios of the RRF funds once all funds are disbursed. In this case, the ratio is calculated as the absolute cumulative change in real GDP predicted by
    the NiGEM model to occur by 2041 as a result of the total RRF injection (relative to the baseline), i.e., the benefit, over the total funding (both grants and
    loans) in real terms, i.e., the cost. It is worth noting that the administrative costs were excluded from the benefit-cost ratio calculation due to their minimal
    impact compared to the funds disbursed/expected to be disbursed.
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    Macroeconomic modelling
    This evaluation makes use of stylised ex-ante assessments of the macroeconomic impact of NGEU and RRF investment to assess the RRF’s effect
    on the EU economies adjustment capacity and growth potential. Given the early stages of the investment supported by the RRF, there is limited data
    available to perform analysis, so the analysis relies on a model-based estimation approach. These model simulations do not provide an evaluation of the
    actual impact, but rather an ex-ante model prediction based on stylised assumptions and the planned investments put forward by the national recovery and
    resilience plans. The chosen modelling approaches focus only on investments and do not quantify the expected effect of structural reforms.
    The simulations presented build mainly upon the Commission’s QUEST model, complemented by simulations from the supporting study based
    on the NiGEM model. The QUEST assessments, comprising the whole NGEU initiative, have been conducted since 2020300
    and have been updated with
    the most recent data on loan requests, inflation, and expected spending profiles as of September 2023301
    . The analysis employs a multi-country version of
    the QUEST model, encompassing all 27 EU Member States, as well as the rest of the world (as one big external country). While necessarily simplifying
    the full mechanics of NGEU, the setup distinguishes non-repayable support and loan allocations for each Member State. The macroeconomic analysis of
    the RRF reported in the supporting study was carried out using the National Institute Global Econometric Model (NiGEM). The following sections provide
    further explanations and details on the two models and the core technical assumptions. It is important to note that the two models (QUEST and NiGEM)
    do not factor in the impact of reforms, which can further increase the RRF’s long-term impact on GDP.
    The QUEST model results have been computed based on the whole NGEU umbrella and not only RRF investments. The RRF (loans and non-repayable
    support) encompasses approximately 90% of NGEU investments, with the remainder consisting of non-repayable support (grants). The model simulations
    assume a higher additionality for non-repayable support, resulting in a more substantial effective difference. For modelling purposes, all grant-type
    instruments (RRF non-repayable support and other NGEU funds) are treated the same way.
    300
    For further information, see in particular, Pfeiffer P., J. Varga and J. in 't Veld (2023a) Quantifying spillovers of coordinated investment stimulus in the EU, Macroeconomic Dynamics (27), p. 1843–
    1865. See also the ECFN Discussion Paper (2021): https://economy-finance.ec.europa.eu/publications/quantifying-spillovers-next-generation-eu-investment_en.
    301
    The simulations consider country-specific expected RRF disbursement or spending profiles, as estimated by DG ECFIN.
    126
    Macroeconomic model NiGEM
    The macroeconomic analysis reported in the supporting study was carried out using the National Institute Global Econometric Model (NiGEM). NiGEM
    has been developed and maintained since 1987. NiGEM is a global macroeconomic model, used by both policymakers and the private sector for economic
    forecasting, scenario building and stress testing. It is used by several European central banks and international organisations such as the OECD. The model
    consists of individual country models for the major economies that are linked through trade in goods and services and integrated capital markets. The
    individual country models within NiGEM incorporate long-run relationships grounded in economic theory with flexible lag structures that are fitted to the
    data. Because NiGEM is fitted to the data, it can be reliably used to calculate the magnitudes of the effects of various economic shocks. Specifically, a
    model such as NiGEM can provide an efficient way of assessing the development of national economies, disaggregated by demand and supply components,
    in response to RRF spending. In addition, because NiGEM is a global model with trade and financial linkages across countries, it can be used to examine
    spillovers: that is, the effects of RRF spending in one EU Member States on the rest of the European Union.
    NiGEM contains around 6,000 variables and over 10,000 model equations, as several variables have multiple equation options. Within NiGEM some
    countries are represented with ‘full’ country models and some countries being represented with reduced form models. Within the European Union, NiGEM
    contains full country models for Austria, Belgium, Czechia, Denmark, Finland, France, Germany, Greece, Hungary, Ireland, Italy, the Netherlands, Poland,
    Portugal, Romania, Spain and Sweden. It contains reduced country models for Bulgaria, Croatia, Estonia, Latvia, Lithuania, Slovakia and Slovenia. Cyprus,
    Luxembourg and Malta are not modelled separately within NiGEM.
    Figures A2.4 and A2.5 present a broad schematic overview of country models, distinguishing between the full model and reduced model specifications. As
    detailed in the figures, the key difference between the two is that in a reduced country model, there is no distinction between consumption and investment.
    That is, rather than split domestic demand into private consumption, private investment, stock-building, government consumption and government
    investment, only the split between private and public-sector spending is available and no measure of either private or public-sector capital. In both cases,
    output is demand determined in the short run and supply determined in the long run. For full country models, long-run supply is determined by population
    growth, labour force participation, the equilibrium unemployment rate, labour-augmenting technological progress, and the capital stock. For reduced
    country models, long-run supply is simply determined by trends in the labour force and labour-augmenting technology. Importantly for the analysis
    contained in this report, full country models contain a link between government investment and long-run potential output and so can be used to analyse the
    long-run effects of RRF spending on investment projects. Unfortunately, this is not the case for reduced country models or for the three countries not
    127
    modelled separately in NiGEM, though, given these countries only represent less than four per cent of EU GDP, this should not make much of a difference
    to the overall results for the European Union.
    Figure A2.4: NiGEM Full country specification
    Source: Supporting study
    Figure A2.5: NiGEM Reduced country specification
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    Source: Supporting study
    Full details of the equations underlying NiGEM can be found in Handzsche et al. (2018) but the focus here is on the channels through which the RRF, by
    increasing public investment, may lead to higher EU GDP. It can be first noted that, for full country models within NiGEM, an increase in public investment,
    GI, will lead to an increase in GDP in the short run:
    Y = C + DS + PSI + GC + GI + XVOL – MVOL (1)
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    Where Y denotes GDP, C denotes household consumption, DS denotes stock-building, PSI denotes private-sector investment, GC denotes government
    consumption, XVOL denotes exports and MVOL denotes imports. The increase in GDP will depend on the size of the multiplier, which is itself determined
    by the general equilibrium responses of the other variables in equation (1).
    An increase in government investment will also lead to a higher public-sector capital stock, KG, in the future:
    KG = (1 – d) KG-1 + GI (2)
    And this higher capital stock itself leads to higher trend output, YCAP, and so can increase in GDP in the long run:
    YCAP = (KP + KG)1 – α – q
    (TECHL*ETRND) α
    (OIVOL*Y) q
    (3)
    Where KP denotes private-sector capital stock, TECHL denotes labour-augmenting technical progress, ETRND denotes trend employment and OIVOL is
    energy use as a share of GDP.
    These are the two channels through which an increase in public investment affects output in full country models. As reduced country models do not include
    investment or capital, for those countries the total government expenditure is shocked instead. This adds directly to domestic demand and, hence, raises
    GDP in the short run but it has no effect on potential output or GDP in the long run.
    Macroeconomic Model QUEST
    The macroeconomic analysis conducted by the Commission to ex-ante analyse the macroeconomic impact of the RRF, and reported in the Staff Working
    Document, was carried out using the QUEST model. It is a structural macro-model in the New-Keynesian tradition, based on the Dynamic Stochastic
    General Equilibrium approach, and with rigorous microeconomic foundations derived from utility and profit optimisation and including frictions in goods,
    labour and financial markets302
    . There are different versions of the QUEST model, estimated and calibrated, each used for specific purposes. The model
    version applied here distinguishes all 27 EU Member States and the rest of the world. Online Appendix B in Pfeiffer et al. (2023a)303
    provides the full
    302
    See https://economy-finance.ec.europa.eu/economic-research-and-databases/economic-research/macroeconomic-models/quest-macroeconomic-model_en
    303
    Pfeiffer P., J. Varga, and J. in 't Veld (2023a) Quantifying spillovers of coordinated investment stimulus in the EU, Macroeconomic Dynamics (27), p. 1843–1865.
    130
    description. Although all regions are isomorphic, key country-specific features are accounted for, including trade openness, past public investment rates,
    and monetary-policy setting (i.e., participation in the euro area, the European Exchange Rate Mechanism (ERM-II), or independent national currencies).
    Overview of the QUEST model and key modelling assumptions applied in the NGEU simulations
    The analysis applies a rich, multi-region, dynamic general-equilibrium model, distinguishing all 27 EU Member States and the rest of the world304
    .
    The framework aims to incorporate the features relevant to fiscal-policy transmission, including price and wage rigidities, detailed public-investment
    dynamics with time-to-build delays and implementation lags305
    , and (intertemporal) government budget constraints. Furthermore, it accounts for key
    country-specific features, such as trade openness and the monetary-policy setting. A detailed trade matrix explicitly accounts for bilateral trade linkages
    of all regions. The model captures linkages through cross-border value chains by including trade in intermediate inputs for tradable and non-tradable
    sectors.
    While necessarily simplifying the full mechanics of NGEU, the setup distinguishes grant and loan allocations for each Member State (based on
    the available information as of September 2023). In sum, the simulations consider NGEU funds of around 5% of EU GDP (2019)306
    . The approach fully
    takes into account the increase in EU debt associated with NGEU, which is assumed to be financed via GNI-based long-term contributions of the Member
    States.
    The simulation further applies the following technical assumptions:
    - Spending composition: The simulations assume the full NGEU allocation is spent as productive public investment307
    . With focusing on the whole
    NGEU program, it is important to acknowledge that the QUEST model’s estimates exceed the effect of RRF investments on GDP, as the RRF only
    represents around 90% of NGEU investment.
    304
    For related work on the QUEST model, see also https://economy-finance.ec.europa.eu/economic-research-and-databases/economic-research/macroeconomic-models/quest-macroeconomic-model_en
    305
    Leeper, E. M., Walker, T. B., & Yang, S.-C. S. (2010). Government investment and fiscal stimulus. Journal of Monetary Economics, 57, 1000–1012.
    306
    EUR 421billion in grants and EUR 293 billion in loans (in current prices). See also, https://commission.europa.eu/strategy-and-policy/recovery-plan-europe_en
    307
    In national-accounts terms, spending on education and training may be classified as government consumption, but for modelling purposes, it is considered productive spending. High productivity
    investment may – to some extent – also be considered as a stylised “stand-in” for reforms.
    131
    - Grants: The simulations account for a total grant volume of EUR 421bn (in current prices), of which EUR 338bn are allocated to RRF grants. For the
    residual funds, the specific allocation key was employed where possible. Where no allocation key is given, such as with tender-based instruments, the
    RRF allocation key was used instead.
    - Loans: The analysis considers loans of EUR 293bn, including additional requested loans with revision of RRPs (see Figure A2.6 below).
    - Additionality: In line with previous QUEST modelling, the simulations assume that Member States use 100% of EU grants and 50% of EU loans for
    additional public investment. Only additional investments are considered in the simulations. Since the other half of loans finances general government
    spending, which is assumed to take place anyway (and thereby frees up resources), the impact on national debt is also 50%. Specifically, additionality
    in the context of the model simulations refers to investment generated by NGEU, beyond what would have been achieved through existing resources.
    In general, support from substitute the RRF cannot substitute for recurring national budgetary expenditure (unless in duly justified cases) in line with
    Article 5(1) of the RRF Regulation. Still, it has been argued, as, for example, in the external mid-term evaluation, that loans from the RRF could
    replace some general government spending. The hypothetical simulation assumption of lower additionality in the modelling therefore implies a more
    conservative stance.
    - Repayment: The repayment assumptions on RRF loans and contributions to the EU budget (to finance grants) remain as in Pfeiffer et al. (2023a).
    - Inflation: NGEU envelopes are nominal. Thus, high inflation rates reduce the real value of the NGEU grants. To take this into account, the simulations
    include information on actual and expected GDP inflation rates (based on the ECFIN forecast).
    - Time profiles: The simulations consider country-specific expected RRF disbursement or spending profiles, as estimated by DG ECFIN. The estimated
    time profiles are more backloaded than the stylised even profile applied in previous QUEST simulations.
    - Productivity: A central assumption concerns the productivity of public capital for which the empirical literature has not reached a consensus. The
    QUEST calibration is informed by the median estimate of a meta-study308
    . For robustness, the analysis also considers a low-productivity scenario.
    - REPowerEU: The simulations do not include any additional financing coming from REPowerEU.
    Figure A2.6: Stylised allocation key for NGEU Grants and Loans (% of 2019 GDP)
    308
    Specifically, the output elasticity of public capital is set to 0.12, in line with the median estimate reported by Bom and Ligthart (2014). The meta-study suggests that infrastructure investment has higher
    productivity effects on average (0.17). The QUEST low-productivity scenario illustrates the sensitivity of these assumptions by considering an elasticity of 0.05. Bom, P., and Ligthart, J. E. (2014). What
    have we learned from three decades of research on the productivity of public capital? Journal of Economic Surveys, 28, 889-916.
    132
    Notes: This figure reports the assumed grant and loan allocation used in the simulations. Note that this is a stylised representation for modelling purposes only; actual sums financed from NGEU are bound
    to differ. Grant instruments include RRF grants and additional resources such as ReactEU and the Just Transition Fund.
    Source: European Commission
    Modelling NGEU in the QUEST model: While necessarily simplifying the full mechanics of NGEU, the modelling approach distinguishes grant and loan
    allocations for each Member State based on the currently available information. Also, it fully takes into account the increase in EU debt associated with
    NGEU. A separate EU budget accounts for the new EU-wide debt financed via long-term contributions of the Member States.
    Modelling public investment: A central assumption is that public investment is productivity-enhancing, a notion broadly supported by the empirical
    literature (see Bom and Ligthart 2014)309
    , despite identification challenges. Formally, the model captures productivity effects by including public capital in
    the private sector’s production process. igher public capital then increases output for given inputs (private capital and labour). A simplified representation
    of the private-sector production function is given by:
    309
    Bom, P. and Ligthart, J.E. (2014) What Have We Learned From Three Decades Of Research On The Productivity Of Public Capital?, in Journal of Economic Surveys, 28, pages 889-916.
    133
    𝑌𝑡 = 𝑁𝑡
    𝛼
    𝐾𝑡
    1−𝛼(𝐾𝑡
    𝐺)𝛼𝐺,
    where 𝑌𝑡, 𝐾𝑡, 𝑁𝑡, 𝛼 and 𝐾𝑡
    𝐺
    denote output, private capital, labour, the labour share, and effective public capital, respectively. The output elasticity of public
    capital 𝛼𝐺 ≥ 0, drives the medium and long-run GDP effects in the simulations. The QUEST model calibration follows the empirical literature to calibrate
    this parameter. These studies, however, have found different degrees of productivity, and there is no consensus. Bom and Ligthart (2014) find a mean
    output elasticity of public capital of 0.12. For robustness, the simulations also consider 𝛼𝐺
    = 0.05 as a low-productivity scenario.
    Public investment often faces delays in both implementation and construction. For example, projects need to be contracted. New infrastructure projects
    take time before benefiting their users (e.g., building highways or bridges). These features have two main implications. Firstly, government investment is
    not immediately productive, reflecting time-to-build lags. Thus, in contrast to the standard model, government investment does not translate directly into
    productivity-enhancing public capital. Instead, with the time-to-build delay, the positive supply-side effects materialise later, reducing the short-run
    multiplier. Nonetheless, they remain persistent as public capital depreciates only slowly.
    Besides its supply-side effects, public investment directly enters GDP in the national-account expenditure items.
    Other model elements:
    • International linkages: QUEST features a rich trade structure linking individual economies. While adding complexity, this approach captures the
    transmission of NGEU in the highly integrated EU economy. The model distinguishes tradable and non-tradable goods and services, and explicitly
    features imported intermediate inputs. The latter capture cross-border value chains and have significant implications for spillovers.
    • Household heterogeneity and sticky wages: QUEST distinguishes (optimising) Ricardian and liquidity-constrained households (rule-of-thumb
    consumers). The latter households do not participate in financial markets and consume their entire disposable income in every period. Together with
    imperfect labour and goods markets, this feature implies a higher sensitivity of consumption to income, generating Keynesian effects of fiscal
    stimulus, in line with empirical evidence.
    • Real frictions: As typically assumed in larger DSGE models, goods production in our setup also features variable capacity utilisation, capital-
    adjustment costs, and labour-adjustment costs. In line with estimated model versions, these model features help to capture the economy’s dynamic
    behaviour.
    134
    Model calibration: Model parameters that characterise the model’s steady state are calibrated based on national accounts, fiscal data, and trade data. Steady-
    state aggregates (like private and public consumption; investment; trade openness; and trade linkages) are calibrated on region-specific data. The steady-
    state import share in demand for tradables, and the share of intermediates in tradable and non-tradable-sector production are both based on input-output
    tables from the WIOD database. The shares of bilateral imports are based on the IMF Direction of Trade Statistics (DOTS) for goods trade and on Eurostat,
    OECD and WTO data sources for services. The baseline government-debt-to-GDP ratios reflect the average ratios observed over the last decade.
    Behavioural parameters that govern the dynamic adjustment to shocks are based on earlier estimated QUEST model versions. Parameters for the adjustment
    of prices and wages, which determine the sensitivity of prices and wages to demand and supply shocks, are informed by evidence of average price and
    wage adjustment frequencies. Online Appendix C in Pfeiffer et al. (2023a) reports further details on the calibration strategy and data sources.
    Model uncertainty and sensitivity analysis: Besides the low-productivity scenario presented above, the Online Appendix in Pfeiffer et al. (2023a) helps to
    assess the robustness of the results and understand how variations in key parameters can impact the outcomes, such as assumptions on fiscal and monetary
    policy, labour supply elasticity and speed of NGEU fund disbursement.
    Model robustness
    To assess the robustness, it is helpful to position the QUEST simulation results relative to other macroeconomic research on the potential impacts of NGEU.
    In general, while simulation results can quantify potential macroeconomic impacts, they depend on the modelling choices and features of the framework.
    • The QUEST simulations do not account for the potentially significant benefits of reforms, which are fundamental to the RRF. Quantifying these
    benefits, especially in advance, is challenging. In related work, however, Pfeiffer, Varga, and in ‘t Veld (2023b) illustrate the potential long-run
    gains of economic reforms.310
    • European Central Bank (‘ECB’) research (Bańkowski et al., 202 )311
    estimates that, by 2026, NGEU could boost the euro area's GDP by as much
    as 1.5%, with more pronounced effects in the main recipient nations. For instance, in Italy and Spain, which are among the major beneficiaries, the
    ratio of public debt to GDP could decrease by over 10 percentage points by 2031.
    310
    See Pfeiffer, P., Varga, J, and in ‘t Veld, J. (2023b) Unleashing Potential: Model-Based Reform Benchmarking for EU Member States, available at: https://economy-
    finance.ec.europa.eu/publications/unleashing-potential-model-based-reform-benchmarking-eu-member-states_en.
    311
    Bańkowski, K., Bouabdallah, ., Semeano, J. D., Dorrucci, E., Freier, M., Jacquinot, P., Modery, W., Rodríguez-Vives, M., Valenta, V., & Zorell, N. (2021), The economic impact of Next Generation
    EU: a euro area perspective, in Occasional Paper Series (No. 291). European Central Bank.
    135
    • While both studies, ECB and QUEST analyses, find substantial growth effects in the EU, there are differences in assumptions and approaches. First,
    compared to the QUEST modelling, the ECB authors consider illustrative reforms (mark-up shocks) and include stylised risk premium reductions312
    .
    Second, compared to the benchmark scenario used in the Commission ‘s simulations, the ECB estimates are based on (more pessimistic) assumptions
    on additionality and productivity313
    . Finally, the country and programme coverage are more limited than in the QUEST simulation, which covers all
    27 EU Member States and other NGEU funds beyond the RRF.
    • The external mid-term evaluation supporting study applies the NiGEM model to simulate the effects of NGEU, finding smaller multipliers than the
    QUEST simulations. Notably, the long-run government investment multipliers appear to be substantially below the estimates presented in Table
    A2.6. below314
    . The authors explain these results by more pessimistic productivity assumptions and the fact that, for some Member States, the
    NiGEM model applies a simplified model structure315
    . As a result, the simulated long-run EU GDP effects are considerably smaller in the order of
    0.3% of GDP. In other aspects, the approach is broadly in line with the QUEST simulations, emphasising, for example, the role of positive spillover
    effects.
    • It is important to acknowledge, that the provided model-based simulation strongly hinge on the concept of additionality. The authors of the
    supporting study argue that the additional investment stimulated by the RRF was limited due to the short period allocated for implementation and
    the overlap with projects fundable by Cohesion Policy instruments. If only 25% (Northern and Western Europe) and 60% (other countries) of non-
    repayable support and loans were spent on additional investment, the GDP gains are reduced by a little over a quarter.
    • The NiGEM simulations also include reforms, which, however, are illustrative since the assumed shock sizes (e.g., changes in macroeconomic
    indicators) remain unrelated to concrete RRF reforms.
    312
    The NGEU's effect on sovereign risk premia is inferred from the drop in bond spreads within three weeks of the May 2020 Franco-German recovery fund announcement. This implies that without
    NGEU, the spread increase from March 2020 would have continued otherwise. Although factors like the ECB’s PEPP and SURE could account for the spread decline, it's wholly attributed to NGEU.
    Moreover, the assessment assumes enhanced financing conditions also for households and firms.
    313
    Moreover, the ECB simulations assume 80% of spending is investment, and the remainder is non-productive spending (transfers, other expenditure). The assumed output elasticity for public investment
    is also below the median estimate reported by Bom and Ligthart (2014) and applied in the (high-productivity scenario of the) QUEST simulation. The simulation presented in DG ECFIN’s 2020 autumn
    forecast also considered a low-additionality scenario. See European Commission (2020). Macroeconomic effects of Next Generation EU, in European Economic Forecast: Autumn 2020, Special Issue
    3.2’. Institutional Paper 3 , pp. -70.
    314
    Other model-based estimates also suggest higher multipliers. See, Bozou, C., & Creel, J. (2023). Comparing different features of a fiscal stimulus in the euro area Sciences Po OFCE Working Paper No.
    05/2023.
    315
    Essentially, for these countries, all government expenditures are categorised as “consumption”, and thus, the model does not include any benefits from higher public capital.
    136
    Table A2.6. shows that the cumulative multipliers are in the (lower) range of the estimates in the macroeconomic modelling literature, as reported by Ramey
    (2021, p. 239)316
    . The alternative (low productivity) scenario highlights the importance of high-quality investment projects to generate high fiscal multipliers.
    Table A2.6.: Long-run multipliers
    QUEST simulation Ramey (2021)
    Government consumption - 0.9
    Government investment (high productivity,
    undiscounted)
    6.5 4.9 to 9.8
    Government investment (low productivity,
    undiscounted)
    3.1 2.9 to 5.4
    Government investment (low productivity,
    discounted)
    1.7 1.7 to 3.2
    Notes: This table compares the simulated QUEST long-run multipliers to those reported in Ramey (2021, New-Keynesian model). In the last row, the same discount factor as Ramey (4% p.a., ex-post) was
    applied. Multipliers correspond to the ratio of the integrals of the GDP gains and the NGEU funds.
    Source: European Commission
    Methodology to report on estimated expenditures under each pillar
    In line with Article 29(3) of the RRF Regulation, the Commission has developed a methodology to report on the contribution of the RRPs to each of the
    Facility’s six pillars.
    The indicative break-down of disbursements by policy pillar is calculated as follows:
    316
    Ramey, V. A. (2021). The macroeconomic consequences of infrastructure investment. In E. L. Glaeser & J. M. Poterba (Eds.), Economic Analysis and Infrastructure Investment (pp. 219-268). University
    of Chicago Press, available at https://www.nber.org/system/files/chapters/c14366/c14366.pdf.
    137
    1. Bearing in mind that RRF disbursements are linked to the satisfactory fulfilment of milestones and targets and not to the actual costs incurred, the
    unit value of milestones and targets is calculated by dividing the total allocation of a national plan by the number of milestones and targets contained
    in the plan. Therefore, each milestone and target have the same unit value, allowing to report on both investments and reforms, even if reforms have
    usually no or very low cost.
    2. The Commission, in consultation with the Member States, assigns two policy pillars to each measure included in the recovery and resilience plans.
    Since each milestone and target is linked to a measure, milestones and targets are indirectly linked to the two policy pillars assigned to the measure
    they belong to. Hence, a disbursement based on the satisfactory fulfilment of 44 milestones and targets, would correspond to 88 assignments of
    policy pillars (see also example below).
    3. The number of assignments under the same pillar is multiplied by the unit value of milestones and targets calculated in step 1. For instance, if there
    are 18 green transition pillar assignments out of 88 milestones and targets (see below), and the unit value of each milestone and target in the plan
    concerned is EUR 20.2 million, the contribution of the disbursement to the green transition pillar would be 18 x 20.2 = EUR 364 million.
    4. The share of value of milestones and targets per pillar is calculated by dividing the contributions to each pillar (step 3) by the sum of contributions
    to the six pillars. For example, if the value of the milestones and targets linked to the green transition pillar is EUR 364 million, and the sum of the
    value of all milestones and targets under one instalment is EUR 1.781 billion, the share of the value of milestones and targets linked to the green
    transition pillar is 364 /1.781 = 20.45%.
