Publication:
Engineering Ukraine’s Wirtschaftswunder

Loading...
Thumbnail Image
Files in English
English PDF (1.42 MB)
556 downloads
English Text (258.78 KB)
66 downloads
Published
2025-07-29
ISSN
Date
2025-07-29
Author(s)
Akcigit, Ufuk
Kilic, Furkan
Shpak, Solomiya
Editor(s)
Abstract
As Ukraine emerges from the devastation of war, it faces a historic opportunity to engineer its own Wirtschaftswunder—a productivity-driven economic transformation akin to post-war West Germany. While investment-led growth may offer quick wins, it is efficiency, innovation, and institutional reform that will determine Ukraine’s long-term economic trajectory. Drawing on rich micro-level firm data spanning 25 years, this paper uncovers deep structural distortions that have suppressed creative destruction and productivity in Ukraine. It finds that business dynamism is on the decline, alongside rising market concentration among incumbent businesses, including low productivity state owned enterprises. To inform priorities for reviving business dynamism, this study develops a model of creative destruction drawing on Acemoglu et al. (2018) and Akcigit et al. (2021). The quantitative assessment highlights that policies that discipline entrenched incumbents are the bedrock for reviving business dynamism and engineer Ukraine’s Wirtschaftswunder. Policies targeting specific types of firms have limited efficacy when incumbents run wild.
Link to Data Set
Citation
Akcigit, Ufuk; Kilic, Furkan; Lall, Somik; Shpak, Solomiya. 2025. Engineering Ukraine’s Wirtschaftswunder. Policy Research Working Paper; 11174. © World Bank. http://hdl.handle.net/10986/43514 License: CC BY 3.0 IGO.
Digital Object Identifier
Associated URLs
Associated content
Report Series
Report Series
Other publications in this report series
  • Publication
    The Economic Value of Weather Forecasts: A Quantitative Systematic Literature Review
    (Washington, DC: World Bank, 2025-09-10) Farkas, Hannah; Linsenmeier, Manuel; Talevi, Marta; Avner, Paolo; Jafino, Bramka Arga; Sidibe, Moussa
    This study systematically reviews the literature that quantifies the economic benefits of weather observations and forecasts in four weather-dependent economic sectors: agriculture, energy, transport, and disaster-risk management. The review covers 175 peer-reviewed journal articles and 15 policy reports. Findings show that the literature is concentrated in high-income countries and most studies use theoretical models, followed by observational and then experimental research designs. Forecast horizons studied, meteorological variables and services, and monetization techniques vary markedly by sector. Estimated benefits even within specific subsectors span several orders of magnitude and broad uncertainty ranges. An econometric meta-analysis suggests that theoretical studies and studies in richer countries tend to report significantly larger values. Barriers that hinder value realization are identified on both the provider and user sides, with inadequate relevance, weak dissemination, and limited ability to act recurring across sectors. Policy reports rely heavily on back-of-the-envelope or recursive benefit-transfer estimates, rather than on the methods and results of the peer-reviewed literature, revealing a science-to-policy gap. These findings suggest substantial socioeconomic potential of hydrometeorological services around the world, but also knowledge gaps that require more valuation studies focusing on low- and middle-income countries, addressing provider- and user-side barriers and employing rigorous empirical valuation methods to complement and validate theoretical models.
