A comparative analysis of the reform agendas of selected National Recovery and Resilience Plans
Briefing Paper N. 1 – REPLAN EU project
AUTHOR - REPLAN EU Team
PUBLISHED - August 11, 2024
Download pdf: A comparative analysis of the reform agendas of selected NRRPs
In response to the COVID-19 pandemic and its economic fallout, the European Union (EU) adopted the ‘Next Generation EU’ (NGEU) funding programme, the centrepiece of which was the Recovery and Resilience Facility (RRF) to support reforms and investments in EU countries. Indeed, two of the key proponents of the RRF, French President Emmanuel Macron and German Chancellor Angela Merkel jointly stated that ‘This recovery support … will be based on a clear commitment of member States to follow sound economic policies and an ambitious reform agenda’ (18 May 2020, our emphasis in italics)1. In order to access this funding, EU member states had to submit National Recovery and Resilience Plans (NRRPs) prepared in consultation with the European Commission and eventually endorsed by the Council of Ministers.
This briefing paper carries out a comparative analysis of the ‘reform agendas’ of selected NRRPs. By reform agendas, we mean: the numbers, diversity, scope and timing of the proposed reforms included in NRRPs; and their EU origin, namely, the extent to which these reforms incorporate Countries-Specific Recommendations (CSRs) previously adopted by the EU. The paper engages in a comparison of four country studies – France, Germany, Italy and Spain. These case studies were selected for several reasons. On the one hand, they are the largest EU member states and the main euro area economies - making up more than half of the EU’s entire economic output - so they are intrinsically important. In absolute terms, they are also the top beneficiaries of RRF grants, receiving well over half of the total amount of funds projected for the recovery package. The success of the Next Generation EU, therefore, depends to a considerable extent on the formulation and implementation of their plans. On the other hand, these countries present different domestic socio-economic and political institutions and thus provide an optimal empirical setting to better understand the factors shaping the reform component of NRRPs.
Rather than comparing the proposed reforms across different plans to identify commonalities, their depth, and anticipated impact, we are interested in capturing the composition of the overall reform agenda in each document. As a result, we built a multidimensional index measuring the size of the reform agenda (measured as the absolute number of reforms), its diversity (while one plan might put forward reforms in just a few areas, another might distribute them more evenly across sectors),2 its scope (the combination of ‘horizontal’ reforms, i.e. those affecting the entire state machinery, and sectoral reforms, i.e. those concerning specific sector)3, its timing (frontloading or backloading over the period 2021-26), and its EU origin (the extent it incorporates the CSRs issued by the EU in 2019 and 2020 as part of the so-called European Semester). Figures 1 to 4 provide data about each of these indicators.
De facto, most of the reforms considered are ‘regulatory reforms’. That is to say, they involve the issuing of legislative and regulatory acts designed to modernise domestic institutions (such as public administration, justice, tax, pension, education and research systems) and policies (for instance, in the labour market or competition policy) so as to increase efficiency and boost competitiveness. For ease of comparability across countries, we consider the reforms indicated as such in the Annexes to the Council Implementing Decisions on the approval of the assessment of the recovery and resilience plans (July 2021).
What follows is an overview of the various dimensions of the reform agendas included in the NRRPs of the four countries under scrutiny.
Figure 1: Number and scope of reforms by NRRP
Figure 2: CSRs coverage by NRRP
Figure 3: Timing of reforms by NRRP
Figure 4: Diversity of reforms by NRRP
These data suggest that the reform agendas of the selected member states vary considerably (for an overview see Table 1). The Italian and Spanish NRRPs feature a comparatively large number of reforms (60 and 102, respectively) most of which are frontloaded (Figure 3). In contrast, the German NRRP presents fewer reforms (15) with backloaded timelines. The French NRRP (21 reforms) fell somewhere in between. The reforms envisaged in the NRRPs of the two southern member states are also deeper and more comprehensive than those of France and Germany (Figure 1), where governments engaged mainly in sectoral reforms4. The wide-ranging nature of the agendas put forward by Italy and Spain is evident when looking at their distribution across sectors (Figure 4), as the two countries consistently occupy the top spots in those policy areas associated with the functioning of the state machine, such as “macroeconomics” and “government operations”. Finally, whereas all the NRRPs analyzed appear to meet a significant subset of the 2019 and 2020 Country-Specific Recommendations (CSRs) (Figure 2), France and Germany failed to address some important structural challenges, while Italy and Spain incorporated all CSRs (albeit with varying degrees of satisfaction).