    5. The estimate of the contribution of a disbursement to each pillar corresponds to the share of the disbursement linked to the value of milestones and
    targets per pillar. For instance, if the share of the value for the green transition pillar is 20.45% and the disbursement corresponds to EUR 804.5
    million, the expenditure related to the green transition pillar is (804.5 million/100) x 20.45 = EUR 164.57 million.
    For example:
    Total allocation: EUR 3,461,398,824
    Total number of milestones and targets in the plan: 171
    Unit value of milestones and targets: total allocation/ total number of milestones and targets = EUR 20,242,098
    Payment request: EUR 804,597,701
    138
    Number of milestones and targets linked to the first payment: 44
    Figure A2.7.: Methodology
    Source: European Commission
    Assessment of the supporting study
    The work carried out by the external contractor delivered on the objectives and tasks set in the Terms of Reference and followed the work plan agreed with
    the ISSG.
    139
    Although the supporting study had to be performed within a short timeframe (March-November 2023), the consultants carried out all the expected tasks as
    planned: they delivered an extensive literature review, they performed the interviews as planned and carried out diverse surveys, they analysed the RRF
    implementation in Member States and conducted eight in-depth case studies, covering the six pillars defining the scope of the Facility (one case study per
    pillar), as well as two case studies on two important themes for the RRF implementation (the support of cross-border projects and a comparison between
    the RRF and cohesion). They also performed a macro-economic analysis to assess the impact of the RRF on EU GDP, using the NiGEM model. Only the
    survey targeted to National Parliaments did not bring the expected results, given the very low response rate, and was therefore not used for the supporting
    study.
    The supporting study Is overall of good quality. The results are triangulated with various sources of information to ensure the conclusions are robust. The
    consultants made their best efforts to identify the impact on the ground, searching for data available at national level to assess the impact of the reforms
    and investments implemented on the ground. The supporting study is neutral and well balanced, presenting the facts, the diverse views of relevant
    stakeholders and identified both the positive and negative aspects of the Facility.
    Overall, the report is rich of information and well-written. Furthermore, the consultants provided translations of the executive summary into DE and FR.
    Data limitations
    Table A2.7: Methods applied and limitations – an overview
    Method Overview Input into the
    evaluation
    Limitations
    Literature
    review
    The literature review is presented
    in Annex III of the supporting
    study, while its Annex IV of the
    supporting study lists the literature
    reviewed.
    All evaluation criteria While the literature review contributed to answering the evaluation questions, most of the available
    literature to date presents the expectations for the RRF, rather than offering a review of its
    implementation. This is natural considering the stage of implementation of the RRF, but diminished
    the usefulness of the available literature.
    Databases There are two main databases that
    were developed for the purposes
    of the study:
    - Primary database, using
    Commission data on RRF
    monitoring
    Primary database –
    Effectiveness criterion.
    All evaluation criteria
    for the secondary
    database
    The primary database has proved very useful in identifying the status of disbursements, milestones
    and targets, and common indicators. A limitation of this data is that it does not go beyond available
    monitoring data. Another limitation is that considering the current status of implementation of the
    RRF, it is not possible to reach conclusions on the effectiveness along the six RRF pillars (as noted
    in the Effectiveness section, the state of implementation of the milestones and targets per pillar
    ranges from 8% to 13%). Furthermore, the common indicators themselves offer specific challenges:
    they cover very broad aspects of the RRP measures (making disentangling their specific origin and
    140
    - Secondary database, which
    incorporates interview input
    and data on results gathered
    at national level. In view of
    protecting the anonymity of
    the interviewees, in Annex
    V, only the data on results is
    provided.
    contribution to RRF objectives difficult); given the stage of RRP implementation, for some of them
    there have been limited reporting by Member State; and they do not have target values.
    Considering these limitations, the secondary database was established, trying to go beyond the
    available data and cover broader results of RRF reforms and investments and qualitative
    information. However, there are also limitations to the secondary database are: 1) large
    heterogeneity of information retrieved across Member States, in part also due to the different status
    of implementation of the national plans; 2) particularly for investments, it still presents largely
    expectations rather than actual effects, but this is due to the status of RRF implementation; 3)
    heterogeneity of available information at national level on the implementation of RRF measures (for
    some Member States the availability of academic literature on the RRF related measures is very
    high, while in others much less).
    Public
    consultation
    The public consultation was
    conducted from 16 March 2023 to
    8 June 2023. A total of 172
    responses were received
    All evaluation criteria A major limitation of the public consultation is the relatively limited number of responses received
    and the large share received from one Member State: Portugal. In this context, the consultation
    results have been used with particular care, triangulating also with other consultation tools, and no
    findings were based solely on public consultation input.
    Surveys Two targeted surveys were
    launched at the end of May 2023
    and closed on the 7th of July. The
    first survey addresses key national
    stakeholders involved in the
    programmes’ implementation, the
    projects’ selection, and the
    monitoring and reporting
    procedures. The second survey
    targets members of national
    parliaments involved in
    committees linked to areas of
    reform identified in the national
    Recovery and Resilience Plans.
    Effectiveness,
    Efficiency, Coherence,
    EU added value (for
    the national
    stakeholder survey)
    The survey with national RRF stakeholders was filled in by 40, out of 60 invited, which is a very
    good response rate. While the survey provided useful input across most evaluation criteria, some
    limitations emerged:
    - Since the survey had to cover a wide range of evaluation questions, it could not delve deeply into
    certain aspects that would have required more detailed ad hoc inquires, such as the collection of
    administrative costs. Thus, for administrative costs of Member States, additional information was
    requested through the RRF expert group (five Member States provided responses);
    - As most respondents were national coordination bodies, they could not provide the same level of
    detail for all questions. For example, gathering details on implementation costs was challenging
    because implementation is often delegated to line ministries.
    - Due to the short evaluation timeframe, the survey and interview program ran concurrently, limiting
    the potential for synergies and a thorough assessment of information gaps
    Despite the large number of invitations sent (1,800) and the translation of the questionnaire in all
    official EU languages (except Gaelic and Maltese) the survey with members of national
    parliaments received only five responses. Thus, its results were not incorporated into the
    evaluation.
    Interviews Targeted interviews were a
    cornerstone of our stakeholder
    consultation and allowed us to
    gather particularly qualitative and
    All evaluation criteria Overall, the response rate for the semi-structured interviews has been very high. The inherent
    limitation of this methodology is linked to the specific knowledge of the interviewee. This limitation
    has been largely compensated by the large consultation carried out with different stakeholders with
    whom different aspects of the evaluation questions were investigated.
    141
    in-depth information on the RRF.
    In total, 156 semi-structured
    interviews (of which 88 in the
    context of case studies) were
    conducted with national
    coordination bodies, the
    Commission, the EP, the EFC and
    EPC chairs, the EU social partners,
    the EESC, the CoR, NGOs and
    policy experts.
    Case studies Eight case studies have been
    conducted. Six focused on specific
    policy areas related to the RRF six
    pillars: (a) Energy efficiency
    buildings; (b) digitalisation of
    healthcare; (c) support to SMEs;
    (d) active labour market policies;
    (e) rule of law reforms; and (f)
    early childhood education and
    care. Two specific case studies
    have been added, one on cross-
    border projects and one on the
    interaction between other EU
    Cohesion Policy and the RRF.
    All evaluation criteria The main limitation of the case study approach is related to the different levels of depth of the
    analysis related to the two main factors: 1) availability of data on results due to different stages in
    the measures’ implementation and different types of measures (reforms or investments); 2)
    difficulties encountered especially in the consultation with stakeholders in different case studies.
    While not being a data limitation per se, it should also be acknowledged that the case studies findings
    cannot be considered as representative for all Member States or for the overall Facility. They provide
    a deep dive into some selected area, looking at selected Member States.
    Analysis of
    costs and
    benefits
    The analysis of costs and benefits
    has been structured into the
    following steps: cost mapping;
    assessing costs; assessing benefits;
    concluding on the benefit/cost
    ratio.
    Efficiency The two major limitations are:
    i) the reliance on a survey of national stakeholders to collect cost data. While it was the best available
    option in this context, collecting administrative costs typically requires multiple rounds of
    interactions with various entities involved in the governance and implementation of an investment
    program;
    ii) Quantifying and monetising the benefits has proven to be not feasible). This led to the decision
    to calculate the benefit-cost ratio of the RRF as the ratio between the absolute cumulative change
    in real GDP predicted by the macroeconomic model and the funding (both grants and loans).
    Macroeconomic
    model
    The macroeconomic analysis
    reported in the main body of the
    supporting study was carried out
    using the National Institute Global
    Effectiveness and
    Efficiency
    The limitations and assumptions of the models are presented in the text of the supporting study
    where relevant, and include: i) GDP per capita data was only available up to 2022; ii) NiGEM model
    142
    Econometric Model (NiGEM).
    The SWD also draws on the
    QUEST model, developed and
    maintained by the Commission.
    limitations317
    ; iii) the fact that the model does not take into account the impact of reforms under the
    RRF.
    The limitations of the QUEST model relate to model specifications and assumptions outlined in
    Annex II just above this table. n top of the models’ assumptions, the results are influenced by some
    important caveats: With focusing NGEU, the QUEST model’s estimates exceeds the effect of RRF
    investments on GDP, as the RRF only represents 90% of NGEU investment. At the same time, it
    provides a structural under-estimation of the RRFs GDP effects due to the missing effect of RRF
    reforms.
    Whilst such limitations have undoubtedly had a bearing on the exercise, they do not impact on the robustness or reliability of the overall mid-term evaluation
    conclusions which serve as a useful basis for reflections on the RRF. Overall, the conclusions reached on the achievements of the RRF at the mid-term
    point can be considered strong. The process has benefitted from the independence of the external evaluator and the expertise of informed stakeholders
    during the validation workshop. Finally, the skills and knowledge of the ISG have supported the quality assurance of the external report and the SWD mid-
    term evaluation.
    ANNEX III. EVALUATION MATRIX AND, WHERE RELEVANT, DETAILS ON ANSWERS TO THE EVALUATION QUESTIONS (BY CRITERION)
    Table A3.1: Evaluation Matrix and questions by criterion
    Evaluation questions Judgement criteria Indicators Main sources Evaluation tools
    Effectiveness
    Overall RRF functioning
    EQ1: To what extent has the
    RRF been effective in providing
    financial support to Member
    Timely (i.e., no lags) analysis and
    disbursement of the requests for
    • Timelines of the payment
    requests (in line with the
    original planning)
    Primary database and stakeholder
    consultations
    Descriptive statistics of:
    • Speed of disbursement
    • Value of disbursements
    317
    Three Member States – Cyprus, Luxembourg and Malta – are not modelled separately in NiGEM, results for these countries could not be obtained. For a number of other countries, specifically Bulgaria,
    Croatia, Estonia, Latvia, Lithuania, Slovakia and Slovenia, all government spending is treated as ‘consumption’ and so does not add to the economy’s capital stock, which is the main way that government
    investment raises GDP in the long run. As a result, the multipliers for these countries calculated by NiGEM were much smaller than expected. Finally, even for those countries in NiGEM where public
    investment is modelled separately to consumption and does add to the nation’s capital stock, raising long-run GDP, NiGEM assumes constant returns to scale, perfect substitutability between private
    and public capital and no productivity spillovers from public capital to private capital. As a result, the multipliers on public investment calculated using NiGEM are at the low end of estimates for these
    spillovers in the literature. Dealing with these limitations would require constructing what would essentially be a new macroeconomic model. In a way, QUEST is already that model; so, NiGEM can
    be thought as providing an independent ‘sanity check’ for the QUEST results. n the data side, assumptions made about interest payments, disbursements and the timing, extent and additionality of RRF
    spending that may turn out to be incorrect.
    143
    States (cf. pre-financing, speed
    of disbursements)
    pre-financing and instalments
    requests
    • Time lag between
    disbursement requests –
    approval or rejection – actual
    disbursement
    • Pre-financing value
    Opinion on the effectiveness of the
    provision of financial support
    EQ2: To what extent has the
    RRF been effective in enabling
    the implementation of reforms
    and investments respectively, as
    set out in the respective Council
    Implementing Decisions (CIDs)?
    Summative question (answer to be provided on the basis of the sub-questions below)
    EQ2.1: Given the current state of
    play of the Facility’s
    implementation, which outputs
    (milestones and targets) and
    results have already been
    achieved?
    Fulfilment of milestones and
    targets
    Extent of progress on the common
    indicators
    Values of milestones and targets
    Common indicator values
    Primary database and Recovery
    and Resilience Scoreboard
    Descriptive statistics and literature review
    (reports on the RRF implementation)
    EQ2.2: To what extent did the
    achievement of milestones and
    targets translate into the
    successful implementation of
    reforms and investments?
    Results of investments and reforms
    are aligned to the expectations.
    Degree of granularity of targets
    and clarity of milestones and
    capacity to trace investments and
    reforms implementation
    Identified results of investments
    Identified results of reforms
    Qualitative assessment of
    targets/milestones granularity and
    clarity vis-à-vis national decision-
    making processes
    For the results of
    investments/reforms – secondary
    database, stakeholder
    consultations, and case studies
    • Case Studies
    • Survey
    • Semi-structured interviews
    EQ2.3: How effective has the
    RRF been in supporting reforms
    that address the CSRs (as the
    support for implementing
    reforms is a key feature/novelty
    of the instrument)?
    Alignment between reforms and
    CSRs
    Qualitative interviews and
    comparative synoptic tables
    State of implementation of the
    CSRs
    Secondary database and
    stakeholder consultations
    Commission CSRs database[1]
    • Semi-structured interviews
    • Descriptive statistics
    EQ3: Was the Commission’s
    communication (including
    information discussions
    preceding the formal submission
    of RRPs/payment requests,
    timing and availability of
    guidance) effective to support
    the timely implementation of the
    RRF?
    Timely and available information
    communication on RRF
    procedures (e.g., submission of
    RRPs, payment requests, reporting
    etc.)
    • Timeliness of issuing
    guidance documentation
    • National authorities’
    perception of Commission
    communication effectiveness
    and impact on the plans’
    implementation
    Stakeholder consultation (in
    particular the survey with national
    coordination bodies)
    Review of guidance documents
    • Semi-structured interviews
    • Survey
    • Literature review (on guidance
    documents)
    144
    RRF objectives’ accomplishment
    EQ4: To what extent has the RRF been effective in:
    EQ4.1: cushioning the social and
    economic impact of the crisis, in
    particular on women
    Identified contribution to
    cushioning the social and
    economic impact of the crisis on
    women
    Common indicators, disaggregated
    by gender and the Scoreboard:
    • researchers working in
    supported research facilities;
    • participants in education or
    training;
    • people in employment or
    engaged in job searching
    activities;
    • young people aged 15-29
    receiving support.
    Qualitative and quantitative
    references related to the United
    Nations Sustainable Development
    Goal 5 on gender equality and the
    European Pillar of Social Rights.
    Primary database and Recovery
    and Resilience Scoreboard
    Stakeholder consultations
    • Descriptive statistics
    • Case studies
    • Semi-structured interviews
    • Descriptive statistics
    • Literature review
    EQ4.2: supporting the economic
    recovery
    Identified contribution to positive
    economic recovery trends
    Macroeconomic indicators (i.e.
    GDP, employment, productivity,
    government debt)
    National Institute of Economic
    and Social Research’s Global
    Econometric Model – NiGEM
    QUEST model
    • Descriptive statistics
    • Quantitative (macroeconomic)
    analysis of impacts – both by
    QUEST and through NiGeM
    EQ4.3: enhancing social and
    territorial cohesion
    • Enactment of reforms and
    investments to address social
    and territorial cohesion
    • Allocation of RRF funds
    between and within Member
    States
    Primary database
    Stakeholder consultations
    • Case study on modernisation of
    labour market institutions
    • Descriptive statistics
    • Semi-structured interviews
    EQ4.4: increasing health,
    economic, social and
    institutional resilience
    • Enactment of reforms and
    investments to support health,
    social and institutional
    resilience
    • Progress and expected
    progress of the relevant
    common indicators
    • Milestones and targets
    related to resilience
    • Relevant common indicators:
    Number of users of new and
    upgraded public digital
    services, products and
    processes; Capacity of new
    or modernised health care
    facilities
    Primary database and Recovery
    and Resilience Scoreboard
    Secondary database, incl. on
    stakeholder consultations
    • Case study on justice reform
    • Semi-structured interviews
    • Descriptive statistics on the
    common indicators progress
    EQ4.5: supporting the green
    transition
    • Enactment of reforms and
    investments to support the
    • Milestones and targets
    related to the green transition
    Primary database and Recovery
    and Resilience Scoreboard
    • Green transition case study
    • Surveys
    • Semi-structured interviews
    145
    green transition in the
    Member States.
    • Progress on the relevant
    common indicators
    • Compliance with the DNSH
    principle is ensured by the
    existing procedures
    • Green common indicators: 1)
    Savings in annual primary
    energy consumption; (2)
    Additional operational
    capacity installed for
    renewable energy; (3)
    Alternative fuels
    infrastructure
    (refuelling/recharging
    points)
    • Information on procedures
    and application of the DNSH
    principle by beneficiaries
    Secondary database, incl. on
    stakeholder consultations
    • Desk research, incl. on the
    alignment to the DNSH principle
    • Descriptive statistics on the
    common indicators progress
    EQ4.6: supporting the digital
    transition
    • Enactment of reforms and
    investments to support digital
    transition in the Member
    States
    • Progress on the relevant
    common indicators
    • Milestones and targets
    related to the digital
    transition
    • Digital common indicators:
    5) Additional dwellings with
    internet access provided via
    very high-capacity networks;
    6) Enterprises supported to
    develop or adopt digital
    products, services and
    application processes; 7)
    Users of new and upgraded
    public digital services,
    products and processes
    Primary database and Recovery
    and Resilience Scoreboard
    Secondary database, incl. on
    stakeholder consultations
    • Digital transition case study;
    • Surveys;
    • Semi-structured interviews
    • Desk research
    • Descriptive statistics on the
    common indicators progress
    EQ4.7: fostering smart,
    sustainable and inclusive –
    economic growth and
    employment potential within the
    Union
    • Enactment of reforms and
    investments to support
    inclusive economic growth
    and employment in the
    Member States
    • Progress and expected
    progress of the relevant
    common indicators
    • Milestones and targets
    related to fostering smart,
    sustainable and inclusive –
    economic growth and
    employment potential
    • Relevant common indicators:
    8) Researchers working in
    supported research facilities;
    9) Enterprises supported (of
    which small – including
    micro, medium, large); 10)
    Number of participants in
    education or training; 11)
    Number of people in
    Primary database and Recovery
    and Resilience Scoreboard
    Secondary database, incl. on
    stakeholder consultations and
    macroeconomic imbalance trends
    • Case study on smart, sustainable
    and inclusive growth;
    • Surveys;
    • Semi-structured interviews
    • Descriptive statistics on the
    common indicators progress
    146
    employment or engaged in
    job searching activities
    EQ4.8: supporting policies for
    next generation
    • Enactment of reforms and
    investments to support Early
    Childhood Education and
    Care, Education policies and
    Youth integration in the
    labour market
    • Progress of the relevant
    common indicators
    • Milestones and targets
    related to policies for the
    next generation
    • Relevant common indicators:
    13) Classroom capacity of
    new or modernised childcare
    and education facilities and
    14) Number of young people
    aged 15-29 years receiving
    support
    Primary database and Recovery
    and Resilience Scoreboard
    Secondary database, incl. on
    stakeholder consultations
    • Case study on policies for the next
    generation
    • Surveys
    • Semi-structured interviews
    • Descriptive statistics on the
    common indicators progress
    EQ4.9: mitigating the long-term
    risks stemming from the
    COVID-19 crisis
    • Reduction in spreads of
    Member States
    • positive effects on the
    Member States’ GDP
    • MS spreads
    • GDP effects
    NiGEM, QUEST model • Literature review
    • Quantitative analysis of impacts
    (macroeconomic modelling)
    EQ.4.10: contributing to
    REPowerEU objectives
    • Expected contribution of
    reforms and investments to
    replace Russian fossil fuels
    and providing clean,
    affordable and secure energy
    to households and businesses
    across Europe.
    • Revised plans including
    REPowerEU chapters as
    approved by the cut-off date
    • Number of measures in the
    REPowerEU chapters
    implemented (if any);
    • REPowerEU objectives
    pursued in the respective
    chapters
    Desk research of REPowerEU
    chapters
    Stakeholder consultations
    • Desk research
    • Semi-structured interviews
    RRF implementation obstacles
    and unexpected effects
    EQ5.1: To what extent did
    external factors have an impact
    on the RRF roll-out? How this
    may have had an impact on the
    Facility’s effectiveness in
    reaching its objectives?
    Delays in or partial fulfilment of
    Milestones and Targets due to
    external factors (cf. war in
    Ukraine, exceptionally high
    inflation, supply shortages, labour
    shortages, energy crisis, other)
    Indicators related to external
    factors, e.g. inflation, energy prices
    Primary database – data on
    disbursements
    Contextual data on external
    factors, e.g. inflation, energy
    prices, labour shortages etc.
    • Semi-structured interviews
    • Surveys
    • Descriptive statistics
    • Literature review
    EQ5.2: To what extent did the
    absorption capacity of Member
    States affect the RRF
    effectiveness?
    Extent to which absorption
    capacity represents a factor in the
    RRF progress
    Evidence of problems related to
    absorption capacity
    Stakeholder consultations • Desk research
    • Semi-structured interviews
    147
    EQ5.3: Have any positive/or
    negative unexpected effects been
    identified?
    Exploratory question, i.e. no criteria / indicators
    RRF and EU Funding
    Instruments
    EQ6: How does the effectiveness
    of the RRF compare with that of
    other EU programme and
    instruments, notably cohesion
    funds?
    • Benchmarking RRF degree of
    achievement of targets and
    milestones with Cohesion
    Policy financing
    • Types and number of RRF
    ‘common indicators’ aligned
    with the ones of other
    programmes and funds
    (Cohesion Policy funds in
    particular)
    • Stakeholder perception on
    the RRF effectiveness in
    comparison with the
    Cohesion Policy financing
    Primary database – data on the
    progress of milestones / targets /
    common indicators
    Data on other programmes (e.g.
    Cohesion Policy)
    Stakeholder consultations
    • Case study on other instruments
    • Semi-structured interviews
    • Survey
    • Case study
    • Descriptive statistics
    RRF public visibility and
    contribution to strengthen the
    Union
    EQ7: How visible has the
    Recovery and Resilience Facility
    been to the public? How was the
    instrument perceived by the
    public, by Member States and by
    beneficiaries?
    • Perception (positive/negative)
    • Communication strategy and
    funding visibility and
    acknowledgement
    • Awareness of the RRF by
    the general public
    • Outreach statistics
    • Media coverage
    • Eurobarometer
    • Public consultation
    • Analysis of the Eurobarometer
    survey results
    • Public consultation results of
    citizens
    Overarching question
    EQ8: What have been so far the
    most effective aspects of the RRF
    (cf. speed of disbursements,
    implementation of long-
    standing/awaited/difficult
    reforms?) What has been the least
    effective?
    • Answers to the previous
    questions
    No specific indicators Response to the above EQs Qualitative assessment based on the
    answers to the previous questions
    EFFICIE
    NCY
    EQ9: How do the cost (inputs) of
    the Facility compare with the
    RRF outputs, results and impact?
    • (Positive) benefit-cost ratio
    • (Positive) general assessment
    on the proportionality of costs
    / achievements
    • Administrative costs – FTEs
    and total costs in EUR
    • Stakeholder opinion on the
    proportionality of the costs
    and achievements
    Information/reports from Member
    States on procedures and costs
    • Desk research
    • Semi-structured interviews
    • Survey
    • Descriptive statistics
    148
    EQ9.1: To what extent has the
    RRF – as a new instrument –
    created significant “entry-costs”
    for both national administrations
    and EU institutions (to become
    familiar with the functioning of
    the RRF)?
    (Positive) stakeholder opinion on
    the proportionality of costs
    • New administrative
    procedures created
    • New units/organisms created
    (e.g., audit, control,
    monitoring/reporting,
    coordination)
    Information/reports from Member
    States on procedures and costs
    Stakeholder consultations
    • Desk research
    • Semi-structured interviews
    • Survey
    EQ9.2: To what extent, did these
    “entry costs” evolve over time
    with the implementation of the
    instrument? How did the costs
    for the preparation of the Plans
    compare with those for the
    implementation of the plans?
    EQ10: To what extent has the
    RRF – as a new instrument –
    created significant “entry-costs”
    for both national administrations
    and EU institutions (to become
    familiar with the functioning of
    the RRF)?
    Exploratory question, i.e., no indicators / judgement criteria Information/reports from Member
    States on procedures and costs
    • Desk research
    • Semi-structured interviews
    • Survey
    EQ11: How do the costs/burden
    of the RRF compliance compare
    with those of other instruments,
    notably cohesion funds, also
    taking into account the costs of
    audits and controls, as well as of
    data collection?
    Level of proportionality of actual
    and perceived administrative costs
    of RRF as compared to cohesion
    funds in all the phase of the
    programming cycle (design,
    negotiation, information,
    implementation, funds
    disbursement, monitoring,
    reporting, audit and control)
    Exploratory question, i.e., no
    indicators / judgement criteria
    Available reports/information on
    administrative costs / burden
    Stakeholder consultations
    • Desk research
    • Semi-structured interviews
    • Survey
    EQ12: Can any unnecessary
    administrative burden and
    complexity be identified? To
    what extent is there scope for
    simplification?