  • Publication
    The Macroeconomic Implications of Climate Change Impacts and Adaptation Options
    (Washington, DC: World Bank, 2025-05-29) Abalo, Kodzovi; Boehlert, Brent; Bui, Thanh; Burns, Andrew; Castillo, Diego; Chewpreecha, Unnada; Haider, Alexander; Hallegatte, Stephane; Jooste, Charl; McIsaac, Florent; Ruberl, Heather; Smet, Kim; Strzepek, Ken
    Estimating the macroeconomic implications of climate change impacts and adaptation options is a topic of intense research. This paper presents a framework in the World Bank's macrostructural model to assess climate-related damages. This approach has been used in many Country Climate and Development Reports, a World Bank diagnostic that identifies priorities to ensure continued development in spite of climate change and climate policy objectives. The methodology captures a set of impact channels through which climate change affects the economy by (1) connecting a set of biophysical models to the macroeconomic model and (2) exploring a set of development and climate scenarios. The paper summarizes the results for five countries, highlighting the sources and magnitudes of their vulnerability --- with estimated gross domestic product losses in 2050 exceeding 10 percent of gross domestic product in some countries and scenarios, although only a small set of impact channels is included. The paper also presents estimates of the macroeconomic gains from sector-level adaptation interventions, considering their upfront costs and avoided climate impacts and finding significant net gross domestic product gains from adaptation opportunities identified in the Country Climate and Development Reports. Finally, the paper discusses the limits of current modeling approaches, and their complementarity with empirical approaches based on historical data series. The integrated modeling approach proposed in this paper can inform policymakers as they make proactive decisions on climate change adaptation and resilience.
  • Publication
    Labor Demand in the Age of Generative AI: Early Evidence from the U.S. Job Posting Data
    (Washington, DC: World Bank, 2025-11-18) Liu, Yan; Wang, He; Yu, Shu
    This paper examines the causal impact of generative artificial intelligence on U.S. labor demand using online job posting data. Exploiting ChatGPT’s release in November 2022 as an exogenous shock, the paper applies difference-in-differences and event study designs to estimate the job displacement effects of generative artificial intelligence. The identification strategy compares labor demand for occupations with high versus low artificial intelligence substitution vulnerability following ChatGPT’s launch, conditioning on similar generative artificial intelligence exposure levels to isolate substitution effects from complementary uses. The analysis uses 285 million job postings collected by Lightcast from the first quarter of 2018 to the second quarter of 2025Q2. The findings show that the number of postings for occupations with above-median artificial intelligence substitution scores fell by an average of 12 percent relative to those with below-median scores. The effect increased from 6 percent in the first year after the launch to 18 percent by the third year. Losses were particularly acute for entry-level positions that require neither advanced degrees (18 percent) nor extensive experience (20 percent), as well as those in administrative support (40 percent) and professional services (30 percent). Although generative artificial intelligence generates new occupations and enhances productivity, which may increase labor demand, early evidence suggests that some occupations may be less likely to be complemented by generative artificial intelligence than others.
  • Publication
    The Lasting Effects of Working while in School
    (Washington, DC: World Bank, 2025-08-18) Ferrando, Mery; Katzkowicz, Noemi; Le Barbanchon, Thomas; Ubfal, Diego
    This paper provides the first experimental evidence on the long-term effects of work-study programs, leveraging a randomized lottery design from a national program in Uruguay. Participation leads to a persistent 11 percent increase in formal labor earnings, observable seven years after the program. Effects are stronger for youth who participate during pivotal educational transitions and are larger for vulnerable youth and men, while remaining positive for women and non-vulnerable youth. The program is highly cost-effective, with average impacts exceeding those of job training programs and comparable to early childhood investments.
  • Publication
    It’s Not (Just) the Tariffs: Rethinking Non-Tariff Measures in a Fragmented Global Economy
    (Washington, DC: World Bank, 2025-10-22) Taglioni, Daria; KEE, Hiau Looi
    As tariffs have declined, non-tariff measures (NTMs) have become central to trade policy, especially in high-income countries and regulated sectors like food and green technologies. Although NTMs may serve legitimate goals, they could also sort countries and firms into or out of markets based on compliance capacity and differences in product mix. Documenting recent advances in the estimation of ad valorem equivalents (AVEs), this paper uncovers new patterns of use and exposure of NTMs. High-income countries rely more heavily on NTMs relative to tariffs, while low- and middle-income countries face steeper AVEs on their exports. Firm-level evidence shows that NTMs disproportionately affect smaller firms, leading to market exit and concentration. Poorly designed NTMs can harm productivity and welfare, while coordinated, capacity-aware use can deliver inclusive outcomes. Policy design, transparency, and diagnostics must evolve to reflect the growing role—and risks—of NTMs in a fragmented global trade landscape.