Table 1: An overview of the main dimensions of the reform agenda across the country cases
Therefore, the NRRPs of the four countries under scrutiny can be placed along a continuum, ranging from more reformist (Italy and Spain, in this specific order) to less reformist (France and Germany, in this particular order) (see Figure 5). An important caveat is however necessary to qualify these findings. We examine reforms ‘on paper’, that is to say, those included in the formulation NRRPs, not those de facto implemented afterward. In that respect, there is going to be considerable variation and, we suspect, considerable mock compliance or partial compliance in the countries that have included a large number of wide-ranging reforms.
Figure 5: Spectrum of reform agendas across NRRP
The cursory review provided in the previous section shows significant variation in the reform ambitions of the four NRRPs analyzed. What explains these differences? Given the expected implications that the adoption of the RRF has for the future landscape of European economic governance, tackling this question bears considerable relevance (e.g., Fabbrini (2022), Miró, Natili, and Schelkle (2023)). On the one hand, it will provide valuable insights into the Commission’s ability to constrain and/or incentivize member states to align with EU directives and guidelines. On the other hand, it will help shed light on whether and to what extent national executives can mediate between domestic political agendas and EU-imposed constraints.
A first-cut explanation of the different extent of national reform commitments would focus on the asymmetric bargaining power of member states in EU-level negotiations due to their different national vulnerability to market pressures and expected costs and benefits of the prospective EU deal (e.g., Armingeon et al. (2022); Zeitlin, Bokhorst, and Eihmanis (2023)). We can fairly infer that countries that relied heavily on EU financial assistance or received a significant share of EU funding had more limited room for manoeuvre in formulating their plans. The Commission could thus press them to engage in more ambitious reforms when designing their NRRPs. We concisely evaluate this explanation against the empirical record. A cursory count of the number of reforms included in national plans shows indeed a strong positive correlation with the amount of grants received by each member state (cor = 0.80, p < 0.01) (Figure 6)5. Yet not all reforms are the same. When we distinguish them by their scope and focus on the share of horizontal reforms out of the total, the relation between the two dimensions becomes negative and it is no longer significant (cor = -0.12, p = 0.67) (Figure 7). That tells us that, while EU fund allotment appears to be a key driver in the formulation of NRRPs, it does not account for all the variation among the reform components.
Figure 6: Number of reforms and grants by Country
Figure 7: Number of horizontal reforms and grants
The need to look at complementary explanations rooted in domestic politics, rather than simply the beneficiary status of member states, is further suggested by the consistency between the electoral priorities of the governing parties in the countries under scrutiny and the reform agendas of their NRRPs (Figure 8)6. The data show that more than half of the reforms included in the plans are in line with the electoral priorities of the main governing parties (either full or partial matching). This points to the fact that the partisan profile of the executives in office mattered a great deal in shaping the reform agendas included in the NRRPs.
Figure 8: Matching between electoral priorities and reforms agendas of NRRPs
Against this background, we argue that future research should thoroughly investigate the role of the ‘agency’ of national executives in shaping the NRRPs and their distinctive features. In other words, whether and to what extent national executives used the flexibility inherent in the plans to push forward their domestic political agendas despite EU constraints such as the guidelines set by the RRF, the CSRs and the required consultations with the European Commission. Overall, a wider approach holding together domestic and supranational variables could in fact help to better grasp the dynamics of the new European economic governance.