    Identified potential for
    simplification
    List of areas with unnecessary
    burden, administrative complexity
    and for potential simplification
    Stakeholder consultations • Desk research
    • Semi-structured interviews
    • Survey
    EQ13: To what extent have there
    been efficiency gains from
    pursuing reforms and
    Shared perception of efficiency
    gains
    Stakeholder opinion of the
    efficiency gains resulting from the
    Stakeholder consultations • Desk research
    • Semi-structured interviews
    • Survey
    149
    investments together under one
    instrument?
    coordination of different policy
    areas
    COHERENCE
    EQ14: To what extent was the
    RRF coherent with the Technical
    Support Instrument?
    Level of coherence in terms of
    objectives and implementation
    with broad Union policies (e.g., in
    the green and digital sector) and
    the Technical Support Instrument
    Complementarity of specific
    activities
    Objectives, achievements, and
    timing of broad Union policies
    (e.g., in the green and digital
    sector)
    Objectives, achievements, and their
    timing of the Technical Support
    Instrument
    Share of RRF-linked projects in the
    TSI portfolio
    RRF regulation (and related acts)
    TSI-related documents (e.g.,
    Decisions, portfolio)
    • Desk research
    • Semi-structured interviews
    • Descriptive statistics on the TSI
    portfolio
    EQ15: To what extent has the
    RRF been integrated into the
    broader country-specific
    surveillance under the European
    Semester? To what extent have
    National Reform Programmes
    been used as a reporting tool for
    the RRF?
    Level of integration of the RRF in
    the Semester cycle 2021-2022 and
    2022-2023 via the National
    Reform Programme
    Actual inclusion of the RRPs
    reporting in the Semester
    RRF reporting within the
    European Semester (biannual)
    • Desk research
    • Semi-structured interviews
    EQ : To what extent have EU’s
    priorities guided the reforms and
    investments put forward by
    Member States in their recovery
    and resilience plans?
    The objectives defined in the EU
    Regulation as well as in the CSRs
    and the other EU initiatives (e.g.,
    Child Guarantee, Youth
    Guarantee, Social Pillar, EU Green
    Deal etc) mentioned in the
    Regulation did guide the drafting
    of the RRF plans
    • National and EU authorities’
    perception of the guidance of
    EU objectives in the drafting
    phase of the RRF
    • Alignment between EU
    priorities defined in the
    CSRs but also in other EU
    initiatives and RRF reforms
    and investments
    Key EU policy documents
    describing the EU priorities on
    twin transition, resilience, COVID
    response.
    • Desk Research
    • Semi-structured interviews
    • Case studies
    EQ17: To what extent have
    complementarity effects and
    synergies between the RRF with
    other EU programmes and
    instruments (such as Cohesion
    Policy funds) been identified and
    exploited?
    Mechanisms put in place to exploit
    synergies and complementarities
    and avoid overlapping and
    displacement effects
    • Guidelines and formal
    indications about how to
    exploit synergies.
    • Mechanisms reported by
    stakeholders and programme
    managers on how to exploit
    synergies and their effects
    Description of existing
    mechanisms
    Stakeholder consultation
    • Case study on other EU funds
    • Desk Research
    • Semi-structured interviews
    • Survey
    EQ18: To what extent were
    RRF/RRPs
    Mechanisms put in place to ensure
    coherence with Member States’
    • Guidelines and formal
    indications about how to
    Description of other existing
    Member States’ instruments
    • Desk Research
    • Semi-structured interviews
    150
    coherent/complementary with
    relevant Member States’
    instruments aiming to support
    the economic recovery after the
    COVID crisis?
    instruments related to the COVID
    crisis
    exploit synergies with other
    Member States’ instruments
    to cope with the COVID
    crisis; mechanisms reported
    by stakeholders and
    programme managers on
    how to exploit synergies and
    their effects;
    • Quantitative data on crisis
    response measures
    • Degree of alignment with
    Member States’ fiscal
    measures
    • Degree of complementarity
    between RRPs and the
    existing national post-
    pandemic recovery strategies
    aiming at support the economic
    recovery after the COVID crisis
    and mechanism to ensure
    consistency and complementarity
    • Survey
    • IMF database
    EQ19: To what extent have
    reforms and investments in the
    plans been complementary and
    mutually reinforcing?
    Alignment between reforms and
    investments vis-à-vis country-
    specific needs as identified in the
    Country Reports
    - Case studies • Case studies
    • Desk research
    • Semi-structured interviews
    EU
    ADDED
    VALUE
    Overarching question: EQ20: What has the RRF provided over and above what Member States actions and funding could have achieved?
    In particular:
    EQ20.1: Have substitution
    effects with national
    policies/programs and/or with
    other EU funded programmes
    been identified and if so, to
    which extent?
    Evidence / extent of substitution
    effects with national policies /
    programmes
    • Data / information of
    transferring investments
    from other national / EU
    programmes to the RRPs
    Stakeholder consultation • Semi-structured interviews
    •
    EQ20.2: To what extent have the
    EU’s advantageous borrowing
    conditions and the impact that
    the RRF had on reducing spreads
    of EU Member States at its
    creation, contributed to the
    benefits of the RRF?
    Evidence / extent of impact on
    spreads
    • Actual spreads vs under
    counterfactual
    • Borrowing rates / conditions
    (maturities, yield on govt
    bonds etc.)
    Eurostat/ECB statistics • Macroeconomic modelling (QUEST
    and NiGeM)
    • Desk research
    151
    EQ20.3: To what extent did the
    Facility contribute to the
    implementation and further
    development of multi-country
    projects?
    Evidence of implementation /
    development of multi-country
    projects
    • Numbers and types of multi-
    country projects
    • Numbers and types of multi-
    country projects financed by
    EU funds (e.g., Interreg)
    Primary database – data on the
    multi-country projects
    Databases on other multi-country
    projects
    • Desk Research
    • Semi-structured interviews
    • Descriptive statistics
    • Case study on cross-border projects
    EQ20.4: To what extent did the
    RRF contribute to maintaining
    the level-playing field and
    strengthening the Single Market?
    Crisis response measures by
    individual Member States would
    have been more disruptive/would
    have caused divergence in the
    single market in the absence of the
    RRF
    - Case studies • Desk research
    • Case studies
    EQ21: To what extent did the
    simultaneous implementation of
    reforms and investments across
    Member States create EU added
    value?
    RRF plans used to plan reforms
    together with investments that
    would otherwise not be
    implemented due to financial,
    technical or political constraints
    • National policy makers
    acknowledge the EU added
    value of the RRF instrument
    to implement together
    reforms and investments
    overcoming existing
    obstacles
    • Uptake of longstanding
    CSRs in reforms
    Stakeholder consultation • Semi-structured interviews
    • Case studies
    EQ22: To what extent, could
    similar results/impact be
    achieved with a different
    instrument at Union level (e.g.,
    budget support) or by Member
    States?
    Identification or lack of evidence
    that RRF objectives could have
    been achieved via other EU level
    instruments or Member States
    actions
    • Existing EU and Member
    States’ instruments/funds
    dedicated to achieving
    similar objectives to the RRF
    Primary database – data on the
    progress of milestones / targets /
    common indicators
    Stakeholder consultation
    • Semi-structured interviews
    • Survey
    • Case studies
    • Secondary database with RRP
    results
    RELEVANC
    E
    Overarching question: EQ23: To what extent does the RRF continue to be relevant in view of its objectives and how well do these objectives correspond with current needs within the EU?
    EQ23.1: To what extent did the
    initial allocation key remain
    relevant over the period?
    Allocation key reflects the
    evolving needs
    • Allocations data
    • Indicators used to calculate
    the allocation key (e.g.,
    GDP, employment)
    Primary database – data on
    allocations (current and original)
    • Descriptive statistics
    152
    EQ23.2: To what extent have the
    initial RRPs remained
    relevant/feasible to implement
    until 2026 (i.e., scope of changes
    made to the RRPs till the cut-off
    date)?
    RRPs remain relevant and feasible
    until the cut-off date
    • Milestones and targets
    compared to the
    implementation status;
    • Qualitative judgement on
    forward looking (until 2026)
    part.
    Primary database – data on the
    progress of milestones / targets /
    common indicators
    Assessment of effectiveness (and
    the expectations for the future)
    • Semi-structured interviews
    EQ24: To what extent is the
    instrument sufficiently
    flexible/agile to adjust to
    changing circumstances (cf.
    REPowerEU)?
    Timely changes in the instrument
    to changing circumstances
    Existing mechanisms for changes
    in the instrument
    • Identification of changing
    circumstances
    • Qualitative judgement based
    on REPowerEU experience
    Analysis on changing
    circumstances and corresponding
    changes in the instrument
    • Desk research including (Review of
    REPowerEU chapters)
    • Semi-structured interviews
    EQ25: What was the rationale
    behind Member States’ decisions
    to apply – or not apply – for
    loans under the RRF?
    Use of the loan compartment is in
    line with what could be expected
    based on market developments,
    level of debt burden of individual
    Member States and size of
    allocations
    • Uptake of loans
    • Rationales for using/not
    using loan compartment
    verview of Member States’ loan
    requests[2]
    • Descriptive statistics
    • Analysis on borrowing conditions
    (interest), indebtedness (debt/GDP)
    and loan uptake
    • Semi-structured interviews
    [1]
    The full database can be found at: https://ec.europa.eu/economy_finance/country-specific-recommendations-database/
    [2]
    https://commission.europa.eu/system/files/2023-09/01092023-Final-overview-of-MS-loan-requests-under-the-RRF_en.pdf
    Effectiveness
    EQ1: To what extent has the RRF been effective in providing financial support to Member States (pre-financing, speed of disbursements)
    Overall, the RRF has been effective in disbursing quickly post-crisis, notably thanks to pre-financing. Close to EUR 225 billion have been disbursed by 1
    February 2024, including EUR 157.2 billion disbursed upon the submission of payment requests and satisfactory fulfilment of milestones and targets, EUR
    56.7 billion in the form of RRF pre-financing, and EUR 10.4 billion in the form of REPowerEU pre-financing. EUR 144.0 billion of the total amount
    concerns non-repayable support and EUR 80.2 billion concerns loans. The planned and the disbursed financing in the first two years of operation of the
    RRF (2021-2022) are almost aligned.
    153
    The speed of disbursement is considered as one of the most effective features of the RRF318
    , also in comparison with disbursements made under Structural
    Funds319
    . The validity of comparing disbursement speed under Structural Funds with that under the RRF is however limited. This is because of, first, the
    larger amount of pre-financing over the total allocation under the RRF to date, second, the different disbursement mechanisms and, third, given that a larger
    share of reforms compared to investments has been implemented during the first years of the RRF implementation, which is therefore not comparable to
    cohesion funding320
    . However, overall, the RRF features, with substantial pre-financing and payments also linked to preparatory and intermediate steps of
    measures implemented on the ground, have enabled quicker disbursement to Member States than instruments where payments have been linked to
    expenditure already incurred, including Structural Funds, and thus have been effective in creating fiscal space in Member States in the aftermath of the
    COVID-19 crisis.
    The speed of disbursement in the first two years of operation of the RRF has followed the indicative yearly timetable for disbursements stemming from the
    operational arrangements321
    . Approximately 27% of the RRF budget was paid out via pre-financing and regular payments in the period 2021-2022, which
    is almost aligned with what was foreseen at the time of adoption of the plans (28% of budget was planned for the same period)322
    . Similarly, Member States
    have largely adhered to the planning of the first payments in 2021 and 2022, requesting their payments at the time initially foreseen, reinforcing close
    alignment between planned and disbursed financing in the first two years of the RRF.
    The revisions of the RRPs and the addition of REPowerEU chapters, in response to the war in Ukraine, have impacted the disbursement schedule of RRF
    funds in 2023, creating delays between actual disbursements and initially planned disbursements for 2023. The first half of the year 2023 has seen a
    slowdown in the submission of payment requests, with Member States focusing their efforts on the revision of plans and the addition of REPowerEU
    chapters. As a result, many Member States with a payment request indicatively planned for the first part of 2023 have pushed back the indicative timing by
    one to three quarters. As detailed in Section 3, the revisions of the RRPs (not only to factor in the updated maximum contribution, but also the impact of
    318
    See page 268 of the supporting study.
    319
    Zorell, N., and Tordoi, S. (2021) Towards an effective implementation of the EU’s recovery package, ECB Economic Bulletin, Issue 2/2021 available at: https://www.ecb.europa.eu/pub/economic-
    bulletin/focus/2021/html/ecb.ebbox202102_07~7050ed41dd.en.html.
    320
    See case study on the functioning of the RRF and other EU funds included in the supporting study.
    321
    Evidence in this paragraph is sourced from pages 48 to 54 of the supporting study.
    322
    According to the supporting study, see page 52.
    154
    inflation and supply chain disruptions) and the addition of REPowerEU chapters (as a response to the war in Ukraine and energy crisis) are the direct
    consequences of external factors, which have affected the implementation of the Facility.
    As the revisions of the RRPs advanced, the submission of payment requests significantly picked up pace in the second half of 2023. Between May and
    December 2023, 26 payment requests were submitted and EUR 60.9 billion disbursed following the satisfactory fulfilment of milestones and targets. With
    most revised RRPs having been adopted, this catching-up effect is expected to continue as Member States have continued to implement the measures of
    their RRP. For example, 8 payment requests have been submitted very swiftly after the plans’ revisions and were being assessed by the Commission in
    January 2024. It is therefore a challenging, but still an achievable task to catch up on the delays experienced in the first half of 2023 in the time available
    until the end-2026 deadline.
    Within the overall progress in the disbursement of RRF funds explained above, the situation varies across Member States. Notably, to date, three Member
    States have not yet submitted a payment request (Hungary, the Netherlands and Sweden). No pre-financing requests were received in 2021 from any of
    these three Member States, as a result of the late adoption of these Member States’ CIDs in 2022, after the legal deadline for pre-financing of 31 December
    2021. Hungary has however received REPowerEU pre-financing in December 2023. In contrast, eight Member States have already submitted three or more
    payment requests. In line with the performance-based nature of the RRF, payments can only be made where concrete progress towards the achievement of
    reforms and investments, and thereby towards the RRF’s specific objective, has been made.
    EQ2: To what extent has the RRF been effective in enabling the implementation of reforms and investments respectively, as set out in the respective
    Council Implementing Decisions (CIDs):
    EQ2.1: Given the current state of play of the Facility’s implementation, which outputs (milestones and targets) and results have already been
    achieved?
    As of 1 February 2024, 18% of all planned milestones and targets have been assessed by the Commission as fulfilled (or 1,153 out of 6,266). An additional
    20% of all planned milestones and targets (or 1,238 out of 6,266) have been reported by Member States as completed, which, when taken together, indicates
    that 38% of all planned milestones and targets (or 2,391) are either assessed by the Commission as fulfilled or reported by Member States as completed.
    Despite this progress and the fact that the speed of disbursement in the first two year of operation of the RRF has followed the indicative timeline, the
    revisions of the RRPs and the addition of REPowerEU chapters have impacted the disbursement schedule of RRF funds in 2023, creating delays between
    155
    actual disbursements and initially planned disbursements. The first half of the year 2023 has seen a slowdown in the submission of payment requests, with
    Member States focusing their efforts on the revision of plans and the addition of REPowerEU chapters. As a result, many Member States with a payment
    request indicatively planned for the first part of 2023 have pushed back the indicative timing by one to three quarters. As the revisions of the RRPs advanced,
    the submission of payment requests significantly picked up pace in the second half of 2023. Between May and December 2023, 26 payment requests were
    submitted and EUR 60.9 billion disbursed. With most revised RRPs having been adopted, this catching-up effect is expected to continue as Member States
    have continued to implement the measures of their RRP. For example, 18 payment requests have been submitted very swiftly after the plans’ revisions and
    were being assessed by the Commission by 1 February 2024. It is therefore a challenging, but still an achievable task to catch up on the delays experienced
    in the first half of 2023 in the time available until the end-2026 deadline.
    The fulfilled milestones and targets cover all six pillars of the RRF. The pillars of smart, sustainable and inclusive growth (approximately 21%) and health,
    and economic, social and institutional resilience have the highest percentages of fulfilled milestones and targets (20%) out of the planned milestones and
    targets linked to these pillars, followed then by the pillar of green transition and of policies for the next generation (both at 17%). The digital pillar has the
    lowest percentage fulfilled out of all milestones and targets linked to the pillar (15%).
    An important caveat to note is that the number of “fulfilled” milestones and targets only consider those covered in payment requests submitted to and
    assessed by the Commission, not the progress made by Member States in implementing and completing milestones and targets. As it becomes clear in the
    bi-annual reporting from Member States, the implementation of milestones and targets is progressing while some payment requests are being delayed: by
    1 February 2024, 1,238 additional milestones and targets are self-reported by Member States as completed, even though they have not yet been submitted
    to the Commission as part of a payment request. This represents an additional 20% of planned milestones and targets reported by Member States as
    completed but not yet assessed by the Commission.
    The RRF has progressed along all fourteen common indicators. Noteworthy achievements include: 28.2 million MWh/year savings in annual primary
    energy consumption, 5.6 million additional dwellings with internet access, over 500,000 enterprises supported, 8.7 million supported participants in
    education or training, 5.8 million young people (aged 15-29) receiving support. For some common indicators (e.g. additional dwellings with internet access,
    population benefitting from protection measures against natural disasters, and capacity of new or modernised health care facilities) only 7-9 Member States
    have reported achievements so far. It has to be acknowledged that investments in infrastructure usually require time until they become operational and can
    be reported.
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    EQ2.2: To what extent did the achievement of milestones and targets translate into the successful implementation of reforms and investments?
    Even though milestones and targets largely measure input and output indicators at this intermediate stage, their implementation has in some cases already
    translated into results linked to the RRPs measures. The RRF has in particular triggered the implementation of major reforms across a wide range of policy
    areas: labour market (Spain), social protection and pensions (Croatia, Spain), civil and criminal justice (Italy, Spain, Croatia) public administration,
    including digitalisation (Italy, Slovakia, Germany), spending review and public finance governance (Belgium, France), anti-money laundering framework
    (Ireland, Sweden, Luxembourg), licensing simplification reforms to boost the investments in renewables (Greece, Portugal, Spain), roll-out of renewable
    energy and sustainable transport (Croatia, Romania), introduction of 5G (Belgium), structural reform of the education system (Spain, Croatia) as well as
    research and innovation (Spain).
    By contrast, only a few investments are completed and have already produced tangible results. This is to be expected, given the early stage of this evaluation.
    The implemented investments are still in the early stages, with milestones capturing first steps in the implementation: investments included in the RRPs
    are spread over the RRF timeline, but most are planned to be completed in 2025/2026.
    EQ2.3: How effective has the RRF been in supporting reforms that address the CSRs (as the support for implementing reforms is a key
    feature/novelty of the instrument)?
    The reforms indicated by Member States address all or a significant subset of challenges identified in the European Semester’s Country-Specific
    Recommendations. Overall, there is unanimous agreement between Member States and the various EU institutions, including the European Parliament323
    and the ECA324
    , that the RRF has been effective in supporting CSR-related reforms325
    . The literature326
    confirms the views of the European Parliament and
    of the ECA in recognising that the RRF contributed effectively to the support of reforms that otherwise would not have been implemented. The strength of
    323
    See European Parliament resolution of 10 May 2023 with observations forming an integral part of the decisions on discharge in respect of the implementation of the general budget of the European
    Union for the financial year 2021, Section III – Commission and executive agencies (2022/2081(DEC)), available at: https://www.europarl.europa.eu/doceo/document/TA-9-2023-0137_EN.html.
    324
    European Court of Auditors (2022) Special Report: The Commission’s assessment of national recovery and resilience plans: Overall appropriate but implementation risks remain, available at:
    https://www.eca.europa.eu/Lists/ECADocuments/SR22_21/SR_NRRPs_EN.pdf.
    325
    See pages 251 to 252 of the supporting study.
    326
    See pages 251 to 252 of the supporting study.
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    the link between CSRs implementation and financial support is particularly important for Member States that receive a larger size of the financial support:
    those that receive a proportionally bigger financial envelope are more likely to commit to and implement structural reforms.
    The RRF has significantly accelerated policy action to address the CSRs, which, in the past, was considered weak327
    . The European Court of Auditors328
    found that, over the 2011-2017 period, only 1.6 % of CSRs were deemed to have been ‘fully implemented’ within one year after issuance, and that only
    26 % of the CSRs have been implemented over the full 2011-2018 period. In the two years preceding the RRF, the share of 2016-2017 CSRs reaching at
    least ‘some progress’ increased by only six percentage points from 3% in 20 8 to 9% in 2020. In comparison, the share of CSRs reaching at least ‘some
    progress’ increased by percentage points from 2% in 202 before the RRF to almost 69% in 2023, after two years of RRF implementation. Member
    States have made most progress on access to finance and financial services, followed by labour market functioning, anti-money laundering and business
    environment. At the same time, progress has been less visible in the areas of the single market, competition and State aid, housing, long-term care and
    pension systems. Progress in the implementation of the recommendations adopted in 2022 has also been substantial. Member States have made at least
    ‘some progress’ in almost 2% of the recommendations addressed to them in July 2022.
    The financial incentives provided by the RRF’s performance-based approach reinforce the implementation of the CSRs329
    . The fact that financial support
    is conditional upon the implementation of reforms is recognised by interviewees, stakeholders and external evaluators as the most relevant factor explaining
    the RRF's success in introducing long-awaited structural reforms that address the Semester’s CSRs. The strength of the linkage between implementation of
    CSR-related reforms and financial support is particularly important for Member States that receive a larger size of the financial support: those that receive
    a proportionally bigger financial envelope are more likely to commit to and implement structural reforms. Finally, the RRF serves as an incentive for
    Member States to internally steer the political debate and overcome resistance against long-awaited reforms. When the national governments’ ownership
    of their RRPs is high, the RRF has been presented as an “external steer” that incentivises Member States to abide by the measures indicated in their RRPs330
    .
    327
    See pages 251 to 252 of the supporting study.
    328
    Special report 16/2020 of the European Court of Auditors.
    329
    Evidence in this paragraph is sourced from the supporting study, see pages 74 to 76.
    330
    See pages 74 to 76 of the supporting study.
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    EQ3: Was the Commission’s communication (including information discussions preceding the formal submission of RRPs/payment requests, timing
    and availability of guidance) effective to support the timely implementation of the RRF?
    The Commission's communication in the drafting phase of the RRPs was considered timely and clear by the majority of Member States. Still, two aspects
    that could be improved have been indicated by Member States. The first regards the DNSH guidance, which arrived, according to stakeholders331
    ,–– late in
    the drafting phase of the RRPs, thus creating some additional burden for administrations. The second regards the perceived low interaction among Member
    States, especially on cross-border projects, which – according to Member States themselves – could have been well coordinated by the Commission.
    Some concerns have been raised about the Commission’s communication in the implementation of the RRPs. In particular, Member States mentioned some
    unclarity with respect to the role of control and audits and the lack of sufficient flexibility in the interpretation of milestones and targets. With respect to
    the latter, Member States raised concerns with respect to the assessment of milestones and targets and the payment suspension methodology. The
    Commission Communication of February 2023 has been broadly welcomed as a positive step to clarify the assessment criteria for the payment requests or
    (partial) suspension and the milestones and targets’ satisfactory fulfilment. The framework is considered to be overall satisfactory by all national
    coordination bodies when it comes to investments, while some discretion and unclarity are still reported by Member States regarding reforms.
    EQ4: To what extent has the RRF been effective in:
    EQ4.1: cushioning the social and economic impact of the crisis, in particular on women
    Member States are progressing with the implementation of measures with a focus on gender equality and equal opportunities for all. The 27 plans adopted
    contain 134 (sub-)measures with a focus on gender equality, and many reforms and investments that are explicitly aimed at contributing to equal
    opportunities in general332
    . Of the 256 milestones and targets with a focus on gender equality in the 27 RRPs, 83 are already reported as completed or
    assessed as fulfilled by 1 February 2024, representing a 32% progress rate (13% positively assessed).
    331
    See page 77 of the supporting study.
    332
    For further information, see European Commission (2023) Recovery and Resilience Facility Annual Report 2023 (COM(2023) 545 final/2), available at:
    https://commission.europa.eu/publications/recovery-and-resilience-facility-annual-report-2023_en.
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    The effectiveness of the RRF in cushioning the impacts of the crisis on women is expected to vary among Member States and depends on various factors,
    including the share, topic areas and quality of gender-related measures, the extent of gender mainstreaming and male employment bias, and the actions that
    have been and will be taken during the RRF’s implementation, monitoring, and evaluation. verall, some stakeholders have a more critical stance on the
    performance of the RRF regarding gender equality, while others rather underline the strengths and many efforts taken to ensure an inclusive recovery and
    mitigate the effects of the crisis on women in a challenging context.
    Looking at the effectiveness overall, three of the four common indicators that have been disaggregated by gender show that more women than men were
    supported by the RRF so far. Many relevant gender-related CSRs have also been reported to have at least a degree of progress. On the other hand, three ex-
    ante national gender impact evaluations on the RRF investments are rather critical about the gendered impact of some RRPs. Analysed gender-flagged
    measures indicate that relevant outputs have been achieved already, and relevant results and impacts are expected. Many results and impacts have, however,
    not yet materialised, depend on further implementation and are generally (especially reforms) difficult to measure.