Journal
Journal Volume
Journal Issue

Related items

Showing items related by metadata.

  • Publication
    Urbanization and Housing Investment
    (World Bank Group, Washington, DC, 2014-11) Dasgupta, Basab; Lall, Somik V.; Lozano-Gracia, Nancy
    This paper provides the first systematic empirical assessment of the pace at which housing investment has responded to rising demand from urbanization. The assessment used National Accounts Statistics to build a data set of residential housing investment for more than 90 countries. The data set explicitly accounts for investment by households, the government, and the private sector. The analysis finds that housing investment follows an S-shaped trajectory taking off around per capita GDP of about $3,000 (US$2005) and tapering down at per capita GDP around $36,000 (US$2005). The analysis also finds that between 2001 and 2011, housing investment in low-income economies averaged 4.56 percent of gross domestic product and 9.12 percent in upper-middle-income economies. An important finding is that countries in Sub-Saharan Africa have housing elasticities similar to comparable low-income and lower-middle-income economies. In financing housing investment, the paper finds that developing countries tend to rely much more on domestic savings and government debt, whereas high-income Organisation for Economic Co-operation and Development countries lever capital markets by tapping foreign savings. Not only does excessive reliance on domestic savings and government debt increase the sensitivity of housing investment to the cyclicality of growth of gross domestic product, it also can potentially crowd out investments in health and education.
  • Publication
    It's Not Factor Accumulation : Stylized Facts and Growth Models
    (Washington, DC: World Bank, 2001-05) Easterly, William; Levine, Ross
    The article documents five stylized facts of economic growth: (1) the 'residual' (total factor productivity, tfp) rather than factor accumulation accounts for most of the income and growth differences across countries; (2) income diverges over the long run; (3) factor accumulation is persistent while growth is not, and the growth path of countries exhibits remarkable variation; (4) economic activity is highly concentrated, with all factors of production flowing to the richest areas; and (5) national policies are closely associated with long-run economic growth rates. These facts do not support models with diminishing returns, constant returns to scale, some fixed factor of production, or an emphasis on factor accumulation. However, empirical work does not yet decisively distinguish among the different theoretical conceptions of tfp growth. Economists should devote more effort toward modeling and quantifying tfp.
  • Publication
    The Post-Crisis Growth Slowdown in Emerging Economies and the Role of Structural Reforms
    (World Bank Group, Washington, DC, 2014-11-01) Qureshi, Zia; Diaz-Sanchez, Jose L.; Varoudakis, Aristomene
    This paper constructs indicators of structural bottlenecks arising from barriers to open markets, obstacles to business operations, and constraints to access to finance. Empirical evidence from a sample of 30 emerging economies indicates that barriers to open markets and access to finance are significantly associated with differences in total factor productivity growth in the post-global financial crisis period compared with the pre-crisis period -- with countries with fewer barriers showing stronger recovery and resilience. Barriers to access to finance are also associated with differences in the performance of private investment. Reforms to improve the policy framework in these areas, up to the level of the best-ranking countries, could offset the recently observed growth slowdown in emerging economies. These reforms would revitalize potential growth and mitigate the risks from external shocks associated with the global environment in the transition from the global financial crisis.
  • Publication
    Consequences of Civil Conflict
    (World Bank, Washington, DC, 2010-10-26) Gates, Scott; Hegre, Håvard; Mokleiv Nygård, Håvard; Strand, Håvard
    This paper reviews the literature on the development consequences of internal armed conflict and state fragility and analyzes the relationship using data from World Development Indicators, Ukraine Corporate Development Project UCDP/Peace Research Institute of Oslo (PRIO) Armed Conflict Data (ACD), and World Bank state fragility assessments. Our main focus is on a set of development indicators that capture seven of the Millennium Development Goals, but the author also look briefly into the effect of conflict and fragility on growth, human rights abuses, and democratization. The author analyze these relationships using a variety of methods, averages by conflict and fragility status; cross-sectional regression analyses of change in each indicator over the time frame for which we have data; fixed-effects regression analyses of the impact on each indicator for each five-year period 1965-2009; as well as occasional panel time series models and matching techniques. In section two, the author summarizes the methodological choices and presents our conflict data. Section three summarizes the results of our analysis. Finally, section four analyzes the effects of internal armed conflict on the attainment of the individual Millennium Development Goals (MDGs).