Each reform was coded into a specific issue topic using the 21 major topics listed in the Italian Comparative Agendas Project (CAP) codebook (Baumgartner, Breunig, and Grossman 2019). Diversity summarises how attention is distributed across the topics using Shannon’s Hentropy score (Boydstun, Bevan, and Thomas 2014). This score rises when attention becomes more evenly distributed across all items.
Horizontal reforms are measures or groups of measures - under the same component of the NRRP - aimed at facilitating the implementation of the Plan by improving the overall conditions affecting economic activities and the quality of services provided to citizens and businesses, e.g. structural innovations of the State such as reform of public administration and the judiciary system. Sectoral reforms target specific policy areas or economic activities, intending to introduce more efficient regulatory and procedural regimes in the respective sectors.
Although Germany's NRRP shows the largest share of horizontal reforms, if we look at absolute numbers - given the limited amount of measures it includes - it ranks far behind the plans of Italy and Spain. Furthermore, most of Germany's horizontal reforms are narrower in scope than equivalent measures in other countries, as they specifically address investment bottlenecks rather than the functioning of public administration at large.
The number of reforms is derived from the Annexes to the Council Implementing Decisions on the approval of the assessment of the recovery and resilience plans; the EU grants allocation is measured as the share of a country’s GDP; the scope dimension is computed as the percentage of horizontal reforms to the total for each NRRP. Note that whereas the correlation between EU funds and number of reforms is measured for all 27 member states, the correlation between funds and scope of reforms is computed considering only the countries with a grants/GDP ratio equal to or higher than Italy’s.
To this end, we examine the manifestos and election programmes of the main parties in office during the formulation phase (2020-2021) of the NRRPs. Specifically, we consider La République En Marche! in France, Christlich Demokratische Union Deutschlands and Sozialdemokratische Partei Deutschlands in Germany, Partido Socialista Obrero Español and Podemos in Spain, and Partito Democratico, Lega Nord and Movimento 5 Stelle in Italy. In the latter case, to account for the change of government that occurred during the timeframe covered in the paper, Italian parties’ manifestos were further complemented by the acceptance speeches delivered by Prime Ministers Giuseppe Conte and Mario Draghi upon taking office. Programmes and speeches are then analyzed systematically to identify all reform proposals mentioned. Finally, the data collected are compared with the reforms reported in the Annexes to the Council Implementing Decisions on the approval of the assessment of the NRRPs. Data collection and matching were performed by two coders working independently of each other. The inter-coder agreement is reasonably high, with an average Cohen’s κ = 0.86.
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Baumgartner, Frank R., Christian Breunig, and Emiliano Grossman. 2019. Comparative Policy Agendas: Theory, Tools, Data. Edited by Frank R. Baumgartner, Christian Breunig, and Emiliano Grossman. Oxford, New York: Oxford University Press.
Boydstun, Amber E., Shaun Bevan, and Herschel F. Thomas. 2014. “The Importance of Attention Diversity and How to Measure It.” Policy Studies Journal 42 (2): 173–96. https://doi.org/10.1111/psj.12055.
Fabbrini, Federico. 2022. “The Legal Architecture of the Economic Responses to COVID-19: EMU Beyond the Pandemic*.” JCMS: Journal of Common Market Studies 60 (1): 186–203. https://doi.org/10.1111/jcms.13271.
Miró, Joan, Marcello Natili, and Waltraud Schelkle. 2023. “Money Makes the World Go Round: How Much Difference Do Recovery and Resilience Plans Make to EU Reform Governance?” JCMS: Journal of Common Market Studies n/a (n/a). https://doi.org/10.1111/jcms.13558.
Zeitlin, Jonathan, David Bokhorst, and Edgars Eihmanis. 2023. “Governing the RRF.” https://feps-europe.eu/publication/governing-the-rrf/.