    EQ4.2: supporting the economic recovery
    The RRF has contributed to preserving public investment in the EU and is expected to boost it going forward. The EU’s aggregate public investment ratio
    is expected to rise to 3.4% of GDP in 2024, having increased from 3.0% in 2019 to an expected 3.3% in 2023, according to the Commission’s 2023 Autumn
    Forecast333
    . In contrast with previous macroeconomic shocks, public investment hence remained robust during the COVID-19 pandemic and the energy
    crisis. The 2023 Autumn Forecast also finds that around half of the increase in public investment between 2019 and 2025 is related to investment financed
    by the EU budget, particularly by the RRF. By the end of the forecast horizon, in most EU Member States national budgets are projected to devote more
    resources to investment than they did prior to the pandemic, with Slovenia, Portugal and Italy expected to record the largest increases. On the contrary,
    Hungary, and to a lesser extent the Netherlands, are set to reduce their nationally financed investment compared to 2019.
    333
    See European Economic Forecast – Autumn 2023, available at: https://economy-finance.ec.europa.eu/economic-forecast-and-surveys/economic-forecasts/autumn-2023-economic-forecast-modest-
    recovery-ahead-after-challenging-year_en.
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    Simulations with the Commission’s QUEST model estimate sizable macroeconomic effects of NGEU investment334
    . The model’s results predict that
    NGEU335
    has the potential to increase EU real GDP by up to 1.4% in 2026 above a no-NGEU scenario336
    . According to the estimations, the peak GDP effect
    for the EU would materialise in 2026. The model simulations also suggest a sizeable, short-run increase in EU employment (by up to 0.8%). Moreover, the
    results predict persistently higher real wages in the medium term, reflecting potential productivity gains of productive investment337
    .
    RRF loans, if used to finance additional projects, contribute to the positive real GDP impact. These gains are largest for Member States that requested large
    additional loans (as of 2023), while all Member States can benefit from other Member States’ investment through spillover effects.
    The estimated results of the NiGEM model broadly confirm the magnitude of these results, albeit with some noticeable differences. Overall, both modelling
    approaches find a substantially positive impact of NGEU/RRF. The NiGEM analysis includes a reduction in spreads and government borrowing costs,
    which is a further benefit of the RRF. At the same time, the productivity gains of public investment appear to be lower in the NiGEM model (partly due to
    the model’s assumptions)338
    .
    The NiGEM simulations suggest that the initial disbursements lowered unemployment in the European Union by around 0.2 percentage points relative to
    what it would have been in the absence of the RRF. The overall fall in unemployment is found to be driven by large falls in the southern European Member
    States of Greece, Italy, Portugal, and Spain.
    334
    To estimate the macroeconomic impact of the RRF, the European Commission has produced stylised ex-ante assessments of the macroeconomic impact of NGEU investment. These model simulations
    are not an ex-post evaluation of the actual impact, but rather an ex-ante model prediction based on stylised assumptions. Nonetheless, the simulations presented here integrate up-to-date information on
    loan requests, inflation, and expected spending profiles. They focus on investments as the macroeconomic effects of structural reforms is much more challenging to model. For further information, see
    in particular, Pfeiffer P., J. Varga, and J. in 't Veld (2023a) Quantifying spillovers of coordinated investment stimulus in the EU, Macroeconomic Dynamics (27), p. 1843–1865. See also the ECFN
    Discussion Paper (2021): https://economy-finance.ec.europa.eu/publications/quantifying-spillovers-next-generation-eu-investment_en.
    335
    The QUEST model results have been computed based on NGEU and not RRF investments. However, the investments (loans and non-repayable support) based on the RRF make up for around 90% of
    NGEU investments.
    336
    Please see Annex II for a detailed discussion of the assumptions and model specifications.
    337
    Note that because the simulations focus on public investment (without accompanying labour-market reforms), the employment effects are relatively short-lived and real wage increases reflect most
    medium and long-run labour market benefits in the simulations. By contrast, reforms targeting labour markets and increasing participation can lead to large employment gains in the medium and long
    run.
    338
    As acknowledged in the evaluation report, the long-run GDP gains from government investment multipliers appear to be below the QUEST estimates, partly because government investment is “treated
    as ‘consumption’ and so does not add to the economy’s capital stock, which is the main way that government investment raises GDP in the long run” (see p.2 of the evaluation report).
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    The importance of positive cross-country spillovers as well as reductions in interest rate spreads are central to these overall findings. The joint
    implementation of investment by all Member States generates an added value for the EU that amounts to between one-fourth and one-third of the total
    impact of the RRF (hereafter referred to as spillovers). These positive spillover effects have confirmed in the QUEST assessments and are also relevant in
    the NiGEM simulations. Moreover, the NiGEM estimations yield that reducing spreads has been an important positive side effect, which potentially helped
    mitigate risks of financial fragmentation at the time of the COVID shock.
    EQ4.3: enhancing social and territorial cohesion
    In total, 1,360 (sub-)measures encompassing investments and reform are contained within the social and territorial cohesion pillar (390 reforms and 970
    investments). The largest number contribute to territorial infrastructure and services (602) and to social protection (246). A significant number of (sub-)
    measures contribute to adult learning and skills validation (238), the development of rural and remote areas (118), and the modernisation of labour market
    institutions (96). The rest of the (sub-)measures contribute to social housing and other social infrastructure (71) and on (non-youth) employment support
    and job creation (68). Looking at the distribution across Member States, significant variation in the number of measures in the social and territorial cohesion
    pillar is observed. The Member State with the highest number of measures is Spain. In terms of progress by 1 February 2024, 876 of the 2,590 milestones
    and targets contributing to social and territorial cohesion are already reported as completed by Member States or assessed as fulfilled by the Commission,
    representing a 34% progress rate (15% assessed in payment requests).
    The contribution of the RRF to the social and territorial cohesion within Member States has been the object of a broad debate: in most Member States, the
    impact on territorial and social cohesion can often be measured only indirectly, as disadvantaged groups and regions may benefit from reforms with a
    lasting effect as well as investments, without the measures targeting them directly or explicitly. Social and territorial cohesion figures in the several RRPs,
    yet with different approaches across Member States. For instance, the Italian, Spanish and Croatian plans do not include a strategy to enhance social and
    territorial cohesion whereas other Member States do not feature a vast range of related measures in their RRPs.
    The case study on the modernisation of labour market institutions, specifically active labour market policies, provides more detailed insights into the
    effectiveness of the RRF in supporting social and territorial cohesion in four Member States: France, Italy, Spain and Croatia. What emerges is that social
    and territorial cohesion are targeted by Active Labour Market Policy measures to varying extents.
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    On the EU level, the RRF clearly supports economic convergence and cohesion among Member states. With its allocation key, the RRF was designed to
    support lower-income and more vulnerable Member States, which had also been hit the hardest by the pandemic. The RRF’s allocation of funding thus
    helps counteract the economic divergence, fostering economic stability and growth where it is most needed.
    The macroeconomic model simulations also provide relevant analysis regarding economic convergence and cohesion among Member states. Given the
    allocation key, the Member States with below-average GDP per capita are estimated to experience the largest boost to GDP levels because of the significant
    RRF investments. For the benchmark (high productivity) model calibration, the increase in output reaches almost 4.5% in Greece, more than 4% in Croatia,
    and around 3.5% in Spain and Bulgaria compared to the EU average impact of 1.4%. Spillover effects reinforce the positive impact. The model-based
    analysis does not cover reforms, which can further lay the groundwork for long-term economic convergence within the EU.
    Simultaneous implementation by all Member States of their RRPs generates sizable positive spillover effects. In line with the estimates based on QUEST339
    ,
    the absence of joint and coordinated action (counterfactual) would have substantially reduced the average GDP impact. While all Member States are
    estimated to benefit from sizable cross-border spillover effects because of rising demand across the integrated EU economy, the RRFs joint investment
    impulse is also supporting the upward economic convergence in the EU. The results show that Member States with below-average GDP specifically gain
    from the enhanced economic activity and cross-border trade spurred by these spillover effects. Compared to the domestic effects induced by the national
    plan, spillover effects account for most of the GDP impact for small open economies with smaller non-repayable support allocations and high-income
    levels. Even in larger economies with deep trade integration, spillovers account for a sizable share of the total GDP effect. This analysis is reinforced from
    simulations undertaken using the NiGEM model340
    . It shows that the collective effect on EU GDP is greater than the sum of the direct effects of RRF
    spending if each Member State (counterfactually) implemented the investments on its own. The NiGEM simulations also suggest that the initial
    disbursements lowered unemployment in the European Union by around 0.2 percentage points relative to what it would have been in the absence of the
    RRF.
    339
    See Pfeiffer, P., Varga, J, and in ‘t Veld, J. (2023b) Unleashing Potential: Model-Based Reform Benchmarking for EU Member States, available at: https://economy-
    finance.ec.europa.eu/publications/unleashing-potential-model-based-reform-benchmarking-eu-member-states_en.
    340
    See pages 82 to 85 of the supporting study.
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    EQ4.4: increasing health, economic, social and institutional resilience
    The RRF Regulation defines resilience as ‘the ability to face economic, social and environmental shocks and/or structural changes in a fair, sustainable
    and inclusive way’ (Article 2.5). There are 1173 (sub-)measures that contribute to resilience (that is, (sub-)measures that contribute to the ‘health and
    Institutional resilience’ pillar ( 8 reforms and 88 investments). ver two third of (sub-)measures in this pillar contribute to improving the effectiveness
    of public administrations (498) and to strengthening healthcare systems (290). Other important areas of intervention are tax measures (81), efficiency of
    the judicial systems (74), fiscal policy (72) and fraud prevention (68).
    By 1 February 2024, 962 of the 2,317 milestones and targets contributing to health, and economic, social and institutional resilience are already reported
    as completed by Member States or assessed as fulfilled by the Commission, representing a 42% progress rate (over 20% assessed as fulfilled by the
    Commission). It is too early to reach final conclusions as regards the effectiveness of these interventions, but there is some evidence of results achieved so
    far. Two common indicators are related to pillar 5 (resilience): the number of users of new and upgraded public digital services, products and processes
    and the capacity of new or modernised healthcare facilities supported by RRF measures. With respect to the first, 21 Member States have reported
    approximately 308 million users of new or upgraded public digital services resulting from RRF measures (see EQ2.1). As regards the increase in healthcare
    capacity, additional capacity for a total of over 45 million has been reported. However, only nine Member States have reported upon this indicator.
    The RRF also supports structural reforms aimed at strengthening and guaranteeing rule of law and, in particular judicial independence. These structural
    reforms outlined in the Semester CSRs are relevant to strengthen the business environment in the Member States concerned and are expected to have an
    impact on its growth potential341
    . For example, Hungary, Romania and Poland have included in their RRPs reforms aimed at strengthening judicial
    independence. Whilst it is too early to assess the results of these reforms, particularly since the content of these reforms has not yet been notified to or
    assessed by the Commission by February 2024, the mere fact of having adopted them can be considered as a positive step342
    . This view is supported by
    academic authors343
    who discuss the potential role of the European Semester and the RRF to address rule of law issues and conclude that the RRF has
    become a powerful tool to make progress to protect the rule of law.
    341
    See Council (2023) European Semester 2023: country-specific recommendations agreed, available at: https://www.consilium.europa.eu/en/press/press-releases/2023/06/16/european-semester-2023-
    country-specific-recommendations-agreed/.
    342
    This is confirmed by the findings of the supporting study, see page 92 of the study.
    343
    Fromont, L.; and Van Waeyenberge, A. (2021) Trading rule of law for recovery? The new EU strategy in the post-Covid era, available at: https://doi.org/10.1111/eulj.12426.
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    EQ4.5: supporting the green transition
    The green transition is a key focus of the RRF and has been allocated a significant amount of RRF funding across all Member States. The total number of
    (sub-)measures contributing to the green transition is 1,421 (sub-)measures (291 reforms and 1,130 investments), including over 2,600 milestones and
    targets. The biggest expenditure supporting the green transition has been allocated to sustainable mobility (31%) in all the RRPs, followed by energy
    efficiency (29%) and renewable energy and networks (14%). The same policy areas are the most popular also in terms of the number of measures.
    In addition, all Member States’s RRPs have exceeded the target of 3 % of total allocation set in the RRF Regulation, with the total estimated climate
    expenditure amounting to EUR 2 billion or over 40% of the total plans’ allocations. Several Member States are even dedicating over half of their total
    allocation to climate objectives, such as Austria, Bulgaria, Denmark, Estonia, Luxembourg, Malta, and Finland.
    As for the types of measures that Member States implement under the green transition pillar, the balance between investments and reforms varies across
    policy areas:
    • With regards to sustainable mobility, investments focus on zero or low emissions vehicles, the development of urban public transport, the
    infrastructure for recharging and the modernisation of railway infrastructure which makes up the majority of funding at EUR 42 billion. Reforms
    included in some RRPs aim at changing the regulatory framework in view of enabling the roll out of zero emission mobility and support sustainable
    urban mobility, and establishing taxation regimes.
    • Under the energy efficiency policy area, accounting for 29% of the total expenditures under the green transition pillar, Member States have included
    in their plans large investments in energy renovations of private and public buildings and in the construction of new highly energy efficient
    buildings. The majority of investments concern the energy efficiency of residential buildings (at EUR 31 billion), which typically targets a reduction
    in primary energy consumption of 30% or more. Beyond buildings, investments in other sectors will help to decarbonise the production processes
    in SMEs, larger enterprises and district heating systems, for instance by promoting the integration of cleaner and more efficient technologies for
    manufacturing processes and centralised heat production. To this end, some RRPs also include reforms to tackle barriers for energy efficiency,
    such as amendments to the regulatory framework or the harmonisation of support mechanisms through one-stop shops.
    • With view to renewable energy and networks, investments focus on renewable energy generation, both in already mature renewable technologies
    as well as innovative solutions (EUR 24 billion). Furthermore, they aim at constructing and upgrading energy networks and infrastructure (EUR
    11 billion). Increasing the share of renewables also requires an ambitious reform agenda. To this end, the reforms included in the plans aim to
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    create a stable regulatory environment and appropriate synergies between public and private investment, simplify administrative procedures and
    to adopt new or prolong existing support schemes.
    • With respect to R&D&I into green activities (6% of total expenditures under the green transition pillar), investments focus on strengthening
    research in the fields of circular economy, the decarbonisation of the industry and clean technologies, including the industrial value chain for the
    hydrogen transition and energy storage. Reforms in some RRPs complement those efforts by changes in the regulatory framework, with a focus
    on improving the conditions for developing hydrogen technologies and transitioning to a circular economy model.
    • For measures labelled with climate change adaptation, investments and reforms aim to advance the sustainable management of water (supply) and
    forests and increase the resilience towards risks stemming from climate-related disasters, in particular with regards to forest fires and flooding.
    Action under this policy area often overlaps and complements measures under the sustainable use and protection of water and marine resources,
    and the protection and restoration of biodiversity and ecosystems.
    Progress in implementing measures related to the green transition has been overall good. Over a third of milestones and targets have been reported as
    completed or assessed as satisfactorily fulfilled by the Commission by 1 February 2024. Specifically, 908 of 2,625 milestones and targets related to the
    green transition are already reported as completed by Member States or assessed as fulfilled by the Commission, which yield a progress rate of 35% (17%
    assessed in payment requests). Given that final effects will only materialise in the longer term, it is too early to assess the RRF’s impact on the green
    transition overall and to gauge the impact of green-transition measures more specifically. Nonetheless, the already fulfilled ‘green’ milestones and targets
    have helped increase momentum for green transition344
    . For example, as regards reforms, Slovakia has approved legislation to improve waste management
    in the construction and demolition sector. Greece introduced a reform to streamline and digitize the licencing framework for renewables and passed a law
    to implement the Guarantees of Origin system supporting renewable energy for households. Denmark introduced a reform which entails higher taxation on
    greenhouse gas emission incentivizing lower emissions from Danish businesses as well as tax deductions fostering green investments. In terms of
    investments, Bulgaria introduced investments to support green and efficient public transport services as well as a reform to further the green energy
    transition. Czechia invested in sustainable transport by completing road and railway safety projects and by renovating railway bridges and tunnels. Croatia
    has introduced investments to construct and renovate public water supply networks. Spain has put in place mechanisms to support investments to deploy
    renewable energy sources in buildings and in industrial processes and to supported initiatives carried out by energy communities.
    344
    See pages 92 to 97 of the supporting study.
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    Data on the common indicators345
    point to positive results in the areas of energy savings and deploying renewable energy infrastructure. Member States
    have reported already achieving about 28.3 million Megawatt-hours of savings in annual primary energy consumptions and over 54,000 Megawatt of
    capacity for renewable energy production, as well as installing over 530,000 new or upgraded refuelling and recharging points for clean vehicles.
    Looking into measures addressing energy efficiency in buildings, implementation speed appears to vary across the four Member States examined in the
    supporting study346
    (i.e. Bulgaria, France, Latvia and Romania). Evidence from a case study demonstrates that whilst France and Romania are making good
    progress towards their milestones and targets for energy efficiency in buildings, Latvia is experiencing some delays, and Bulgaria is lagging behind. Energy
    efficiency measures are long-term construction projects by nature, and it is too early to draw firm conclusions about energy savings impacts. Various
    outputs have however been achieved in all four Member States studied, such as published calls for tender, applications to energy-efficiency calls for tender,
    and a number of granted projects. Other examples illustrate how RRF supported measures are having an impact on the ground. For instance, with the aim
    to develop clean mobility solutions to decarbonise the transport sector, Germany adopted a reform on a ten-year tax exemption for purely electric vehicles.
    Data from the German Federal Motor Transport Authority347
    demonstrates that there has been already a steady growth in pure electric vehicles in Germany,
    suggesting that the measure is delivering good results in this sector in Germany.
    Member States recognise the Do No Significant harm (‘DNS ’) principle as a new feature that has strengthened the ‘green’ dimension of RRF reforms
    and investments and helps achieve the RRF’s green objectives, according to the results of the public consultation and a survey of key RRF stakeholders348
    .
    EU and national respondents expressed their satisfaction with the novelty of the principle and its potential to shape investments in line with the European
    Green Deal objectives, noting that the principle could have positive “spillover effects” into national policy systems and improve the environmental
    sustainability of Member States’ public investments.
    In general, the RRF has been successful in emphasising the need to introduce reforms and invest in fostering the green transition. It is too early to assess
    the overall impacts of the RRF as most measures are still under implementation and the final effects will only materialise in the longer term. The vast
    majority of respondents to the public consultation think that the RRF has contributed or will contribute to the green transition (62%) and the European
    345
    See data on common indicators (1), (2), and (3) amongst others.
    346
    Evidence in this paragraph is sourced from the supporting study (see pages 92 to 97) and from the associated case study on the green transition.
    347
    See Box 3 on ‘German reform on ten-year tax exemption for purely electric vehicles’ on pages 9 and 0 of the supporting study.
    348
    See page 97 of the supporting study.
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    Green Deal (64%) to some or large extent. However, fewer respondents are confident about the role of the RRF in contributing to the EU Biodiversity
    Strategy, with less than half of them thinking the RRF contributes to the Strategy to some or large extent.
    EQ4.6: supporting the digital transformation
    The RRF supports various measures contributing to the digital transformation in the Union. RRPs cover a range of measures, including deployment of next
    generation digital infrastructures and advanced technologies, digital skills development for the population and the workforce, and support to the
    digitalisation of enterprises as well as of public services349
    . Member States have exceeded the target of 20% of total allocation set in the RRF Regulation,
    with the total estimated digital expenditure amounting to EUR 30 billion or 2 % of the total plans’ allocations.
    Out of 1,106 (sub-)measures classified as “digital transformation” (2 reforms and 8 0 investments), the largest number contribute to E-Government,
    Digital Public Services (including Digitalisation of Transport) and Local Digital Ecosystems (563). These (sub-)measures account for over one-third of the
    digital funding, equivalent to 37% of the pillar. A significant number of measures contribute to Human Capital in Digitalisation (198), Digital Capacities
    and Deployment of Advanced Technologies (120), and Digitalisation of Businesses (119). The rest of the (sub-)measures focus on Connectivity (63) and
    Digital-Related Measures in Research, Development and Innovation (42). A high variation can be observed among the Member States regarding the number
    of measures put forward as part of the digital transformation pillar. The Member States with the highest number of (sub-)measures in the digital
    transformation pillar are Croatia and Romania, with 104 and 95 (sub-)measures respectively.
    As for the types of measures that Member States implement under the digital transformation pillar, the balance between investments and reforms varies
    significantly across policy areas:
    • Under the Connectivity label, investments focus on improving and expanding digital communication networks to enhance connectivity. These
    projects aim to develop, upgrade, or expand various types of communication infrastructure to provide faster, more reliable, and widespread
    access to digital services and data transmission. Reforms aim to improving and advancing digital connectivity, especially in the context of
    broadband and high-speed internet access.
    349
    For further information, see European Commission (2023) Recovery and Resilience Facility Annual Report 2023 (COM(2023) 545 final/2), available at:
    https://commission.europa.eu/publications/recovery-and-resilience-facility-annual-report-2023_en.
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    • With respect to Digital Capacities and Deployment of Advanced Technologies, investments focus on advancing digital technologies and
    infrastructure, while reforms aim to modernise infrastructure, enhance cybersecurity, improve data management, foster innovation, and create a
    conducive environment for the deployment of advanced technologies to drive economic growth and efficiency.
    • The investments indicated under Digitalisation of Business aim to support various sectors of the economy, with a particular focus on SMEs,
    innovation, and the use of financial instruments to support businesses in their digital journey, while reforms intend to promote digitalisation
    within the business environment.
    • When it comes to Research, Development & Innovation, investments and reforms aim at advancing digital research, development, and
    innovation, with a focus on collaboration, financial support, specific sectors, and the promotion of research infrastructure and talent
    development.
    • E-government investments aim to leverage digital technologies to improve public services, enhance efficiency, promote economic growth, and
    ensure inclusivity and accessibility for citizens and businesses, while reforms intend to harness digital technologies and strategies to enhance
    government services, improve governance, and promote digital innovation and accessibility.
    • Human capital investments in digitalisation focus on addressing the challenges and opportunities posed by the digital age by promoting digital
    skills development, education, and inclusion, with a focus on various segments of the population and partnerships between different
    organisations and sectors.
    • Finally, multi-country projects, key to the “Path to the Digital Decade”350
    policy programme which aims to help the EU achieve digital objectives
    including resilience, digital sovereignty, and competitiveness, were introduced to the Member States during the RRF negotiations. This allowed
    the Member States to include these in their RRPs. Examples of such projects are based around: Security Operation Centres, MediaInvest,
    European Blockchain Services Infrastructure, EuroQCI, 5G Corridors, Common European Data Infrastructure, Processors and Semiconductor
    chips, Connected Public Administration, Genome of Europe, Digital Skills.
    Member States have made significant progress in implementing measures related to the digital transformation and nearly a third of related milestones and
    targets are reported as complete or assessed by the Commission as fulfilled. 721 of 2,297 milestones and targets related to the digital transformation are
    350
    See https://commission.europa.eu/strategy-and-policy/priorities-2019-2024/europe-fit-digital-age/europes-digital-decade-digital-targets-2030_en. The framework for Multi-country projects has been
    further developed in the Decision (EU) 2022/2481 establishing the Digital Decade Policy Programme 2030, see https://eur-lex.europa.eu/eli/dec/2022/2481/oj.
    169
    already reported as completed by Member States or assessed as fulfilled by the Commission, which yield a progress rate of 31% (approximately 15%
    assessed in payment requests).
    Data on the common indicators351
    point to positive results related to the digital transformation. Seven Member States reported that an additional 5.6 million
    dwellings had received internet access via high-capacity networks with support received under the RRF. In addition, 21 Member States reported that the
    number of users of new or upgraded public digital services had increased to almost 309 million people, although it cannot be excluded (because of data
    limitations) that the same person has used the service multiple times.
    Some of the measures implemented in the digitalisation of health are already having an impact on the ground352
    . The digitalisation of health has been a top
    priority for the EU in recent years and many Member States – Belgium, Croatia, Czechia, Denmark, and Estonia amongst others – have already implemented
    measures related to the digitalisation of national healthcare systems as part of their RRPs. These measures include eHealth services, telemedicine solutions,
    and improvements in healthcare data management. Evidence from the case study353
    shows that they have been effective in achieving their objectives, such
    as empowering patients, optimising healthcare delivery, and fostering innovation. As aforementioned, these measures have also positively impacted
    healthcare systems, including the use of e-consultations and digital tools to improve patient care and access to specialists in Croatia and in other Member
    States354
    .
    While investments in the digital sector are still in the early stages, a number of reforms supporting the digital transformation have been implemented and
    are starting to have an impact on the ground. For example, Romania adopted a reform to accelerate the national roll-out of 5G networks, in accordance
    with security regulations, and to provide broadband coverage for white areas (small rural municipalities, isolated localities, disadvantaged inhabited
    areas), tackling the rural-urban digital divide, reducing the administrative burden and streamlining procedures and fees, creating the prerequisites for
    equal access to digital services and internet access. Belgium’s G reform introduced in 202 , and supported by the RRF, led to a significant increase in
    5G traffic in 2022355
    .
    351
    See data on common indicators (5), (7), and (10) amongst others.
    352
    Evidence in this paragraph is sourced from the case study on the digitalisation of healthcare included in the supporting study.
    353
    Evidence in this paragraph is sourced from the case study on the digitalisation of healthcare included in the supporting study.