  • Publication
    Liberia Poverty Note : Tracking the Dimensions of Poverty
    (Washington, DC, 2012-11) World Bank
    Poor governance and nearly fifteen years of brutal conflict have made Liberia one of the poorest countries in the world. An important objective for the democratically elected government of post-conflict Liberia is to reduce poverty. As part of its long-term vision plan, the Government is preparing a second Poverty Reduction Strategy (PRS) to set out its medium-term approach to poverty reduction. The current climate of peace and security, as well as continued improvements in the economy, offer the Government a unique opportunity to improve on the gains that it has made in reducing poverty under its previous PRS. However, as cross-country evidence has shown, growth alone is not sufficient for poverty reduction. The Government must also take steps to break the cycle of chronic poverty by ensuring that the poor are given opportunities and support to emerge from poverty, and that those who have emerged from poverty do not fall back into poverty. This poverty note is intended to assist the Government in formulating evidence based policies aimed at poverty reduction. This policy note draws from rich information provided by the 2007 and 2010 Core Welfare Indicator Questionnaires (CWIQs). It also benefits from qualitative data from a relatively large number of focus groups on gender and youth. In addition, the note benefits from the analysis contained in the 2011 human opportunities report for Liberia, which focuses in particular on access to education.

Users also downloaded

Showing related downloaded files

  • Publication
    Yield Gains from Balancing Fertilizer Use
    (Washington, DC: World Bank, 2025-05-29) Arteaga, Julian; Deininger, Klaus
    As with most agricultural inputs, the optimal use of fertilizer leverages the production complementarities between different types of nutrients. Wide variation in the intensity of nutrient application rates suggests there are potentially large productivity gains to be had from rebalancing fertilizer use across nutrient types even under a fixed expenditure budget. Using detailed information on a large sample of rice fields across three states in eastern India, this paper investigates whether a more balanced use of fertilizer—measured as the ratio of potash to nitrogen applied to a field—can lead to higher yields and revenues. To address the endogeneity of fertilizer application decisions, the analysis exploits the fact that nitrogen-based fertilizers demanded by Indian farmers are mostly produced domestically in a limited number of manufacturing plants, while all potash-based fertilizers must be imported by ship from abroad. Instrumenting for the ratio of potassium-to-nitrogen fertilizer applied on a field with the relative travel distances between farmers’ villages and both the nearest urea production plant and the nearest international port, the paper estimates the impact of more balanced fertilizer use on yields and revenues. The estimates show that at median levels of fertilizer use, and keeping the level of expenditure on fertilizers constant, rebalancing fertilizer application choices such that the potassium-to-nitrogen ratio of fertilizer is doubled would lead to a 4.8 percent increase in yield.
  • Publication
    From Patriarchy to Policy
    (Washington, DC: World Bank, 2025-05-29) Bussolo, Maurizio; Rexer, Jonah M.; Hu, Lynn
    Legal institutions play an important role in shaping gender equality in economic domains, from inheritance to labor markets. But where do gender equal laws come from? Using cross-country data on social norms and legal equality, this paper investigates the socio-cultural roots of gender inequity in the legal system and its implications for female labor force participation. To identify the impact of social norms, the analysis uses an empirical strategy that exploits pre-modern differences in ancestral patriarchal culture as an instrument for present-day gender norms. The findings show that ancestral patriarchal culture is a strong predictor of contemporary norms, and conservative social norms are associated with more gender inequality in the de jure legal framework, the de facto implementation of laws, and the labor market. The paper presents evidence for a political selection mechanism linking norms to laws: countries with more conservative norms elect political leaders who are more hostile to gender equality, who then pass less progressive legislation. The results highlight the cultural roots and political drivers of legalized gender inequality.