    354
    See section above on ‘on improving the resilience, crisis preparedness, adjustment capacity and growth potential of the Member States’
    355
    See Box 4 ‘Introduction of G reform in Belgium’ on pages 0 and of the supporting study.
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    EQ4.7: fostering smart, sustainable and inclusive economic growth and employment potential within the Union
    The review of the measures included in the RRF indicates that they contribute to fostering smart, sustainable, and inclusive economic growth and
    employment potential within the EU. Under the pillar, 1,535 (sub-)measures have been identified (509 reforms and 1,026 investments). Regarding the
    policy areas under the smart, sustainable and inclusive growth pillar, (sub-)measures contributing to research, development and innovation (RDI) are the
    most common (271), followed by (sub-)measures contributing to regulatory change for smart, sustainable and inclusive growth (256) and to building
    renovation and construction (241).
    The measures also support the green and digital transitions, crucial elements for achieving sustainable growth. Beyond the need for regulatory changes in
    Member States to promote and enhance economic growth and employment, a considerable amount of the measures included under the smart, sustainable
    and inclusive growth pillar target the twin transition. Out of the 1,535 identified (sub-)measures under the pillar, 437 have a specified climate, green or
    digital component. As regulations play an imperative role in driving the green and digital transition in Member States356
    , it is unsurprisingly reflected in the
    RRP of Member States. The pillar on smart, sustainable, and inclusive growth has one of the highest percentage (%) of milestones and targets reported as
    completed by the Member States or assessed as fulfilled by the Commission: 1,152 milestones and targets out of 2,780 or 41% (and 21% assessed in
    payment requests). As such, the implementation of the pillar seems to be advancing comparatively well.
    The common indicators report that in terms of results, the following have been achieved: 1) over 1.9 million enterprises have been supported based on
    numbers reported by 26 Member States (over 530,000 are SMEs); 2) specifically, over 580,000 SMEs were supported across 15 Member States in mainly
    adopting and to some extend developing digital products, services and processes; 3) over 17,000 researchers have been supported under the RRF across 17
    Member States; 4) over 1.3 million people have been supported in employment or job searching activities based on numbers reported by 13 Member States,
    and 5) over 8.7 million have participated in education and trainings to improve their skills in 20 Member States.
    The RRF has helped in addressing social, economic and territorial challenges, in line with the relevant European Semester’ CSRs. For instance, Spain,
    France, Italy and Croatia have included Active Labour Market Policies (‘ALMP’) that address a number of key labour market challenges in line with their
    CSRs in 2019 and 2020. Evidence from the case studies357
    demonstrates that some Member States even utilised this opportunity to develop a forward-
    356
    See European Commission (2022) A green and digital future: 7 insights from strategic foresight, available at: https://joint-research-centre.ec.europa.eu/jrc-news-and-updates/green-and-digital-future-7-
    insights-strategic-foresight-2022-06-30_en.
    357
    Evidence in this paragraph is sourced from the supporting study (see pages 86 to 89) and from the associated case study on Active Labour Market Policies.
    171
    looking approach to address future labour market challenges and to strengthen the labour market situation of vulnerable groups or address regional inequality
    in service provision, which enhances social and economic cohesion. However, the case studies also showed that the labour market situation of vulnerable
    groups could have been addressed more comprehensively in France and Croatia, and the impact of ALMP on social and territorial cohesion is mixed. All
    milestones and targets associated with ALMP measures up to June 2023 have been either fulfilled or completed in the Member States analysed in the case
    study. In Spain, all reform-related milestones and targets have been adopted and the implementation of the investment in activation policies is ongoing. In
    Italy and France, take-up of ALMP measures is exceeding the interim targets, partially because higher targets were set at national level. In Croatia however,
    whilst milestones and targets were introduced according to the timeline envisioned, take-up patterns are mixed: while take-up of vouchers is high, there is
    limited progress with regard to new active labour market policies.
    Based on survey data358
    , business organisations had an overall positive view of the EU’s efforts in addressing the post-COVID economic challenges.
    However, RRP measures designed to bolster economic recovery and resilience, while overall relevant, have demonstrated varying degrees of relevance for
    addressing SME needs. The case study also demonstrates that progress implementing SME-related measures varies across Member States, with some SME
    stakeholders raising the issue of slower payments to the ultimate recipients of RRF support.
    EQ4.8: supporting policies for next generation
    In total, 373 (sub-)measures contribute to policies for the next generation, children and youth (121 reforms and 252 investments). Of these, the vast majority
    contribute to the policy area of general, vocational and higher education (313), while a much smaller number of (sub-)measures contribute to early childhood
    education and care (43) and youth employment support and youth job creation (22). Member States whose RRPs include the most (sub-)measures
    contributing to this pillar are Romania (42), followed by Slovakia and Belgium (both with 32 (sub-)measures) and Italy (31). There is a large variation in
    the number of (sub-)measures by Member State, with only one measure in Estonia or no measure in Denmark and Luxembourg.
    Progress is tangible for the milestones and targets contributing to policies for the next generation, children and the youth, such as education and skills. So
    far, 222 of 636 milestones and targets are already reported as completed by Member States or assessed as fulfilled by the Commission, which yield a
    progress rate of 35% (17% assessed in payment requests).
    358
    See the case study on SME included in the supporting study.
    172
    The analysis conducted for the case study on policies for the next generation, which focuses on early childhood education and care, provides more detailed
    insights on the effectiveness of the RRF in supporting policies for the next generation. The analysis shows that the RRF investment is expected to
    significantly increase the coverage of childcare services in all five Member States selected for the case study. Significantly, the measures included in the
    RRPs will also contribute to the reduction of existing territorial gaps in the offer of affordable childcare services. Another important effect of the expansion
    of childcare services, is the increase in access to employment opportunities for women. In some Member States, stronger growth in public/subsidised places
    will happen in territories where female unemployment is higher, potentially contributing to reduced gender disparities in the labour market. Despite progress
    in the expansion of childcare services in the Member States selected, some potential barriers have emerged throughout the implementation of measures.
    For instance, the tight timetable for developing projects has discouraged a number of local authorities, which are usually responsible for applying for
    funding. In addition, a lack of prioritisation towards the most disadvantaged territories in the assignment of funds together with the impetus to advance
    funding to start infrastructural work, might have also stopped municipalities with limited financial means from applying for funding. Increasing costs for
    infrastructural works due to inflation have increased the financial burden on municipalities, leading to a need for government intervention to fill financial
    gaps.
    EQ4.9: mitigating the long-term risks stemming from the COVID-19 crisis
    With its massive size and quick initial roll-out, the RRF has allowed for an effective EU policy response to the unprecedented economic crisis linked to
    COVID-19 and subsequent economic challenges. Through its pre-financing feature, the RRF swiftly provided fiscal space in the aftermath of the COVID-
    19 crisis. Since then, the RRF has contributed to sustaining public investment in the EU. In contrast to previous macroeconomic shocks, public investment
    in the EU has increased in the aftermath of the COVID shock.
    A key innovative feature of the RRF is its ability to support the implementation of structural reforms, which will have a long run effect on the EU’s growth
    potential. Making the approval of RRPs and subsequent disbursements conditional upon the inclusion and gradual implementation of key reforms has
    created significant incentives to carry out structural reforms. Thanks to the RRF, implementation of CSRs has significantly advanced, and much more than
    in years preceding the RRF. Moreover, combining complementary reforms and investments in a single plan – and under one instrument – is beneficial and
    can increase their impact since, for example, certain enabling reforms can make subsequent investments more effective.
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    For a small number of Member States, the RRF has a particularly noticeable long-run effect, either because the RRF payments represent a significant
    fraction of their GDP, or the elasticity of output with respect to capital is particularly large, or both. This effect is larger for southern European Member
    States, which were also particularly badly affected by the COVID-19 pandemic.
    EQ4.10: contributing to REPowerEU objectives
    Most Member States have already added specific chapters to their national recovery and resilience plans in order to finance key investments and reforms
    which will help achieve the REPowerEU objectives. So far, 23 Member States have seen their REPowerEU chapters adopted by the end of 2023, while the
    remaining four are expected to be adopted in 2024. It is too early to assess the implementation of REPowerEU chapters as payment requests related to these
    chapters will start in 2024. It is however expected that the measures will help Member States move to a more reliable, secure, and sustainable energy supply.
    More than EUR 60 billion from the approved REPowerEU chapters is allocated to contribute to save energy, substitute fossil fuels and address immediate
    security of supply needs, while diversifying away and reducing dependency on Russian fossil fuels.
    The REPowerEU chapters are expected to contribute to the REPowerEU objectives of enhancing the resilience, security and sustainability of the European
    Union´s energy system. This should be achieved by reducing reliance on fossil fuels and diversifying energy sources across the EU through measures to
    boost the uptake of renewables, to improve energy efficiency and to expand energy storage capacity. Overall, the REPowerEU chapters aim at allowing for
    the enabling of at least 20 Gigawatt of renewable energy by 2026, on top of 40 Gigawatt in the existing plans. In addition, the revised plans include long-
    lasting energy efficiency interventions which, once implemented, will reduce energy bills for at least one million households. More than EUR 12 billion
    will be made available to decarbonise our industry, including EUR 2.5 billion for renewable hydrogen production. Strategic clean-tech investments in
    electrolysers, batteries and solar panels will be fostered, together with dedicated green skills training of more than 100,000 individuals.
    Save Energy
    One of the main objectives of REPowerEU is to save energy and enhance energy efficiency as the cleanest and cheapest way to address the energy crisis.
    Relevant investments are expected to support the delivery of national ambitions to reduce (by 30%, in most cases) energy consumption from buildings and
    industry359
    and to reduce the climate impact as much as possible by accelerating the transition from fossil fuels (by complementing energy efficiency
    359
    See for example the REPowerEU chapters of Belgium, Croatia, Czechia, Denmark, France, Greece, Hungary, Lithuania, the Netherlands, Portugal, Romania, Slovakia, and Sweden.
    174
    renovation with solar rooftops, heat pumps and phasing out of fossil fuels in heating)360
    . Energy efficiency will also protect households from higher bills
    and provide targeted support to help energy poor and vulnerable consumers361
    . One-stop-shops are expected to bridge the gap between the fragmented
    supply and demand side to facilitate the delivery of energy efficiency measures362
    .
    Diversifying Energy supplies and enhancing the resilience of energy networks
    REPowerEU investments are expected to strengthen energy infrastructure, address immediate needs of security of supply and bottlenecks in both internal
    and cross-border transmission and distribution networks. Limited support363
    is provided to targeted infrastructure for tackling the immediate security of gas
    supply and for reducing dependency on Russian fossil fuels. Moreover, REPowerEU also contributes to the EU´s energy independence by supporting the
    manufacturing of strategic net-zero technologies such as electrolysers, batteries and solar panels364
    .
    Fast forwarding the clean energy transition
    The REPowerEU chapters aim to increase the share of renewables by delivering 8.4 Gigawatt of power from offshore/onshore wind and solar by 2026365
    ,
    speed up the permitting procedures366
    and secure appropriate grid connections367
    by investing in smarter, more flexible, digitally enabled grids368
    to unleash
    the full potential of renewable energy sources. Electricity storage369
    and biomethane/renewable hydrogen generation370
    are expected to be rolled out and
    scaled up rapidly. On green skills, the revised plans include measures to ensure that qualifications are in-line with labour market needs by mapping,
    360
    See for example, the REPowerEU chapters of Denmark, Greece, Italy, and Poland.
    361
    See for example, the REPowerEU chapters of Romania.
    362
    See for example, the REPowerEU chapters of Czechia, Romania.
    363
    See for example, the REPowerEU chapters of Croatia, Italy and Poland.
    364
    See for example, the REPowerEU chapter of Portugal.
    365
    See for example, the REPowerEU chapters of Czechia, Hungary, Lithuania, Poland, Portugal, Romania, and Slovenia.
    366
    See for example, the REPowerEU chapters of Austria, Belgium, Czechia, France, Portugal, Romania, Slovakia, Slovenia, and Spain.
    367
    See for example, the REPowerEU chapters of Belgium, Czechia, Greece, and Poland.
    368
    See for example, the REPowerEU chapters of Czechia, Italy, Poland, and Romania.
    369
    See for example, the REPowerEU chapters of Greece, Hungary, Malta, Poland, Portugal, and Spain.
    370
    See for example, the REPowerEU chapters of Belgium, Croatia Estonia, Italy, France and Spain.
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    reviewing, and updating them. A system of accessible, tailored training aligned with market needs should ensure that specialised workforce is available to
    meet the challenge of the transition to net zero economy371
    .
    Following the adoption of most REPowerEU chapters in the final months of 2023, Member States will have three years to implement the relevant measures.
    In view of the careful selection of measures for inclusion in the chapters, Member States are optimistic about the timelines for implementation, as evidenced
    by interviews and surveys372
    . The limited remaining lifetime of the RRF however, which expires on 31 December 2026, has restricted the types of investment
    projects that Member States have selected in their plans, particularly regarding the deployment of technologies and infrastructures that requires a longer
    timeframe.
    EQ5.1: To what extent did external factors have an impact on the RRF roll-out? How this may have had an impact on the Facility’s effectiveness in
    reaching its objectives?
    External factors had a significant impact on the RRF implementation, with implications in terms of revision of the RRF Regulation (with REPowerEU) and
    of revision of the national RRPs which both affected the RRF implementation speed.
    Since the inception of the RRF Regulation in 2021, a range of unforeseeable external factors have made the implementation of the RRF more challenging.
    Russia’s war of aggression against Ukraine led to a spike in energy prices in 2022 and has driven inflation to high levels. Inflation, issues in global supply-
    chains and labour shortages have all affected the implementation of many RRF measures across the Member States. More generally, these external factors
    have had an impact on the implementation of the RRF, both as concerns implementation speed and the need to use the Facility to tackle emerging challenges.
    The REPowerEU Plan, presented by the Commission in May 2022 as the EU’s response to the energy crisis, paved the way for an amendment of the RRF
    Regulation less than two years after its entry into force. The RRF became a key tool to deliver on the REPowerEU objectives. It increased the amount of
    EU funds made available to the Member States through the RRF, and enabled Member States to adjust their RRPs by putting forward additional reforms
    and investments to rapidly phase-out the EU’s dependence on Russian fossil fuels, accelerate the clean energy transition, support the reskilling of the
    workforce, and address energy poverty.
    371
    See for example, the REPowerEU chapters of Czechia, Italy, Poland, Romania.
    372
    Evidence in this paragraph is sourced from the supporting study, see pages 114 to 116.
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    Faced with costs increase, supply chain shortages, uncertainty and the need to divert administrative resources to tackle external emergencies, Member
    States found that they could not implement some of the measures as initially planned in their RRPs. This impacted the speed of implementation of the
    Facility and generated a need to introduce targeted revisions to the RRPs (under Article 21 of the RRF Regulation). The revisions of the RRPs (to factor-
    in the impact of inflation and supply chain disruptions) and the addition of REPowerEU chapters (as a response to the war in Ukraine and energy crisis)
    are the direct consequences of external factors, which have affected the implementation of the Facility. The first half of the year 2023 has seen a slowdown
    in the submission of payment requests, with Member States focusing their efforts on the revision of plans and the addition of REPowerEU chapters. As a
    result, many Member States with a payment request indicatively planned for the first part of 2023 have pushed back the indicative timing by one to three
    quarters.
    EQ5.2: To what extent did the absorption capacity of Member States affect the RRF effectiveness?
    The risk of negative impact of Member State absorption capacity on the RRF effectiveness has been recognised right from the start of the instrument. When
    the RRF was adopted, several observers373
    pointed to the risk of absorption capacity of the significant RRF funding, which would come in addition to the
    remaining EU Structural Funds from the 2014-2020 period, and the new Structural Funds for the 2021-2027 period. The actual payments of structural funds
    depend on the ability of beneficiaries to use the funds, which vary significantly across Member States374
    . Under the RRF, as payments are made upon the
    fulfilment of milestones and targets (related to both investments and reforms – performance-based approach), the absorption capacity is closely linked to
    the administrative capacity of Member States to implement the pre-agreed agenda of reforms and investments. In this context, the Committee of the Regions
    stressed that many Member States did not sufficiently strengthen administrative capacity at local and regional levels, which is a precondition to ensure
    proper implementation of the plans and an adequate take-up of the RRF funds.
    In a number of Member States, notably those with pre-existing low absorption rates of EU funds, preliminary findings show that administrative capacity
    remains a significant factor affecting the effectiveness of the RRPs. Member States took action to mitigate the risk via training, reforms and investments
    that aim at modernising the public administration. Yet the results linked to such measures are expected to materialise only in the medium to long term.
    They also made extensive use of the Technical Support Instrument which helped them build administrative capacity needed for the preparation and
    373
    See Darvas, Z. (2020) Will European Union countries be able to absorb and spend well the bloc’s recovery funding?, available at : https://www.bruegel.org/blog-post/will-european-union-countries-be-
    able-absorb-and-spend-well-blocs-recovery-funding; and Alcidi, C., Gros, D., Corti, F. (2020) Who will really benefit from the Next Generation EU funds?, available at: https://www.ceps.eu/ceps-
    publications/who-will-really-benefit-from-the-next-generation-eu-funds/.
    374
    See page 265 of the supporting study.
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    implementation of the RRPs. The Commission also organised dedicated sessions in the RRF Expert Group, supporting Member States to strengthen
    administrative capacity for the implementation of their RRPs.
    EQ5.3: Have any positive or negative unexpected effects been identified?
    Based on the information provided through surveys and interviews with national and EU authorities, both negative and positive specific unexpected effects
    have been identified.
    Negative unexpected effects
    Since the inception of the RRF Regulation in 2021, a range of unforeseeable external factors have markedly changed the economic and geo-political context
    in the EU and made the implementation of the RRF more challenging. Russia’s war of aggression against Ukraine led to a spike in energy prices in 2022,
    exposing the vulnerabilities linked to the dependence on Russian fossil fuels. It has also driven inflation to levels unseen in decades, increasing price levels
    for all Member States and causing ‘cost of living’ difficulties for many households. The RRF has not been unscathed by the current global events, with
    inflation, issues in global supply-chains and labour shortages affecting the implementation of many RRF measures across the Member States.
    In response to inflation and supply-chain issues, Member States have reacted by (i) using national resources or additional RRF funding to bridge the gap
    between the actual current cost of their measure and what their initial RRF envelope is able to cover, (ii) adapting the targets to the increased costs, (iii)
    replacing investment projects that are no longer feasible from their plans, and/or (iv) postponing the initially foreseen timeline for the implementation of
    milestones and targets. At the same time, applying these changes to the RRPs programming takes some time and the implementation of some measures has
    been put on hold, resulting in delays and an overall slow-down of the implementation. It is important to note however that delays in the submission of a
    payment request do not necessarily translate into implementation delays. The Member States’ on-the-ground implementation of most investments and
    reforms has continued, as evidenced375
    by the number of milestones and targets reported as ‘completed’ by Member States even though not yet assessed
    by the Commission under a formal payment request, even if the submission of a payment request has not followed the indicative timeline.
    Another unexpected effect regards the relation between the RRF and Cohesion Policy funds. While one may argue that several Cohesion Policy experts
    pointed already to the risk of displacement or substitution effect when the RRF was first discussed, this was only partially considered by Member States at
    375
    According to data reported by Member States as part of the RRF bi-annual reporting exercise.
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    the phase of drafting the RRPs. Not all Member States adopted ex-ante strategies to create synergies between the two EU funds. It followed a prioritisation
    of the RRF, where mature projects (expected to be implemented under 2021-27 Cohesion Policy programmes) were shifted into the RRPs (for instance, in
    Spain, Greece, Italy and Romania – see EQ 20.1). In addition, some Member States (e.g., Slovenia) have redirected staff previously dealing with Cohesion
    Policy to the RRP coordination and implementation bodies to accelerate RRP implementation, delaying the implementation of Cohesion policy (although
    Slovenia’s absorption of Cohesion Policy has always been low in initial years of a new multi-annual financial framework).
    According to national coordination bodies, the RRF was initially expected to be a more flexible and agile instrument compared to Cohesion Policy funds,
    especially due to the new performance-based approach. However, the majority of national stakeholders observe that the RRF has generated an increase in
    the workload of administrations at both national and local levels. Despite efforts to strengthen administrative capacity, Member States did not systematically
    manage to mitigate this increase. Member States that experience administrative and staff shortages have noted that the administrative burden has resulted
    in delays affecting RRP implementation.
    Moreover, the fixed composition of each instalment has been reported to slow down RRF disbursements. The RRF Regulation requires Member States’
    RRPs to propose a combination of reforms and investments and link them to instalments. The purpose is to avoid “cherry picking” and ensure a balanced
    progress of both reforms and investments, including when political challenges emerge ahead of difficult structural reforms. Stakeholders however report
    that Member States avoid submitting payment requests before all milestones and targets envisioned for the specific instalment have been fully completed,
    which can lead to significant delays in payments if only one or a few of the milestones and targets are pending376
    . During the stakeholder interviews,
    national authorities accompanied this problem description with a call for more flexibility in (re)grouping milestones and targets for a specific payment
    request. At the same time, it also has to be noted that in February 2023, the Commission published a methodology for partial suspension of payments,
    which provides more transparency on the suspended amounts. The suspension procedure thus gives more flexibility to Member States who can (and do)
    now submit payment requests where not all milestones and targets have been fulfilled (yet).
    Finally, the administrative work required at national and sub-national level to implement the RRF is higher than initially expected by Member States377
    .
    Some Member States have not been able to mitigate the increase in the workload of administrations observed at both national and local levels378
    . Overall,
    376
    See page 54 of the supporting study.
    377
    See pages 124 to 125 of the supporting study.
    378
    See page 125 of the supporting study.
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    Member States that experience administrative and staff shortages have noted that the administrative burden has resulted in delays affecting RRP
    implementation. Research379
    illustrates how low administrative capacity, especially at local level, can affect the implementation of RRF-supported
    investments. The authors analysed the implementation of investments supported by the RRF in ‘Early Childhood Education and Care’ in four Member
    States (Italy, Spain, Germany and Portugal), which are traditionally run at local level. They found that two key obstacles in implementation relate to (i) the
    lack of support/technical assistance to local authorities to develop projects’ proposals; and (ii) the lack of personnel especially at local level.
    Positive unexpected effects
    In terms of unexpected positive effects, the results of the surveys show that the RRF has contributed (partially or to a large extent) to improving inter-
    institutional coordination in the design of national reforms (72% of respondents) as well as in the design/quality of investments (84%). For instance, in
    Slovenia, the RRP implementation led to unforeseen benefits, such as heightened stakeholder focus on performance and efficient implementation within
    tight timeframes. In Austria, the RRP set a benchmark for national initiatives, particularly with respect to performance-based funding, serving as a valuable
    case study for the Member State's initiatives. In addition, relying on national implementing bodies with experience in EU funds proved more useful than
    expected. Stakeholders also conveyed that the performance-based approach brought predictability and accountability, resulting in a “cultural shift” in policy
    planning and implementation.
    The implementation of the RRF has also triggered some positive effects in terms of EU governance. With the RRF, the Commission and Member States
    have established a regular dialogue, based on the bottom-up nature of the instrument. This engagement has been built on more than ten years of European
    Semester experience, while becoming more comprehensive, detailed and practical in the context of the Commission’s responsibilities for assessing RRPs
    and the related payment requests. Overall, stakeholders conveyed that the Facility has brought a deeper engagement between Member States and the
    Commission on investments and reforms compared to the pre-2021 European Semester.
    Another external, though not fully unexpected effect: researchers assign the RRF a positive effect on reducing the risks associated with sovereign-bank
    loops in the context of the COVID-19 crisis. Stylised simulations380
    show that the crisis response policies of the EU strongly mitigated the risks associated
    379
    Corti, F., Marobito, C., Ruiz, T., and Luongo, P. (2022) The role of the Recovery and Resilience Facility in strengthening childcare policies, available at: https://feps-europe.eu/wp-
    content/uploads/2022/07/RECOVERY-WATCH-Childcare-Policy-PP-1.pdf.
    380
    See Quarterly Report on the Euro Area (QREA), Vol. 20, No. 3 (2021), available at: https://economy-finance.ec.europa.eu/publications/quarterly-report-euro-area-qrea-vol-20-no-3-2021_en.
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    with sovereign-bank loops381
    in euro area countries in connection to the COVID-19 crisis. Together with the monetary policy measures taken by the ECB,
    the RRFs coordinated policy response contributed to macro financial stability in the aftermath of the COVID-19 pandemic, providing a structural policy
    commitment and financial safety net that avoided heightened market pressure on public finances and potential financial risks.
    EQ6: How does the effectiveness of the RRF compare with that of other EU programme and instruments, notably cohesion funds?
    The current early stage of implementation of the RRF limits the possibility of drawing strong conclusions about its effectiveness in comparison to other
    EU programmes and instruments, notably Cohesion Policy funds. A comparison of early data on common indicators and levels of disbursement under the
    RRF and Cohesion Policy offers some insights presented in the case study dedicated to this topic in the supporting study. However, a more complete
    assessment inevitably requires evidence deriving from the effects generated over time by the RRF.
    At the same time, it is possible to identify factors that influence the RRF’s effectiveness in a different and more marked way than Cohesion Policy. These
    are: a stronger link with reforms; a generally higher prioritisation from the political level (although not in all Member States); a deeper scrutiny by the
    media.
    Under Cohesion Policy, the importance of linking investments to enabling frameworks and structural reforms was already embedded, for instance, through
    the necessary fulfilment of ex-ante conditionalities (evolved into enabling conditions) as a prerequisite. However, Cohesion Policy does not finance
    structural reforms (with some exception of targeted public administration reforms with an associated cost)382
    . Interviewees from a broad range of institutions
    (among which national authorities, the Committee of the Regions and the Economic and Social Committee) recognised the RRF support for structural
    reforms as a crucial asset of the RRF and highlighted that it effectively filled a gap compared to the status quo383
    .
    381
    See Fontana A. and S. Langedijk (20 9), ‘The Bank-Sovereign Loop and Financial Stability in the Euro Area’ in JRC Working Papers in Economics and Finance 2019/10, available at
    https://data.europa.eu/doi/10.2760/81563.
    382
    Such as the targeted reforms of labour market institutions and services under the ESF+ if they have an associated cost.
    383
    See the case study on the functioning of the RRF and other EU funds included in the supporting study.
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    EQ7: How visible has the Recovery and Resilience Facility been to the public? How was the instrument perceived by the public, by Member States
    and by beneficiaries?
    Results of the Eurobarometer survey (in December 2022) show that across the EU around 51% of the respondents were aware of a Recovery Plan for their
    Member State to support economic recovery and 33% have seen, heard or read something about NGEU. Around 36% of the respondents think that their
    Member State’s RRP is financed partially through NGEU and about one in six think the plan is entirely financed through NGEU. More than 90% of all
    respondents of the public consultation indicated that they are aware of the existence of the RRF, but a majority overall suggests that the financing has only
    been somewhat visible. There is a range of factors influencing its visibility, such as the size of the plan, political ownership, government communication,
    and stakeholder involvement.
    EQ8: What have been so far the most effective aspects of the RRF (cf. speed of disbursements, implementation of long-standing/awaited/difficult
    reforms?) What has been the least effective?
    The RRF’s ability to support the implementation of reforms is considered as one of the most effective features of the instrument by most stakeholders and
    has proven to be a key tool to deliver on the European Semester’s CSRs. There is unanimous agreement between Member States and the various EU
    institutions, including the European Parliament and the ECA, that the RRF has been effective in supporting CSR-related reforms. Most stakeholders
    interviewed also confirm that the RRF contributed to putting on the agenda long-awaited reforms linked to the CSRs, that would have otherwise had little
    chance of being enacted and implemented. The RRF has significantly accelerated policy action to address the CSRs, which, in the past, was considered
    weak.
    The conditionality of payments upon fulfilment of milestones and targets rather than costs incurred and the definition of a clear timeline for reforms and
    investments – at the core of the RRF performance-based approach – is also considered as an effective aspect of the RRF. A high level of ownership is
    indicated as a positive aspect in increasing the RRF effectiveness, especially when it comes to reform implementation. Moreover, the RRF has been effective
    in disbursing its funds quickly post-crisis, notably thanks to pre-financing. Member States also recognise the ‘Do No Significant harm’ (‘DNS ’) principle
    as a new feature that has strengthened the ‘green’ dimension of RRF reforms and investments and helps achieve the RRF’s green objectives.
    Regarding the less effective aspects: Member States have conveyed that aspects reducing the efficiency of the Facility’s implementation sometimes also
    reduce the RRFs’ effectiveness. For example, Member States reported on the high workload stemming from different audit and control requirements related
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    to the RRF, where administrative costs linked to RRF implementation are reported to exceed those initially expected by some Member States. Audit and
    control procedures are considered complex by stakeholders and there is a perceived overlap between controls and audits by national authorities, the
    Commission and the ECA. Consultation responses suggest that this requires the allocation of resources that could otherwise have been dedicated to the
    swift implementation of the plans, thereby hampering an effective implementation of the RRF. Member States therefore see room for simplifying control
    and audit procedures, ensuring better coordination among the actors involved and avoiding multiple checks.
    Member States also stress that the specific design of the RRF has led to less flexibility in the implementation than initially expected. The RRF Regulation
    requires a detailed definition of milestones and targets in the design phase and subsequent revisions of RRPs, leaving little room for flexibility in the
    Commission’s assessment of milestones and targets.
    Efficiency
    EQ9: How do the cost (inputs) of the Facility compare with the RRF outputs, results and impact?
    In the absence of a counterfactual, quantifying the ‘benefits’ of the RRF to compare them to the ‘costs’ requires using macroeconomic models to estimate
    the benefits of the RRF. The results of the macro-economic simulations, both in the evaluation study (NiGEM model) and by the Commission (QUEST
    model), provide estimates of the benefits that can be expected. However, it is too early to go further at this stage and a full cost-benefit analysis will be
    conducted as part of the ‘ex-post’ evaluation.
    Under the QUEST scenario (i.e. 100% additionality for grants and 50% additionality on loans), the analysis using NiGEM shows that the cumulative impact
    on EU GDP by 2041 of the RRF funds disbursed up to end July 2023 is expected to be almost twice as large as the value of these disbursed funds. The
    analysis suggests further that the cumulative impact on EU GDP by 2041 of the entire RRF package of grants and loans has the potential to exceed twice
    the total RRF funds. Both the non-discounted and discounted values of the benefit-cost ratios calculated at the EU level and considering all the planned
    RRF funds are a little over two. However, if different assumptions on additionality are considered, the benefit-to-cost ratio would change. Under a scenario
    where 60% of RRF funds are used for additional public investment within the Southern and Eastern Member States with lower GDP, but only 25% of RRF
    funds are used for additional public investment in the Northern and Western Member States with higher GDP, the benefit-cost ratio falls below one; that is
    the cumulative effect on EU GDP becomes lower than the total RRF funds disbursed. However, these simulations do not account for the long-run GDP
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    effects of the structural reforms within Member States’ RRPs, which are hard to measure at this point in time, particularly given the length of time over
    which the benefits will come to fruition, but which could potentially be substantial.
    As concerns administrative costs, there are significant variations across Member States in full-time employment (FTE) declared by coordination bodies
    both for one-off activities and recurrent activities. No clear trends emerge. Indeed, the variations are influenced by several concurrent factors related to the
    availability of data, the governance of the RRF and the degree of outsourcing.
    In many Member States, the FTEs working on plan amendments (including the REPowerEU chapters) are comparable and in some cases even higher than
    the FTEs for drafting the actual RRPs. According to most respondents (72%) in the survey, the costs linked to the RFF implementation have increased over
    time, while only 28% reported stable costs. The majority of respondents attribute the cost increase to more stringent application of requirements (particularly
    in reporting, control, and audit) than expected.
    EQ10: How did the instrument’s governance affect the efficiency of the RRF, including the reporting/performance management systems?
    Two main factors explain the impact of national RRF governance structures on the efficiency of the instrument: the degree of centralisation of the decision-
    making process and the reporting/performance management system.
    While the RRF is implemented with the help of centralised governance structures in all Member States, differences emerge in the governance settings
    which affect the efficiency of the RRF. The first difference regards the involvement of the Prime Minister’s office, which tends to be correlated with a
    smoother implementation of the plans due to increased political ownership and enhanced capacity to steer internal decision-making processes. This is
    particularly the case for reforms. . The second difference regards the involvement of social partners, especially when it comes to the labour market or social
    policy reforms, where their involvement played a key role in speeding up the adoption process. Third, the different degree of involvement of sub-national
    authorities in the drafting and implementation of the plans affects the efficiency of the implementation of the plans, in particular investments.
    EQ11: How do the costs/burden of the RRF compliance compare with those of other instruments, notably Cohesion Policy funds, also considering the
    costs of audits and controls, as well as of data collection?
    Some stakeholders (mostly national authorities) consider the cost/burden associated with RRF compliance to be as, or even more, demanding than other
    programmes. While the RRF could, in principle, be expected to lead to a reduced administrative burden compared to Cohesion Policy funds (especially
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    through its performance-based approach), there is currently no conclusive evidence supporting this claim. Overall, the administrative costs/burden of the
    RRF are considered to be comparable to those of the Cohesion Policy funds. This perception however varies across Member States. This is because, while
    Member States need to demonstrate the fulfilment of milestones and targets (as disbursements are based on performance) – a process that is perceived as
    very demanding by Member States – Member States are still required to collect evidence of the expenditure incurred, as well as data on final recipients and
    RRF funds paid under the RRF, for audit and control purposes. This may be exacerbated by the coexistence of the two EU funding instruments (RRF and
    structural funds) with two different approaches (performance-based and costs-based). Many Members States have explained during the consultations that
    they finally have to gather both evidence (on the fulfilment of milestone and target and on costs incurred). According to the national authorities, these
    requirements to protect the financial interests of the Union lead to a similar administrative burden of other EU funds based on costs, such as Cohesion
    Policy funds. More generally, the administrative costs linked to RRF implementation are reported to exceed those initially expected by some Member
    States, notably because of audit and control and reporting obligations.
    EQ12: Can any unnecessary administrative burden and complexity be identified? To what extent is there scope for simplification?
    Feedback from stakeholders suggests that the various reporting requirements under the RRF (reporting on the achievement of milestones and targets; bi-
    annual reporting; reporting in the context of audits; reporting on the common indicators) affects the efficiency of the instrument, with some Member States
    calling for simplification. Member States argue there is room for simplifying bi-annual reporting by removing the requirement to report when a Member
    State already submits two payment requests per year.
    Stakeholder consultation suggests that several national coordination bodies consider that the common indicators, while anchored in the Regulation, have
    limited added value as they are not directly linked to tracking results of reforms and investments.
    Member States also conveyed a perception of rigidity in the interpretation of milestones and targets fulfilment by the Commission, even though the
    Communication of February 2023 was acknowledged as an important step to clarify the margins of manoeuvre for Member States, especially when it comes
    to investments. The procedure for amending RRPs is also seen as burdensome and overly complex by some stakeholders.
    Stakeholder consultation suggests that complex audit and control systems negatively affect the efficient implementation of the RRF, with calls for
    simplification. In stakeholder consultations, Member States reported on the high workload stemming from different audit and control requirements related
    to the RRF. At the same time, audit and control procedures are considered complex by stakeholders and there is a perceived overlap between controls and
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    audits by national authorities, the Commission and the ECA. Consultation responses suggest that this requires the allocation of resources that could
    otherwise have been dedicated to the implementation of the plans. Member States therefore see room for simplifying control and audit procedures, ensuring
    better coordination among the actors involved and avoiding multiple checks.
    Finally, in the view of the Member States, simplification of the informal dialogue process with the Commission can come from accelerating the time to
    provide answers and reducing the rounds of comments from the Commission to Member States on the documentation submitted for payment requests.
    EQ13: To what extent have there been efficiency gains from pursuing reforms and investments together under one instrument?
    While it is generally considered premature to assess the overall efficiency gains resulting from the simultaneous pursuit of reforms and investments within
    a single instrument, 59% of survey respondents believe that combining reforms and investments in one instrument leads to some or significant efficiency
    gains. This is because coordinating the two becomes simpler when planned in one document and encourages Member States to undertake reforms that will
    enhance the impact of investments.
    Coherence
    EQ14: To what extent was the RRF coherent with the Technical Support Instrument?
    There is a high level of coherence between the RRF and the Technical Support Instrument (TSI). The TSI offers both general and thematic support, covering
    horizontal areas important for RRP implementation, such as project management, reporting, governance structures, and policy-specific interventions.
    Coherence between the RRF and the TSI is due to built-in synergies between the two instruments and the alignment of their assessment criteria. The RRF
    Regulation actively promotes synergies between the RRF and TSI by enabling Member States to allocate up to 4% of their total allocation to technical
    support in RRP implementation, an option used by four Member States. The alignment of the assessment criteria of the RRF and of TSIs emphasise that
    both instruments have the same policy objectives and that their priorities are aligned. For example, the relevance of CSRs is one of the assessment criteria
    used both for selecting TSI projects and for approving RRPs. The coherence of the two instruments is evident in the fact that over 400 projects approved
    under the TSI are linked to the preparation or implementation of Member States’ RRPs, highlighting the crucial role of TSIs in the Facility.
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    EQ15: To what extent has the RRF been integrated into the broader country-specific surveillance under the European Semester? To what extent
    have National Reform Programmes been used as a reporting tool for the RRF?
    The implementation of the RRF has been integrated in the European Semester, with reporting processes streamlined to limit the administrative burden both
    at national and Commission level. The European Semester and its national reform programmes offered a platform for the bi-annual reporting under the
    RRF. The national reform programmes have been used by all Member States – with few exceptions – to report on the implementation of the RRPs. Yet,
    important differences emerge across Member States in the level of details of reporting. At the same time, the European Semester, and in particular the
    Country Reports, have been the key tool for the European Commission to regularly report on the monitoring of RRP implementation, making the
    implementation of the RRF a key part in EU economic coordination and surveillance. The 2022 and 2023 European Semester both focused on the
    implementation of the RRPs, with CSRs focusing on the implementation of each Member States’ RRPs. In that sense, the RRF has been implemented in
    full coherence with the European Semester, limiting to the extent possible the increase in administrative burden that reporting on RRF implementation
    places on both national administrations and the EU.
    The RRF is in line with the European Semester priorities and has provided a novel and significant incentive to reinforce the implementation of CSRs. First,
    the European Semester provides a framework for the preparation of RRPs. In turn, the RRF offered financial incentives to implement the policy advice
    given under the Semester and has reinforced the implementation of the CSRs. In other words, the RRF contributed to strengthening the link between EU
    funds and the European Semester, which in turn contributed to bringing long-awaited structural reforms into fruition, across a wide range of policy areas.
    EQ16: To what extent have EU’s priorities guided the reforms and investments put forward by Member States in their recovery and resilience plans?
    The scope of the RRF (defined along the six pillars) supports the implementation of reforms and investments in areas that have been identified as EU
    priorities, notably the green and digital transitions and the European Pillar of Social Rights. The binding climate and digital targets for the RRPs ensure
    that a large part of funds is dedicated to fostering the green and digital transitions.
    The European Semester provided a framework for the preparation of RRPs. RRPs were “expected to contribute to effectively addressing all or a significant
    subset of challenges identified in the relevant country-specific recommendations” adopted in the context of the European Semester. All RRPs were assessed
    against this criterion and needed to reach the highest (‘A’) rating for their plan to be approved. In this sense, EU priorities – tailored to Member States’
    needs – guided the reforms and investments put forward in RRPs.
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    EQ17: To what extent have complementarity effects and synergies between the RRF with other EU programmes and instruments (such as Cohesion
    Policy funds) been identified and exploited?
    Member States have put in place four approaches to demarcation between RRF and Cohesion Policy funds: (i) a thematic demarcation; (ii) a territorial
    demarcation; (iii) a demarcation based on the typologies of beneficiaries; and (iv) a temporal demarcation. The most frequently adopted approach has been
    of thematic nature, but Member States have de facto adopted a mix of demarcation approaches.
    While demarcation strategies are key to avoiding overlaps between the two instruments, they can, but do not necessarily ensure synergies. In this regard,
    obstacles consist, among other things, in the thematic overlap; the implementation of RRPs being prioritised over 2021-2027 Cohesion Policy funds, to
    ensure rapid absorption of EU funds in general; in some cases, different governance systems. There is however a large potential for synergies between the
    RRF and Cohesion Policy and a number of Member States have seized the possibility to use the two funds to support different segments of the same
    investment or to support complementary measures. Synergies can also be achieved when reforms supported by the RRF benefit investments supported by
    structural funds (or national funds).
    As the implementation of the RRF progresses, synergies and complementarities between RRF-supported reforms and Cohesion Policy investments will
    come into focus. Sectoral, structural or enabling reforms supported by the RRF innovate the context in which public investments, including those funded
    by Cohesion Policy, are embedded. In turn, the Cohesion Policy makes financial resources available to put the revised framework to good use, promoting
    investments on the ground.
    EQ18: To what extent were RRF/RRPs coherent/complementary with relevant Member States’ instruments aiming to support the economic recovery
    after the COVID-19 crisis?
    The RRPs were implemented in coherence with Member States’ national recovery strategies. Coherence/complementarity has been largely ensured by three
    factors: 1) in Member States that had already put in place a post-pandemic recovery plan by the time the RRF was created, the RRP built on, or integrated,
    the already planned measures and either replaced or further expanded them (since the RRF allowed to support measures that started from 1 February 2020);
    2) in Member States that did not yet have a recovery plan in place at that time, the RRPs became the national plans for the recovery after the pandemic; 3)
    in both cases, the relatively short time span during which the RRPs were drafted by most Member States together with the medium-term horizon of the
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    RRF implementation (until 2026), allowed national authorities to develop RRPs that were coherent with the already existing or planned investments and
    reforms.
    EQ19: To what extent have reforms and investments in the plans been complementary and mutually reinforcing?
    The RRPs also provided for a coherent set of reforms and investments. The internal coherence of the measures put together by Member States in their RRPs
    was a criterion evaluated by the Commission when assessing the plans. The overall Commission assessment on the coherence of RRPs is very positive
    (high extent – Rating A), with the exception of the Belgian, Czech and Estonian RRPs who received a rating of B. The findings are in large part corroborated
    also by the analysis carried out in the case studies, with a zoom on a selected sample of Member States to assess the degree of complementarity between
    reforms and investments in the RRPs. The combination of reforms and investments under one sole instrument is considered by stakeholders as one of the
    most effective aspects of the RRF.
    EU Added Value
    Overarching question: EQ20: What has the RRF provided over and above what Member States actions and funding could have achieved?
    In the absence of a counterfactual, the additionality of the RRF is difficult to quantify. However, at the mid-term point, qualitative evidence already provides
    a first hint regarding the EU added value of the instrument.
    The unprecedented scale of the RRF’s financial support (up to EUR 723.8 billion in total for 2021-2026 and additional REPowerEU resources with EUR
    20 billion in new non-repayable support and EUR 2.1 billion of funds from the Brexit Adjustment Reserve) is an important element to take into account
    when assessing the additionality of the instrument.
    With its pre-financing, the RRF also provided Member States with significant fiscal space in the aftermath of the COVID-19 pandemic, thereby playing a
    stabilising effect at that critical juncture. Unlike other crises, the level of public investment has been preserved in the EU post-COVID and has increased
    in a number of Member States (see Section 4.1.4). Moreover, although reducing spreads was not per se one of the objectives of the RRF, it has been an
    important positive side effect, which helped mitigation risks of financial fragmentation.
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    The additionality of the RRF in individual Member States is correlated to the size of the financial support provided. A relevant proxy is the RRP allocation
    as a share of GDP, which varies from 16.68% in Greece to 0.11% in Luxembourg. For Member States where the RRF represents an important share of
    GDP, the RRF provided additional fiscal space to implement investments that would otherwise have been unlikely. More generally, the additionality of the
    RRF highly depends on Member States’ specific situations, in particular on whether the Member State already had in place a national recovery plan when
    the RRF entered into force.
    By design, the RRF is expected to strengthen economic convergence in the EU. With its allocation key, the RRF was designed to support lower-income
    and more vulnerable Member States, which had also been hit the hardest by the pandemic. The RRF is also expected to trigger spillover effects that are
    benefiting the Single Market. With its large financial support, the effects of RRF spending in one EU Member State have positive spillover effects in the
    rest of the European Union (intra-EU trade).
    Cross-border projects also contribute to increasing potential spill-over effects fostered by the RRF. Corti et al. (2022)384
    consider that these spillover effects
    are particularly relevant in the areas of green transition and digitalisation as neighbouring Member States benefit from investments in transport or digital
    infrastructure or other aspects concerning digital transformation, such as broadband expansion and 5G. While the RRF contributed to the implementation
    of multi-country projects, some authors consider that the impact and full potential of such projects could have been better exploited. An analysis of selected
    cross-border projects focusing specifically on IPCEIs provides some more evidence towards challenges in the implementation of multi-country projects
    due to the coordination efforts they imply. It should be noted that cross-border projects, particularly IPCEIs, contribute to the Union’s objectives and their
    importance is specifically reflected in providing a comparative advantage to European companies by pooling skills and know-how. Due to their cross-
    border nature, as well as their strategic role in fostering cooperation in strategic industrial sectors and potential contribution to green and digital transition,
    they hold potential to strengthen the resilience of industrial ecosystems and deepen the Single Market.
    With its large financial envelope, the RRF provided substantial funding to advance the implementation of common EU policies. The binding climate and
    digital targets for the RRPs, which required Member States to allocate respectively 37% and 20% of RRF funds to projects supporting the climate and
    digital transitions, ensure that at least half of RRF funds are dedicated to fostering the green and digital transitions, among other priorities. The RRF also
    contributes to the implementation of the European Pillar of Social Rights, which is one element of the RRF general objective: the scope of the RRF includes
    384
    Corti, F., Gros, D., Liscai, A., Ruiz, T., Kiss-Galfalvi, T., Gstrein, D., Herold, E., Dolls, M., and Fuest, C. (2022) The European added value of the Recovery and Resilience Facility: An assessment of
    the Austrian, Belgian and German plans, available at: https://www.europarl.europa.eu/RegData/etudes/STUD/2022/699513/IPOL_STU(2022)699513_EN.pdf
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    social cohesion and policies for the next generation, and social aspects are also covered by the country-specific recommendations that Member States are
    addressing in their RRPs, ensuring that measures supported by the RRF also support this EU priority. The RRF has helped speed up the implementation of
    long-standing and politically challenging reforms. In particular, the RRF supported the implementation of reforms that had been the subject of long-standing
    CSRs in the context of the European Semester, i.e. they were recommended by the Council as the most important reforms to be tackled in each Member
    State. Progressing on these EU priorities represents EU value added. This has included reforms that would have most likely not have taken place without
    the RRF, such as rule of law reforms and structural reforms (e.g. long-standing CSRs such as long-term care in Slovenia and the reform concerning regulated
    professions in Portugal). The RRF brought a new dimension to EU funding instruments by making the financing of investments conditional upon the
    implementation of reforms.
    The RRF provided EU added value as it enabled the simultaneous implementation of reforms and investments across the EU, which created additional
    impact. The simultaneous implementation of the RRPs in each Member State created additional impact with spillover effects. Along the same lines, the
    simultaneous implementation of structural reforms that were tailored to Member States needs creates additional impact, as the overall impact of these
    individual reforms is economically more beneficial when conducted by several/all Member States (e.g. labour markets reforms) than when conducted in
    isolation. The RRF amplified this joint and coordinated response.
    EQ20.1: Have substitution effects with national policies/programs and/or with other EU funded programmes been identified and if so, to which
    extent?
    Some risks of substitution effects between RRF and Cohesion Policy have materialised. The risk of possible substitution effects between the RRF and
    Cohesion Policy was only partially considered by Member States when drafting their RRPs. Evidence of substitution effects generated by the RRF to the
    detriment of Cohesion Policy was not found with regard to 2014-20 programmes, as they were already well underway at the time the RRF was launched.
    Interviewees, however, highlighted substitution effects for 2021-27 programmes. When RRPs were submitted in 2021, most Operational Programmes under
    Cohesion for the period 2021-2027 were not designed yet. Several Member States did not adopt ex-ante strategies to create synergies between the two EU
    funds. Some more mature projects (e.g. in Spain, Greece, Italy and Romania) that were previously planned under Cohesion instruments were moved into
    the RRPs. The reverse was also the case, with examples of some investments, initially introduced in the RRPs, moved to Cohesion instruments during the
    RRPs revisions. In addition, some Member States (e.g. Slovenia) have redirected staff previously working on Cohesion Policy to the RRP coordination and
    implementation bodies to accelerate RRP implementation, further delaying the implementation of Cohesion Policy (Slovenia’s absorption of Cohesion
    Policy has always been low in initial years of a new multi-annual financial framework).
    191
    EQ20.2: To what extent have the EU’s advantageous borrowing conditions and the impact that the RRF had on reducing spreads of EU Member States
    at its creation, contributed to the benefits of the RRF?
    The funding strategy to finance the RRF, and NextGenerationEU (‘NGEU’) more generally, is outside the scope of this evaluation.
    Although reducing spreads was not per se one of the objectives of the RRF, it has been an important positive side effect. The announcement of the RRF
    has contributed to reducing sovereign bond spreads in the EU at the time of the COVID shock, which in turn helped mitigating risks of financial
    fragmentation and supporting the recovery. To examine the effects of the announcement on spreads of NGEU and its core instrument, the RRF, the
    supporting study385386
    measured the impact on spreads as ‘the initial decline in sovereign bond spreads that was recorded within three weeks of the 18 May
    2020 announcement of the initial Franco-German proposal for a recovery fund’ (taken at the moment announcing the upcoming NGEU). The results show
    that a reduction in the spread of benchmark bond yields over the benchmark, being German Bundesanleihen, between 15 May 2020 (April for monthly
    data) and 5 June 2020 (June for monthly data) for almost all EU Member States387
    . There was a reduction of between 50 and 100 basis points for those
    Member States higher borrowing costs.
    Specifically, the reduction in spreads has led to an improvement in the public finances in some EU Member States and, by improving financing conditions
    for the household and corporate sectors, it will likely lead to increased investment and GDP in the future. At the same time, the reduction in spreads helped
    to mitigate the risk that the COVID shock would lead to financial fragmentation with borrowing rates varying more widely across EU Member States.
    Furthermore, by using RRF loans to finance spending that would otherwise have been financed domestically, those Member States with relatively high
    borrowing costs have been able to take advantage of lower borrowing conditions to reduce the costs associated with the increased borrowing that has
    resulted from the COVID shock.