  • Publication
    Rethinking Fiscal Policies
    (Washington, DC: World Bank, 2025-05-27) Fuchs Tarlovsky, Alan; Amjad, Beenish; Loayza Grisi, Mario Julian
    This paper examines the redistributive impact of fiscal policy—specifically taxes and transfers—on poverty and inequality in eight countries in the Middle East and North Africa: the Arab Republic of Egypt, Djibouti, the Islamic Republic of Iran, Iraq, Jordan, Morocco, Tunisia, and the West Bank and Gaza. Utilizing the Commitment to Equity framework, the analysis evaluates how fiscal interventions alter income distribution across these diverse national contexts. The results indicate that direct cash transfers and social assistance programs are generally effective in reducing poverty and shielding vulnerable populations, while in-kind benefits—particularly in education and healthcare—significantly contribute to mitigating income inequality. In contrast, generalized subsidies, especially in the energy sector, are fiscally burdensome and largely regressive, offering limited equity gains. Indirect taxes, although important for revenue generation, often exacerbate income disparities. The study underscores the need for comprehensive fiscal reforms, including the expansion of well-targeted transfers, adoption of progressive taxation, and reallocation of inefficient subsidies toward investments in human capital. Successful initiatives, such as Egypt’s Takaful and Karama and Jordan’s Takaful and bread subsidy compensation programs, illustrate scalable models of effective redistribution. Moreover, the Islamic Republic of Iran’s progressive tax policies highlight viable pathways to equitable revenue mobilization. Strengthening investment in education and health is essential for promoting long-term equity, enhancing upward mobility, and supporting inclusive and sustainable development across the region.
  • Publication
    Beyond Aggregates
    (Washington, DC: World Bank, 2025-05-21) Jooste, Charl; Tercioglu, Remzi Baris
    This paper develops a bottom-up, sector-specific approach to modeling potential output that overcomes limitations of traditional top-down estimates for long-term projections and policy analysis. The model disaggregates total-factor productivity (TFP) growth into within-sector productivity effects and between-sector reallocations. Such endogenous between effects capture structural transformation, notably the shift from low-productivity sectors like agriculture to higher-productivity industrial and service sectors—a key driver of growth in developing countries. At the heart of the framework, wedges in sectoral factor prices, substitution elasticities, and productivity differentials describe the contribution of between-effects to aggregate productivity. Although the approach here can be applied to any macro-structural model, its benefits are illustrated by introducing it into the World Bank’s semi-structural models for Ghana and the Kyrgyz Republic to showcase its potential to enhance the analysis of long-run growth dynamics through structural change.
  • Publication
    Tradeoffs over Rate Cycles
    (Washington, DC: World Bank, 2025-05-23) Forbes, Kristin; Ha, Jongrim; Kose, M. Ayhan
    Central banks often face tradeoffs in how their monetary policy decisions impact economic activity (including employment), inflation and the price level. This paper assesses how these tradeoffs have evolved over time and varied across countries, with a focus on understanding the post-pandemic adjustment. To make these comparisons, we compile a cross-country, historical database of “rate cycles” (i.e., easing and tightening phases for monetary policy) for 24 advanced economies from 1970 through 2024. This allows us to quantify the characteristics of interest rate adjustments and corresponding macroeconomic outcomes and tradeoffs. We also calculate Sacrifice Ratios (output losses per inflation reduction) and document a historically low “sacrifice” during the post-pandemic tightening. This popular measure, however, ignores adjustments in the price level—which increased by more after the pandemic than over the past four decades. A series of regressions and simulations suggest monetary policy (and particularly the timing and aggressiveness of rate hikes) play a meaningful role in explaining these tradeoffs and how adjustments occur during tightening phases. Central bank credibility is the one measure we assess that corresponds to only positive outcomes and no difficult tradeoffs.