    385
    Following the approach by Bankowski, K., Bouabdallah, O., Domingues Semeano, J., Dorrucci, E., Freier, M., Jacquinot, P., Modery, W., Rodríguez-Vives, M., Valenta, V., and Zorell, N. (2022) The
    economic impact of NextGenerationEU: a euro area perspective, available at: https://www.ecb.europa.eu/pub/pdf/scpops/ecb.op291~18b5f6e6a4.en.pdf.
    386
    Evidence in this paragraph is sourced from the supporting study, see pages 177 to 178.
    387
    excluding Estonia (for data availability reasons) and Germany (where the spread is zero by definition).
    192
    EQ20.3: To what extent did the Facility contribute to the implementation and further development of multi-country projects?
    An overview of RRPs shows that numerous RRPs include measures participating in a number of multi-country projects388
    , with most projects contributing
    to the green and digital transition. More than half of the RRPs include measures contributing to multi-country projects or cross-border initiatives related to
    the green transition, with the IPCEI on hydrogen exhibiting the highest uptake. The second biggest contribution is seen in the area of the digital
    transformation, where most RRPs also include measures contributing to multi-country projects or cross-border initiatives. Here, the IPCEIs on
    microelectronics (12 RRPs) and cloud technologies (six RRPs) are amongst the multi-country projects with the highest take-up in RRPs. Further
    contributions towards the digital transformation are also seen in cloud technologies (with six RRPs including IPCEI measures), the European Digital
    Innovation Hubs (eight RRPs), 5G corridors (seven RRPs) and quantum communication (four RRPs).
    The support from RRF funds enabled a widened pool of Member States implementing multi-country and cross-border projects. There is a growing number
    of Member States participating in multi-country projects (most noticeably IPCEIs), especially in Central and Eastern Europe389
    . The scope of IPCEIs
    (notably hydrogen) would have likely been lower in the absence of the RRF funds and the Facility has provided a source of funding for Member States and
    an opportunity to integrate IPCEIs in national programmes390
    . The availability of RRF funds has enabled greater participation levels in multi-country
    projects, with the inclusion of Member States who would not have participated otherwise391
    .
    However, while theoretically cross-border projects carry huge potential for advancing the competitiveness of the European economy, Corti et al392
    argue
    that only a minor share of RRF-supported cross-border projects had so far an effective cross-border impact. This can mainly be attributed to the complexity
    of cross-border projects, which require more time in design and see more challenges in implementation due to the multi-partner component. Specifically,
    388
    European Commission (2022) Report from the Commission to the European Parliament and the Council on the implementation of the Recovery and Resilience Facility (COM(2022) 75 final), available
    at: https://commission.europa.eu/system/files/2022-03/com_2022_75_1_en.pdf.
    389
    Eisl, A. (2022) Important Projects of Common European Interest (IPCEIs) as a New Form of Differentiation: An Analysis of Their Challenges for the European Single Market, available at:
    https://euidea.eu/wp-content/uploads/2022/03/euidea_pp_18.pdf.
    390
    According to stakeholders interviewed as part of the case study on cross-border and multi-country projects, with specific focus on IPCEIs; see pages 145 to 149 of the supporting study and the case study
    on cross-border and multi-country projects, with specific focus on IPCEIs.
    391
    See Dias, C., Grigaitè, K., and Cunha, I. (2021) Recovery and Resilience Plans – Thematic overview on cross-border projects, available at:
    https://www.europarl.europa.eu/RegData/etudes/IDAN/2021/689472/IPOL_IDA(2021)689472_EN.pdf; and Eisl, A. (2022) Important Projects of Common European Interest (IPCEIs) as a New Form
    of Differentiation: An Analysis of Their Challenges for the European Single Market, available at: https://euidea.eu/wp-content/uploads/2022/03/euidea_pp_18.pdf.
    392
    See Corti, F., Gros, D., Liscai, A., Ruiz, T., Kiss-Galfalvi, T., Gstrein, D., Herold, E., Dolls, M., and Fuest, C. (2022) The European added value of the Recovery and Resilience Facility: An assessment
    of the Austrian, Belgian and German plans, available at: https://www.europarl.europa.eu/RegData/etudes/STUD/2022/699513/IPOL_STU(2022)699513_EN.pdf.
    193
    IPCEIs typically present challenges in fostering cooperation beyond the conventional value stream with supply partners or customer partners due to antitrust
    rules that restrict the sharing of processes and developments with competitors.
    EQ20.4: To what extent did the RRF contribute to maintaining the level-playing field and strengthening the Single Market?
    While it is too early to draw clear conclusions on the extent to which the RRF has contributed to maintaining a level-playing field in the EU and to
    strengthening the Single Market, a few relevant considerations can be made.
    First, the RRF supports the implementation of reforms that strengthen the Single Market, such as reforms issued in the context of the European Semester
    to support the business environment or competitiveness, as well as reforms on regulated professions (for example in Portugal). The RRF’s support for
    measures addressing SMEs needs also plays a role in strengthening the Single Market.
    Second, the implementation of all measures in the RRPs has to be performed by Member States in line with EU law, thus supporting the spillover impact
    of national plans, as EU business have access to all Member States.
    Third, the RRF support for cross border projects, and notably through the IPCEI projects included in RRPs, also plays an important role in supporting the
    Single Market. In particular, researchers393
    argue that the RRF contributes to significantly lowering the entry barriers for Member States to participate in
    IPCEIs by giving smaller Member States with comparatively fewer budgetary capacities an opportunity to completely finance or at least co-finance IPCEIs
    with European money instead of having to rely exclusively on their national budgets.
    EQ21: To what extent did the simultaneous implementation of reforms and investments across Member States create EU added value?
    The simultaneous implementation of reforms and investments across Member States created EU added value notably by increasing the scale and level of
    ambition of the implemented measures. As noted in EQ19, there has been complementarity and coherence between reforms and investments in the RRPs,
    which is illustrated in the case studies. Constructing a counterfactual scenario at EU/national level where so many reforms and investments are not pursued
    simultaneously is not attainable. Nevertheless, the five Member State authorities that provided answers to this question on EU added value via the additional
    393
    See Eisl, A. (2022) Important Projects of Common European Interest (IPCEIs) as a New Form of Differentiation: An Analysis of Their Challenges for the European Single Market, available at:
    https://euidea.eu/wp-content/uploads/2022/03/euidea_pp_18.pdf.
    194
    request for input, have unanimously stated that even if most of the RRP measures had already been planned and had been included into government
    programmes, the combination of reforms and investments, which is pursued by the RRF, allowed them to: make the measures more ambitious in scale;
    likely increased the speed of implementation; and solidify the planned governmental measures and implementation of the CSRs. The increased ambition in
    scale is valid particularly for investments, while for reforms the RRF has brought EU added value mostly in terms of strengthening the incentives to perform
    CSRs, ensuring continuity of policies, and speeding up some politically challenging reforms.
    EQ22: To what extent could similar results/impact be achieved with a different instrument at Union level (e.g., budget support) or by Member States?
    It is difficult to provide robust answers to this evaluation question, due to the hypothetical nature and the absence of a counterfactual. For example, some
    measures were planned because it was known that the RRF was in the making. So while we can observe that 13% (150) of the 1,153 milestones and targets
    fulfilled have been implemented before the date of the official submission of the RRPs, this does not mean that these would have happened anyways, as
    Member States knew that the RRF allows some form of retroactivity (measures could be included with implementation as of February 2020, in order to
    avoid postponing needed reforms and investments in the first months of the pandemic) and the poor implementation of country-specific recommendations
    before the RRF was set up also contradicts the idea that similar results could have been achieved without the RRF.
    The general assessment of the stakeholders on the RRF additionality has been positive, yet about a quarter of the participants in both the national coordinator
    survey and the public consultation expressed a negative opinion on the extent to which the RRF supported measures would not have been implemented by
    Member States. Similar mixed sentiments were expressed during the performed interviews, but nevertheless, they revealed reported cases of rule of law
    and structural reforms, which would not have taken place in the context of budget support measures. The reviewed examples show the added value of the
    RRF, in particular in terms of politically challenging reforms.
    Relevance
    Overarching question: EQ23: To what extent does the RRF continue to be relevant in view of its objectives and how well do these objectives correspond
    with current needs within the EU?
    The relevance of the RRPs is widely acknowledged and is ensured by the following factors: the reforms and investments are linked to the CSRs, which are
    linked to strategically important reforms and investments; the twin transition (green and digital), which is an overarching EU-wide policy for years to come,
    195
    is at the heart of the RRF and consequently the RRPs; the RRF has envisioned a mechanism for revisions of the RRPs, which is currently being implemented
    (most members States have been updating their plans in 2023).
    While the reasons behind the 2026 deadline are well understood, it has led to limitations in selecting investments, particularly in the renewable energy
    sector. As concerns feasibility, national authorities have expressed their concerns regarding the 2026 deadline.
    EQ23.1: To what extent did the initial allocation key remain relevant over the period?
    The allocation key used to apportion funds among Member States proved relevant to support the economic convergence in the EU. The allocation key394
    applied to 70% of the non-repayable support is based on the population, the inverse of GDP per capita of 2019 and the relative average unemployment rate
    of each Member State in 2019. The allocation key applied to 30% of the non-repayable support also takes into account the change in real GDP in 2020 and
    2021. Results of macroeconomic models395
    indeed show that, given the allocation key, Member States with below-average levels of GDP per capita are
    estimated to experience the largest boost to GDP levels. For a 6-year stimulus and a high-productivity calibration, the increase in output reaches more than
    3.2% in Greece; around 3% in Bulgaria, Croatia, and Romania; and around 2.5% in Italy and Portugal.
    The examination of the 2020-21 data shows that there was a need to re-evaluate which Member States are more in need of RRF disbursements – which the
    Commission did in June 2022, as per Article 11 of the RRF Regulation. Taking these factors into account has ensured that Member States in greatest need
    would benefit the most.
    However, it needs to be acknowledged that a later update of the allocation key may have looked a bit different, given that the Russian invasion of Ukraine
    and the resulting energy crisis affected Member States’ economies heterogeneously.
    394
    For details on the allocation key, see Annex I, II and III of the RRF Regulation.
    395
    Pfeiffer, P., Varga, J., and in’t Veld, J. (2023a) Quantifying spillovers of coordinated investment stimulus in the EU, Macroeconomic Dynamics (27), pp. 1843-1865, available at:
    https://www.cambridge.org/core/journals/macroeconomic-dynamics/article/quantifying-spillovers-of-coordinated-investment-stimulus-in-the-eu/FFCCAAA20BD98AC50A93A4F24562EAD4.
    196
    EQ23.2: To what extent have the initial RRPs remained relevant/feasible to implement until 2026 (i.e., scope of changes made to the RRPs till the
    cut-off date)?
    Each RRP includes an agenda of reforms and investments that are relevant to each Member State and that are also relevant for EU policy priorities. The
    reforms and investments covered in the RRPs relate to the CSRs, which concern important and relevant strategic measures tailored to Member States’
    needs. At the same time, as CSRs respond to broader EU policy priorities, the implementation of the measures included in the RRPs also support the broader
    EU agenda. In particular, with the specific climate and digital targets, the RRF directly contributes to the twin transformations (green and digital) of Member
    States’ economies, which is an overarching EU-wide policy for years to come. The results from the different consultations show broad support for the
    relevance of the RRF, with no interviewee questioning the relevance of the instrument396
    .
    The RRF remained relevant in an evolving context, demonstrating the flexibility of the instrument to adapt to changing circumstances. While the RRF was
    created in the context of the COVID- 9 shock to support the economic recovery and enhance the EU’s resilience, the RRF implementation is taking place
    in a changing environment, marked by Russia’s invasion of Ukraine, high inflation, and an energy crisis. Thanks to the continued relevance of its main
    policy objectives and its delivery model, the amendment of the RRF Regulation in the context of REPowerEU in 2023, and the mechanisms included in
    the RRF Regulation for amending RRPs based on objective circumstances (Article 21), ensured that the RRPs remained relevant and well suited to address
    the new challenges. In late 2022 and 2023, all 27 Member States submitted revised RRPs, in line with the different venues provided by the RRF Regulation
    to amend RRPs (objective circumstances, additional loans and updated maximum financial contribution).
    Most interviewees mentioned the CSR long-term relevance and the continued relevance of green and digital reforms and investments. A more granular
    look into the relevance of specific measures explored in the case studies confirms the relevance of the RRPs (e.g., the analysed active-labour market policies,
    rule of law measures, the measures in support of SMEs, energy efficiency, and eHealth measures).
    On one hand, the relevance of the 2026 deadline is well-understood across stakeholders, particularly as concerns reforms. It is acknowledged that the
    deadline is playing a role in accelerating reforms. On the other hand, the 2026 deadline limits the investment measures only to mature ones, because they
    would otherwise not be completed by this hard deadline. While this allows for some level of demarcation between RRP and non-RRP actions, this has also
    limited the choice of interventions. According to interviewees, the close deadline of 2026 has limited the ambitions in the REPowerEU chapters.
    396
    See pages 190 to 191 of the supporting study.
    197
    As concerns feasibility, national authorities have already flagged that some milestones and targets – in particular those related to infrastructure investments
    – can no longer be completed by August 2026 due to objectives circumstances. Ongoing revisions of RRPs will decrease some of the risks in terms of
    feasibility of the of the fulfilment of milestones and targets by the 2026 deadline.
    EQ24: To what extent is the instrument sufficiently flexible/agile to adjust to changing circumstances (cf. REPowerEU)?
    While the RRF was established during the COVID-19 pandemic to help Member States recover faster and become more resilient, its implementation is
    taking place in a constantly evolving context. Nearly a year after the entry into force of the RRF, the international context experienced another radical
    change following Russia’s illegal war of aggression against Ukraine. Due to its geographical proximity to the war and heavy reliance on gas imports from
    Russia, the EU economy was expected to fall into a winter recession in 2022-2023. While this recession was avoided by a margin, economic momentum
    slowed down significantly since the end of 2022, and the need emerged to quickly phase out reliance on Russian fossil fuels.
    Russia’s aggression against Ukraine caused renewed pressures on supply chains as well as on global energy and food markets, which to a large extent
    resulted in high levels of inflation, with the European Union being particularly affected. These external factors have had an impact on the implementation
    of the RRF, both as concerns implementation speed and the need to use the Facility to tackle emerging challenges.
    The REPowerEU Plan, presented by the Commission in May 2022 as the EU’s response to the energy crisis, paved the way for an amendment of the RRF
    Regulation less than two years after its entry into force. The RRF became a key tool to deliver on the REPowerEU objectives. It increased the amount of
    EU funds made available to the Member States through the RRF, and enabled Member States to adjust their RRPs by putting forward additional reforms
    and investments to rapidly phase-out the EU’s dependence on Russian fossil fuels, accelerate the clean energy transition, support the reskilling of the
    workforce, and address energy poverty.
    Hence, the RRF has proven its ability to react to new challenges, as shown by the integration of REPowerEU and its flexibility in reacting to high inflation
    and supply chain constraints.
    On the other side, some stakeholders point to a lack of flexibility in the implementation of the instrument. Member States have pointed to a perceived
    rigidity in the way they are requested to implement RRPs (strict interpretation of detailed milestones and targets, strict list of milestones and targets that
    must be satisfactorily fulfilled to receive a specific instalment, disbursement procedures) and regarding the process to revise them. While this perceived
    198
    rigidity stems from legal obligations anchored in the RRF Regulation, it has reportedly led to a higher than expected administrative burden and
    implementation delays.
    EQ25: What was the rationale behind Member States’ decisions to apply – or not apply – for loans under the RRF?
    While the RRF loans were relevant for some Member States, they were not for others. Assessment of the rationale behind Member States’ decisions to
    apply – or not apply – for loans under the RRF shows that a mix of financial and non-financial considerations has driven Member States’ decisions397
    . As
    of 1 September 2023, 13 Member States had requested loan support or additional one as per the revised RRF Regulation's Article 14(6). The amount of
    loan support requested was EUR 292.6 billion (in current prices), corresponding to 76% of the total loan support available.
    The potential reasons to apply for RRF loans were related to whether the Member State faced higher interest rate on the markets or a reduction in non-
    repayable RRF support398
    . Some Member States with financing conditions on the markets at an interest rate higher than the EU interest rate sought additional
    support with RRF loans. Some Member States that faced a downwards revision of their maximum contribution of non-repayable support in 2022 also
    applied for loans to make up for the shortfall and ensure the continuity of their projects. Factors such as the health of public finances, the need for additional
    funding, inflation concerns, administrative burden, and the scale of planned projects have all played a role in determining whether Member States opted
    for RRF loans or not.
    On the contrary, the potential financial reasons not to apply for RRF loans were usually related to larger available funding or more favourable financing
    conditions by the market (when RRF loans were at higher interest rates compared to market alternatives)399
    . Some Member States also factored in inflation,
    i.e. concerns of injecting additional money into an economy already facing inflationary pressures. Member States that considered that the maximum
    contribution of non-repayable support was sufficient also did not apply for loans.
    From a strict cost-of-funding viewpoint, RRF loans are expected to bring a sizeable return on investment (‘R I’) for some Member States400
    . According to
    Commission calculations based on available data on NGEU versus sovereign cost of funding in the period up until November 2023, all Member States who
    397
    See pages 194 to 196 of the supporting study.
    398
    Evidence in this paragraph is sourced from the supporting study, see pages 194 to 196.
    399
    Evidence in this paragraph is sourced from the supporting study, see pages 194 to 196.
    400
    Evidence in this paragraph is sourced from Monteiro, D. P. (2024), “Large-scale EU issuance: 3 years on”, Quarterly Report on the Euro Area, Vol. 22, No. 4 (forthcoming).
    199
    requested loan support were expected to benefit from a positive ROI401
    from RRF loan disbursements. It was estimated at between 3% and 17% for nine
    euro area Member States, and between 14% and 39% for four non-euro area countries. This ROI is however subject to market developments. For non-euro
    area Member States, high ROIs are accompanied by exchange rate risk, which depends on the volatility of the exchange rate with respect to the EUR.
    401
    Based on a discounted ROI approach, whereby the present value of the financial costs associated with a RRF loan (i.e., the stream of interest payments and future principal repayments) is compared with
    the present value of the financial benefit (i.e., the loan amount itself that is being granted).
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    ANNEX IV. OVERVIEW OF BENEFITS AND COSTS [AND, WHERE RELEVANT, TABLE ON SIMPLIFICATION AND BURDEN REDUCTION]
    The table A4.1 below presents the administrative costs in terms of Full-Time Equivalent (‘FTE’) persons reported by Member States as working on the
    tasks listed (second column) for the implementation of the RRF.
    There are significant variations across Member States in the number of FTE declared by coordination bodies both for one-off and recurrent activities. This
    can be partly explained by the size of the Member State and of the RRP.
    Table A4.1.: Overview of costs and benefits
    Type Name Description
    One-off/
    Recurrent /
    Long-term
    Stakeholder
    MS administration MS / Final beneficiaries
    Direct cost RRF financial contribution
    Sum of RRF estimated grant value and loans One-off
    /
    Costs of paying back the EU
    bonds
    Direct cost Financial cost Cost of borrowing of RRF debt Long-term / Budgeted: EUR 14.9 billion*
    Estimated: EUR 30 billion*
    Administrative cost Setup cost
    Resources spent to setting up the governance
    structure
    One-off Median FTE: 10
    FTE range from 5 to more
    than 60
    /
    Administrative cost RRP preparation cost
    Resources spent to prepare, negotiate, and
    officially submit the RRP.
    One-off Median FTE: 25
    FTE range from 10 to more
    than a hundred
    /
    Administrative cost RRP amendments cost
    Resources spent to prepare REPowerEU
    chapter and plan amendments
    One-off Median FTE: 15
    FTE range from 5 to more
    than a hundred
    /
    Administrative cost Audit and control cost
    Costs associated with auditing for
    administrations (i.e. Audit Authorities).
    Recurrent
    Median annual FTE: 13
    /
    Administrative cost Payment claim cost Costs associated with payment requests Recurrent
    Median annual FTE: 13
    /
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    Administrative cost Communication cost
    Resources spent for consultation, outreach
    activities and communication
    Recurrent
    Median annual FTE: 6
    /
    Administrative cost
    Performance
    management cost
    Resources spent for meeting/checking
    performance-based requirements
    Recurrent
    Median annual FTE: 15
    /
    Administrative cost Implementation cost
    Resources spent by implementing bodies to
    prepare tenders and guidelines and to screen
    and select project applications
    Recurrent /
    Median annual FTE: 70
    /
    Administrative cost Monitoring and reporting cost
    Resources spent by implementing bodies in
    relation to monitoring and reporting.
    Recurrent /
    Median annual FTE: 18
    /
    Direct benefits
    Improved well-being, changes in
    pollution levels, safety, health…
    Wide and varied range of benefits along the
    six pillars
    Long-term / / Quantification not possible
    beyond the common indicators
    Wider benefits GDP growth
    Cumulative change in real GDP predicted by
    our model to occur by 2041 as a result of the
    RRF funding (both grants and loans) against
    the baseline.
    Long-term / / EU level: EUR 127,179.5 million
    (in 2015 prices)
    The following table A4.2 provides an overview of the potential for simplification conveyed by stakeholders.
    Table A4.2: Overview of simplification measures
    Type
    One-off / Recurrent
    Simplification and burden reduction
    Already achieved Potential
    Reduction in spreads One-off
    The launch of the RRF led to savings in the cost of borrowing. The announcements of a
    recovery fund – specifically, the initial Franco-German proposal on 18 May 2020 and the
    Commission proposal on 27 May that became the RRF – led to a reduction in spreads of
    between 50 and 100 basis points for those Member States in Southern and Eastern Europe
    where borrowing costs are typically high.
    /
    Administrative cost savings due to a
    unique plan
    One-off
    Having just one plan per Member State for both reforms and investments is considered a
    simplification as compared to other EU instruments. This led to some time and cost
    savings in the preparation and negotiation process.
    /
    Administrative cost savings for plan
    amendments
    Recurrent /
    Member States consider that there is a potential to shorten the process for amending
    RRPs by considering the possibility to differentiate further between major/minor
    amendments.
    Administrative cost savings for control
    and audit
    Recurrent /
    Member States consider that there is scope for simplification by avoiding multiple
    checks by the national audit court and ECA.
    Administrative cost savings for payment
    requests
    Recurrent (in principle) No need to provide evidence of the cost incurred
    Member States consider that there is scope for simplification concerning the
    information to be provided to evidence the fulfilment of milestones and targets when
    submitting a payment request.
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    Administrative costs savings for reporting Recurrent
    Member States consider that there is scope for simplification by not reporting on
    common indicators (that they consider provide limited value added – although they
    are anchored in the Regulation)
    ANNEX V. STAKEHOLDERS CONSULTATION – SYNOPSIS REPORT
    The Commission ran a call for evidence in November-December 2022 as well as a public consultation between March-June 2023. All other stakeholder
    consultation has been independently conducted and analysed by the contractors of the supporting study.
    Consultation strategy and methodology
    The stakeholder consultations involved conducting interviews, sending targeted surveys, and a public consultation (launched by the Commission through
    EUSurvey). Below a short description of the targeted stakeholder per each activity and the number of participants is provided.
    Table A5.1: Overview of consultation strategy and methodology
    Activities Stakeholder targeted Timing, stakeholder engagement
    Call for
    evidence
    Individual citizens, Academic and research institutions, NGOs, Consumer and social
    organisations, Individual economic operators and representatives, Public authorities
    8 November – 6 December 2022, 54 responses
    Public
    consultation
    Individual citizens, Academic and research institutions, NGOs, Consumer and social
    organisations, Individual economic operators and representatives, Public authorities
    16 March – 8 June 2023, 172 responses.
    The consultation outcome and the summary report are available on the Commission’s ‘Have your say’ portal402
    .
    Targeted
    surveys
    Survey for RRF coordination bodies 18 May 2023 –7 July 2023, 40 respondents
    Survey for members national of parliaments 25 May 2023 – 7 July 2023, 5 responses
    Survey for SMEs May 2023 – 7 July 2023, 33 responses
    402
    The consultation outcome and the summary report are available at: https://ec.europa.eu/info/law/better-regulation/have-your-say/initiatives/13608-Recovery-and-Resilience-Facility-2020-2024-mid-
    term-evaluation/public-consultation_en.
    203
    Activities Stakeholder targeted Timing, stakeholder engagement
    Interviews National RRPs coordination bodies, EU institutions, societal actors/social partners Between May and August 2023, 61 (+81 for the case studies) interviews. Additional input on administrative costs and
    specific evaluation questions (e.g. on loans) was received from five Member States, following a request to the RRF
    expert group.
    Source: Supporting study
    Results of the consultation activities
    Feedback from the call for evidence
    The ‘call for evidence’ on the RRF mid-term evaluation was open for feedback from 8 November to 6 December 2022. The Commission received 54
    responses – most of them of little to no value added for the conduct of the evaluation. The most useful input came from public authorities. This trend tends
    to confirm that the evaluation should mainly rely on targeted consultations and case studies to gather meaningful information.
    The responses by category of respondents are presented below:
    Figure A5.1: Categories of respondents to the call for evidence
    Source: European Commission
    204
    • Most of the responses submitted to the call for evidence came from citizens (73%), who voiced criticism against the EU on topics outside the scope
    of the evaluation (from anti-immigration to anti-vaccines criticisms hardly related to the RRF). One respondent opposed the solidarity effort of its
    Member State and considered that the RRP was an “austerity plan”. Another respondent called for the support of nuclear energy to foster resilience
    and recovery of Europe.
    • Eight NGOs provided feedback403
    (15%). They mainly called for greater involvement of NGOs in the elaboration and implementation of the Plans.
    They also called for more transparency about the process (including on how DNSH assessments were carried out) and on how RRF funds were
    spent. They also called for a reduction of administrative burden. An NGO called for transforming the RRF from a one-time only crisis-linked
    instrument to a structural EU instrument.
    • Two companies404
    and one business association405
    in the health sector responded to the call for evidence. They noted some difficulties in the
    implementation of health projects and called for taking into account inflation/energy costs in procurement and for an extension of the 2026 deadline.
    • Three public authorities provided feedback (Spain’s Basque Government, Barcelona’s Provincial Council and Estonia’s Permanent Representation).
    o The Spanish regional authorities called for a “regionalisation of the RRF”, with a greater involvement of regional authorities in the design
    of the plan (compulsory consultations) and in the implementation (direct management of a greater part of resources), as well as for the
    possibility to transfer funds also from the RRF to cohesion (flexibility should go both ways). They also called for increased flexibility in
    the implementation (for example by reducing the targets if demand has been overestimated or to take account of inflation) and for expanding
    the time limit beyond 2026 (noting that transformative/strategic projects take time).
    o Estonia supported the scope of the mid-term evaluation as defined in the call for evidence and made some suggestions to cover additional
    aspects for most evaluation criteria. For example, Estonia recommended to add an assessment of how the proportionality principle has been
    applied (taking into account Member States’ allocation) under ‘effectiveness’; an assessment of the challenges in the establishment of
    plausible costs under ‘efficiency’; an assessment of the synergies with the Technical Support Instrument under ‘coherence’. n data
    403
    CEE Bankwatch Network, European Students' Union (ESU), EuroHealthNet, European Roma Grassroots Organisations (ERGO) Network, Fundación Secretariado Gitano (Roma Secretariat Fundation),
    Climate Action Network Europe, Civil Society Europe, European Anti-Poverty Network.
    404
    Philips (health technology company), TVP.
    405
    COCIR (health industries).
    205
    collection, Estonia pleaded to ensure that the evaluation analysis covers all Member States, to focus on the experience of final recipients that
    have hands on experience with RRF projects and to ensure to leave room for open/unstructured feedback.
    Feedback from the public consultation
    The public consultation on the RFF was open for twelve weeks between 16 March and 8 June 2023 and aimed to collect the views and evidence from all
    relevant stakeholders on the RFF, its contribution and features and the main elements that link the RFF with other policies and reforms. The consultation
    was accessible in all official EU languages via a dedicated page. The consultation outcome and the summary report are available on the Commission’s
    ‘Have your say’ portal406
    . A total of 172 responses were received from 24 EU Member States and one non-EU country. The largest number of contributions
    stems from Portugal (57 responses), followed by Belgium (16), Germany (15), Spain (13), Romania (12), Italy (11) and Czechia (10 responses). Four
    replies come from Austria and three from Hungary. The largest share of replies stems from EU and non-EU citizens, jointly accounting for almost two-
    thirds of the responses (99 replies). Public authorities provided the second-largest share of replies (32). Including ministries and other authorities (26 replies)
    and agencies (three replies), their scope is local (seven replies), regional (seven replies), national (15 replies), and international (one reply) level. Companies,
    businesses, and business associations provided 16 replies, while 12 responses stem from NGOs and environmental organisations.
    Most respondents to the public consultation are familiar with the RRF and are aware that it supports reforms and investments under RRPs. Public authorities
    are particularly aware of the RRF's conditionality on reform implementation, while approximately 85% of the respondents have been directly involved in
    RRF-related activities. In particular, 28 respondents have benefited from RRF-funded projects and 26 have participated in plan implementation. While
    most respondents feel their organisations were adequately considered in the national consultation process, the response rate to this question was particularly
    low.
    Around two-thirds of respondents believe the RRF has contributed to economic recovery from COVID-19, and a similar proportion recognises its
    contribution to green and digital transitions (Figure A5.1). However, only 54% believe the RRF significantly fosters EU growth. Respondents expressed
    mixed views on the RRF's contribution to enhancing EU resilience, social and territorial cohesion: approximately 44% feel it increased resilience to some
    406
    The consultation outcome and the summary report are available at: https://ec.europa.eu/info/law/better-regulation/have-your-say/initiatives/13608-Recovery-and-Resilience-Facility-2020-2024-mid-
    term-evaluation/public-consultation_en.
    206
    extent, while 49% believe the impact was limited or non-existent. About half of the respondents think its contribution to social and territorial cohesion is,
    to some extent, limited.
    Figure A5.2: To what extent the RRF has contributed (or will contribute) to the following objectives?
    Source: Supporting study
    Most respondents believe that the RRF contributed to the initiation or implementation of reforms, with only 14% indicating otherwise. Examples of areas
    where the RRF played a role include the green and digital transition, labour reforms, and the health sector. Similarly, around 80% of respondents are aware
    that the RRF supports measures aligning with the "Do no significant harm" principle, which many believe has contributed to the green transition. However,
    respondents are less certain about the RRF's impact on gender equality, equal opportunities, and policies for children and young people: less than 10%
    believe the RRF addresses these issues to a large extent, while around a third see some contribution. Most respondents highly value the RRF's performance-
    based feature (93 replies), followed by the speed of payments to Member States, and support for reforms. Support for projects in multiple countries is seen
    as less valuable but still important by three out of four respondents.
    Approximately half of the respondents believe that the RRF has created unnecessary burdens and complexity (Figure A5.2). This sentiment is shared across
    different respondent groups, including citizens, public authorities, and businesses. The perceived burden and complexity are identified in various stages of
    the RRF, with implementation, controls and reporting being particularly problematic, according to a significant proportion of respondents. Among the
    examples listed, there were high proposal preparation costs and transaction costs related to the performance-based delivery model. In general, more than
    0% 25% 50% 75% 100%
    Supporting the economic recovery from the COVID-19 crisis
    Strengthening social and territorial cohesion
    Increasing health, economic, social, educational and institutional…
    Supporting the green transition
    Supporting the digital transition
    Fostering the growth potential of the EU economy
    To a large extent To some extent To a limited extent Not at all Do not know
    207
    half of the respondents see opportunities to simplify the RRF: apart from general calls for a reduction of the administrative burden, respondents suggest
    that more guidance should be provided by the Commission, and that procedures (especially on reporting) could be streamlined and further harmonised with
    other existing reporting requirements to reduce complexity.
    Figure A5.3: At which stages have you identified unnecessary administrative burden and complexity?
    Source: Supporting study
    Almost 75% of respondents suggest that it has been beneficial for the EU to support reforms and investments together under one instrument. More than
    two-thirds of respondents suggest that the RRF continues to be an appropriate way to support and complement the COVID-19 recovery in Member States,
    at least to some extent. Majorities of respondents suggest that the RRF has supported the Green Deal, initiatives on the circular economy, sustainable
    transport, the digital agenda, and the European Semester to some or to a large extent. For the European Semester and the European Green Deal,
    approximately two-thirds of the respondents expressed these views. Among all policies, the largest share of respondents sees no support from the RRF for
    the biodiversity strategy. Among 99 respondents aware that the RRF seeks to improve the rule of law, 46 respondents suggest that the RRF strengthened
    the rule of law to at least some extent, while 28 respondents replied that it did so to a limited extent.
    55
    74
    62 56 66
    14
    37
    17
    31 33 29
    46
    0%
    25%
    50%
    75%
    100%
    Preparation of the
    national recovery and
    resilience plans
    (n=92)
    Implementation of
    the plans (n=91)
    Reporting on the
    plans (n=93)
    Monitoring the plans
    (n=89)
    Audits and controls
    (n=95)
    Other (n=60)
    Yes No
    208
    A vast majority of stakeholders (almost four in five) express the view that the RRF produced, at least to a limited extent, more results than what Member
    States could have done on their own. Finally, two-thirds of respondents express the view that this has happened to some or even a large extent, compared
    to only 14% of respondents who do not see any additional contribution from the RRF overall.
    Feedback from targeted surveys
    Two targeted surveys were launched at the end of May 2023 and closed on 7 July 2023. The first survey addresses key national stakeholders involved in
    the programmes’ implementation, in the projects’ selection, and in the monitoring and reporting procedures. The views and perspectives of this category
    will inform on the aspects of state of implementation, administrative costs and burden, the agility of processes and rules, potential overlaps and/or synergies
    with other existing instruments, in particular cohesion programmes, and views about the performance-based system. The second survey targets members
    of national parliaments involved in committees linked to areas of reform identified in the National Recovery and Resilience Plans.
    The survey questionnaires were translated into all official languages of the EU. The survey questionnaires were uploaded on EUSurvey, an open-source
    software solution funded by the Commission for creating surveys and questionnaires.
    Survey for RRF coordination bodies
    The survey received responses from 40 participants representing 24 different EU Member States. Five responses came from Austria, accounting for 13%
    of the replies. Estonia, Italy, and Ireland each contributed three responses (8%). Two replies (5%) were provided by each of the following Member States:
    Cyprus, France, Latvia, Romania, Slovak Republic, and Slovenia. 85% (34) of respondents declared that they are involved in the monitoring of the RRF
    while almost 73% (29) participated in activities related to performance management. Over half of the respondents (55%; 22) reported involvement in
    payment requests and more than one-third (37%; 15) in control and audit activities. Moreover, around 43% (17) stated that they were involved in
    implementing the RRF strategy.
    Respondents were divided regarding the Commission’s communication with respect to guidelines and support documentation for the RRPs preparation.
    43% (17) of respondents found that the Commission communication and guidance has been timely and clear. In contrast, 43% (17) respondents affirmed
    that the Commission’s communication has been somewhat clear and on time, and finally, six respondents (15%) underlined the lack of timelessness and
    clarity of the guidance for designing the RRPs.
    209
    Figure A5.4: Timeliness and clarity of the Commission’s communication with respect to guidelines and support documentation for the preparation of the
    RRPs
    Source: Supporting study
    The majority of respondents identified poor flexibility as one of the main weaknesses of the RRF funding instrument, counting 19 (49%) replies stating
    that the RRF showed very little flexibility, 13 (33%) responses consider the RRF somewhat flexible, six (15%) feedback declared that the RRF was not
    flexible at all. Only one respondent stated that the RRF has been flexible to a large extent.
    Figure A5.5: Respondents’ feedback regarding the extent of flexibility of the RRF to adjust to the changing circumstances
    Source: Supporting study
    Survey respondents were requested to give their opinion on how the effectiveness of the RRF compares with Cohesion Policy funds. The opinion of
    respondents is mixed. However, it is noteworthy that only a limited number of respondents provided feedback on this matter (nine out of 40). The two
    positive feedbacks point to the fact that RRF reforms being country-specific can positively influence the effectiveness of investments, while Cohesion
    Policy enabling conditions are the same for all Member States. 40% (16) and 50% (20) of respondents declared that Member State administration suffered
    43%
    43%
    15%
    Yes
    Somewhat
    No
    3%
    33%
    49%
    15%
    To a large extent
    Somewhat
    Very little
    Not at all
    210
    the “entry costs” in gaining familiarity with the RRF to a large and to some extent, respectively. nly 0% (4) of replies affirmed that the acquaintance
    process took a limited extent of “entry costs”.
    Figure A5.6: Respondents’ feedback on the level of national administrative “entry costs” in becoming familiar with the RRF as a new instrument
    Source: Supporting study
    With regard to the governance setting, opinions were divided. 21 affirmed that they would not change the current setup of the national RRF governance, in
    contrast to 46% of respondents who would set up a different governance structure after two years of RRF implementation.
    Figure A5.7: Respondents’ feedback to the question “Over two years into the implementation of the RRF, would you set up the national RRF governance
    structure differently?”
    Source: Supporting study
    Survey for national parliaments
    40%
    50%
    10%
    0% 10% 20% 30% 40% 50% 60%
    To a large extent
    To some extent
    To a limited extent
    54%
    46%
    No
    Yes
    211
    Due to the very low number of responses received for the survey from members of national parliaments, its results could not be considered as representative
    to be incorporated into the evaluation.
    Survey for SMEs
    The survey received responses from 33 participants, out of which 30 came from EU SMEs – six responses from Romania, five responses each from Italy
    and Bulgaria, four answers from Spain, and two responses each from Belgium and Greece.
    The survey provided insight into the speed of disbursement to the final beneficiaries. Out of 33 respondents, 13 to the question on allocation, most (20)
    categorised the disbursement process as slow (14) or very slow (6), with only five considering it timely (4) or very timely (1). A few interviewees also
    raised the issue of slower payments to the ultimate recipients of RRF support. Unfortunately, there is no data available to confirm the issue of disbursements
    to final beneficiaries beyond some anecdotal evidence provided by interviewees (e.g. 12% paid to final implementation entities in one Member State).
    Figure A5.8: SMEs feedback regarding the RRF speed of disbursement to final beneficiaries
    Source: Supporting study
    SMEs did not find a common agreement on the positive impact of the RRPs on businesses and SMEs. 10 respondents declared that the RRPS had a positive
    impact on businesses, while six and two respondents disagreed and strongly disagreed. 12 participants considered themselves neutral to the question (Figure
    A5.8).
    6
    11
    8
    4
    1
    0 2 4 6 8 10 12
    1 – Very slow
    2 – Slow
    3 – I do not know / Neutral
    4 – Timely
    5 – Very timely
    212
    Figure A5.9: Feedback from the question: “Do you agree that the measures included in your Member State’s RRP positively impact businesses and SMEs
    in particular?
    Source: Supporting study
    Regarding synergies with other national programmes, 10 respondents affirmed that the RRF measures were coordinated and aligned relatively well and
    very well (1), while for nine other responses, the coordination was limited or absent. Eleven SME participants responded, “I do not know”. With regards
    to the Cohesion Policy funds, six respondents affirmed that the coordination and alignment of enterprise or SME-relevant RRP measures was strong. In
    comparison, nine respondents found limited or absent coordination. Results are shown in the figures below (Figure A5.9).
    Figure A5.10: Level of coordination between the enterprise RRF-measures with other programmes
    Source: Supporting study
    2
    6
    12
    10
    0
    0 2 4 6 8 10 12 14
    1 – Strongly disagree
    2 – Disagree
    3 – I do not know / Neutral
    4 – Agree
    5 – Strongly agree
    213
    Interviews
    A total of 61 interviews were conducted between May and August 2023 in the context of the supporting study407
    . The aim of the interviews was to collect
    the views and perspectives based on the mid-term evaluation questions and in line with the criteria of effectiveness, efficiency, relevance, coherence and
    EU added value.
    Effectiveness
    Overall, interview participants stated that the RRF has been an effective instrument. On one hand, some respondents highlighted that the RRF has
    demonstrated a swift and efficient disbursement of payments to Member States. Compared to other EU Policies, such as the Cohesion Policy, the RRF has
    been innovative and effective by blending a broad range of initiatives, investments and performance-driven reforms. In particular, several interviewees
    observed that pre-financing provided fast direct support, playing a stabilising role in the aftermath of the unprecedented economic and social shock caused
    by the COVID-19 pandemic, thereby also helping to kick-start the recovery. On the other hand, most Member State coordination bodies indicated several
    challenges and difficulties observed in the initial planning of investment request submissions, mostly due to the lack of flexibility and requested
    amendments, and ultimately, they argued that RRF disbursements to final beneficiaries had been frequently delayed by National authorities. The majority
    of consulted societal actors, underlined a perceived democratic deficit due to simplified Member State consultation compared to other EU funding, limiting
    democratic participation, and leading to top-down planning.
    Most of the interviewees at national and EU levels confirmed that the RRF contributed to pushing forward reforms in national agendas. In particular,
    interviewees underlined that linking investments to reforms served as an incentive during the RRPs implementation. The financial support has been
    considered as the predominant factor accounting for the RRF’s success in implementing reforms aimed at addressing the Semester’s CSRs. While most
    respondents, including societal actors, considered the RRF a good instrument helping to accelerate the implementation of specific reforms and investments,
    other participants – mainly from national coordination bodies – emphasised that certain reforms encountered obstacles within the RRF framework due to
    political hurdles and time constraints.
    Furthermore, some interviewees highlighted the complexity of monitoring and assessing the achievement of milestones and targets and the importance of
    the performance-based approach. On the other side, some interviewees criticised the performance-based approach and emphasised the importance of
    407
    Annex VI of the supporting study provides a comprehensive summary of the interviewees’ answers for each evaluation criterium.
    214
    evaluating milestones and targets based on policy considerations rather than on fulfilment of the defined deliverables, which are often delayed due to energy
    crises, issues in the supply chains or lack of flexibility in changing the national plans. Regarding outputs, most interviewees highlighted the RRF’s
    effectiveness in promoting reforms addressing various policy areas, such as green, digital and governance areas. According to EU-level stakeholders, the
    RRF has been considered effective in supporting economic recovery by promoting this broad range of policies. Some national coordination bodies
    confirmed its effectiveness in supporting a fast economic recovery, with expected modest positive impact on GDP and employment; nevertheless, delays
    in the RRF disbursements led to national budgetary challenges.
    The effectiveness of the RRF in contributing to REPowerEU objectives is still in the early stages of assessment. On one hand, some respondents reported
    that the REPowerEU balances short-term needs like reducing dependence on Russian gas with long-term climate and energy targets. On the other hand,
    other respondents noted the challenges posed by political barriers and complexities in aligning RRF measures with REPowerEU, despite the value of the
    RRF in setting government programmes for several years.
    Responses regarding the impact of external factors on the RRF were quite homogenous. Respondents underlined that external factors, such as the war in
    Ukraine, the energy crisis, high inflation levels and issues in the supply chains, led to substantial barriers and challenges to the RRF’s implementation.
    Interviewees frequently refrained from directly comparing the effectiveness of the RRF and other cohesion policies, highlighting the early implementation
    stage as a reason for caution. Some respondents viewed the RRF, and especially its result-based approach, as more conducive than the ESF+ framework
    and procedures.
    Efficiency
    According to several EU-level interviewees, administrative costs and the burden of implementing the RRF have been a complex issue. Some Member
    States have faced challenges adapting to the RRF’s performance-based approach, with the need to establish efficient monitoring and auditing authorities.
    Costs included hiring additional staff to meet RRF requirements. The comparison with other instruments, such as Cohesion Funds, revealed differences in
    the audit and control systems, with RRF having a more demanding set of requirements. All interviewees highlighted the complexity and administrative
    burden of the RRF. Challenges consisted of high detailed cost estimation, administrative burdens requested up to final recipients, excessive paperwork and
    reporting, and high complexity of the auditing processes. The linkage between reforms and investments has been identified as one of the key innovative
    aspects of the RRF. Respondents from the EU-level, national bodies and societal actors agreed the pursuit of reforms and investments together was also
    aligned with the CSRs.
    215
    Most participants, both at the EU and national levels, highlighted the importance of a flexible and adaptable governance setting for an efficient
    implementation. Some respondents also underlined that a more centralised political approach to governance has proven to be more efficient.
    Coherence
    According to interviewees, in some Member States, coherence between the RRF and other Cohesion Policy funds was ensured due to the nature of the
    governance settings. In fact, in some cases, coherence was endogenously guaranteed because the same team within the Ministry was in charge of designing
    both RRPs and Cohesion Policies. In other cases, coherence was ensured between RRF and national funding.
    According to interviewees, the link between RRF and EU Semester has been considered positive. The European Semester has been considered integrated
    into the RRF, as several reforms included in national plans came as a result of the CSR from previous EU Semester cycles.
    In addition, according to most interviewees, the EU’s priorities significantly influenced the reforms and investments included in the RRPs, particularly the
    measures focused on green and digital areas, circular economic and social dimensions. According to a few Member State-level respondents, the national
    plans were built upon already existing programmes and strategies. Some societal actors mentioned that in their view the DNSH principle had not been
    sufficiently integrated and incorporated into the RRF instrument.
    EU added value
    Some respondents found that the linkage between reforms and investments demonstrated complementarity and mutual reinforcement. Most interviewees
    underlined that the introduction of reforms to a financial funding instrument has been the key EU added value of the RRF.
    According to some national-level participants, the RRF has not been causal for introducing certain reforms on the policy agenda.
    Relevance
    According to national-level participants, adjustments and revisions of the initial funds’ allocation have been considered necessary for maintaining the RRPs
    as still relevant. Again, Member States underlined that more flexibility to adjust RRPs would have been helpful to better adapt to changing circumstances
    and to address external factors.
    216
    National coordination bodies listed different potential financial reasons that may affect the decision for applying – or not – for loan requests under the RRF.
    High debt or structural deficits or compensation for grant allocation reduction were considered as the main reasons behind the decision to apply for loans.
    On the contrary, healthy public finances, inflation concerns, and sufficient initial grant allocation had disincentivised Member States from requesting loans.
    217
    ANNEX VI. ADDITIONAL DATA AND ANALYSIS
    The following tables and figures provide further details and data to the analysis and findings described in the main text.
    Date of submission and adoption of original RRPs
    Table A6.1 lists the date on which Member States officially submitted their original RRPs to the Commission and the dates at which the plans were
    subsequently adopted by the Council. This list does not include the subsequent revisions and amendments in light of REPowerEU.
    Table A6.1: Date of submission and adoption of original RRPs
    Member State Date of submission of RRP by the Member
    State
    Date of adoption by the Council Date RRF pre-financing disbursed to
    Member State
    Belgium 30/04/2021 13/07/2021 03/08/2021
    Bulgaria 15/10/2021 05/05/2022 NA
    Czechia 01/06/2021 08/09/2021 28/09/2021
    Denmark 30/04/2021 13/07/2021 02/09/2021
    Germany 28/04/2021 13/07/2021 26/08/2021
    Estonia 18/06/2021 29/10/2021 17/12/2021
    Ireland 28/05/2021 08/09/2021 NA
    Greece
    27/04/2021 13/07/2021
    09/08/2021 (both non-repayable support
    and loans)
    Spain 30/04/2021 13/07/2021 17/08/2021
    France 28/04/2021 13/07/2021 19/08/2021
    Croatia 14/05/2021 28/07/2021 28/09/2021
    Italy
    30/04/2021 13/07/2021
    13/08/2021 (both non-repayable support
    and loans)
    Cyprus
    17/05/2021 28/07/2021
    09/09/2021 (both non-repayable support
    and loans)
    Latvia 30/04/2021 13/07/2021 10/09/2021
    Lithuania 14/05/2021 28/07/2021 17/08/2021
    218
    Luxembourg 30/04/2021 13/07/2021 03/08/2021
    Hungary 11/05/2021 15/12/2022 NA
    Malta 13/07/2021 05/10/2021 17/12/2021
    Netherlands 08/07/2022 04/10/2022 NA
    Austria 30/04/2021 13/07/2021 28/09/2021
    Poland 03/05/2021 17/06/2022 NA
    Portugal
    22/04/2021 13/07/2021
    03/08/2021 (both non-repayable support
    and loans)
    Romania 31/05/2021 29/10/2021
    02/12/2021 (non-repayable support) and
    13/01/2022 (loans)
    Slovenia 30/04/2021 28/07/2021 17/09/2021
    Slovakia 29/04/2021 13/07/2021 13/10/2021
    Finland 27/05/2021 29/10/2021 21/01/2022
    Sweden 28/05/2021 04/05/2022 NA
    Note: No pre-financing was requested by Ireland. As the RRPs for Bulgaria, Hungary, the Netherlands, Poland and Sweden were adopted after the legal deadline established in the RRF Regulation and
    several months after that of other Member States, those five countries were unable to request pre-financing.
    Source: European Commission
    Number of fulfilled milestones and targets, per Member State and per pillar
    In complement to the data provided in Figure 2 in the main Staff Working Document, the following figures illustrate Member States’ progress in fulfilling
    milestones and targets for each of the RRF policy pillars:
    219
    Figure A6.1.: Number of fulfilled milestones and targets contributing to the green transition, per Member State
    Source: Recovery and Resilience Scoreboard
    Figure A6.2.: Number of fulfilled milestones and targets contributing to the digital transformation, per Member State
    Source: Recovery and Resilience Scoreboard
    0
    0
    20
    30
    40
    0
    Number
    of
    milestones
    and
    targets
    Reforms Investments
    0
    0
    20
    30
    40
    0
    Number
    of
    milestones
    and
    targets
    Reforms Investments
    220
    Figure A6.3: Number of fulfilled milestones and targets contributing to smart, sustainable and inclusive growth, per Member State
    Source: Recovery and Resilience Scoreboard
    Figure A6.4: Number of fulfilled milestones and targets contributing to social and territorial cohesion, per Member State
    Source: Recovery and Resilience Scoreboard
    0
    0
    20
    30
    40
    0
    0
    Number
    of
    milestones
    and
    targets
    Reforms Investments
    0
    0
    20
    30
    40
    0
    Number
    of
    milestones
    and
    targets
    Reforms Investments
    221
    Figure A6.5: Number of fulfilled milestones and targets contributing to health, and economic, social and institutional resilience, per Member State
    Source: Recovery and Resilience Scoreboard
    Figure A6.6: Number of fulfilled milestones and targets contributing to policies for the next generation, per Member State
    Source: Recovery and Resilience Scoreboard
    0
    0
    20
    30
    40
    0
    0
    Number
    of
    milestones
    and
    targets
    Reforms Investments
    0
    0
    Number
    of
    milestones
    and
    targets
    Reforms Investments