Publication:
The Enduring Impacts of a Big Push during Multiple Crises: Experimental Evidence from Afghanistan

Abstract
How do proven strategies to improve the economic conditions of ultra-poor households hold up against the increasing severity and co-incidence of economic, security, and climate shocks Five years after receiving an economic livelihoods package, and shortly prior to the 2021 regime change, “ultra-poor” women in Afghanistan continued to have significantly higher levels of consumption, assets, market work participation, financial inclusion, children’s school enrollment, and women’s psychological well-being and empowerment, relative to the control group. Households boost resilience by diversifying productive activities and the program improves equality by reducing the gaps between ultra-poor and non-ultra- poor households across multiple dimensions. The results illustrate how an increasingly popular approach to improve the conditions of the very poor through a one-off “big push” intervention can strengthen household resilience through multiple shocks in one of the most fragile settings worldwide.
Link to Data Set
Citation
Bedoya, Guadalupe; Belyakova, Yulia; Coville, Aidan; Escande, Thomas; Isaqzadeh, Mohammad; Ndiaye, Aminata. 2023. The Enduring Impacts of a Big Push during Multiple Crises: Experimental Evidence from Afghanistan. Policy Research Working Paper; 10596. © World Bank. http://hdl.handle.net/10986/40577 License: CC BY 3.0 IGO.
Associated URLs
Report Series
Report Series
Other publications in this report series
  • Publication
    The Future of Poverty
    (Washington, DC: World Bank, 2025-07-15) Fajardo-Gonzalez, Johanna; Nguyen, Minh C.; Corral, Paul
    Climate change is increasingly acknowledged as a critical issue with far-reaching socioeconomic implications that extend well beyond environmental concerns. Among the most pressing challenges is its impact on global poverty. This paper projects the potential impacts of unmitigated climate change on global poverty rates between 2023 and 2050. Building on a study that provided a detailed analysis of how temperature changes affect economic productivity, this paper integrates those findings with binned data from 217 countries, sourced from the World Bank’s Poverty and Inequality Platform. By simulating poverty rates and the number of poor under two climate change scenarios, the paper uncovers some alarming trends. One of the primary findings is that the number of people living in extreme poverty worldwide could be nearly doubled due to climate change. In all scenarios, Sub-Saharan Africa is projected to bear the brunt, contributing the largest number of poor people, with estimates ranging between 40.5 million and 73.5 million by 2050. Another significant finding is the disproportionate impact of inequality on poverty. Even small increases in inequality can lead to substantial rises in poverty levels. For instance, if every country’s Gini coefficient increases by just 1 percent between 2022 and 2050, an additional 8.8 million people could be pushed below the international poverty line by 2050. In a more extreme scenario, where every country’s Gini coefficient increases by 10 percent between 2022 and 2050, the number of people falling into poverty could rise by an additional 148.8 million relative to the baseline scenario. These findings underscore the urgent need for comprehensive climate policies that not only mitigate environmental impacts but also address socioeconomic vulnerabilities.
  • Publication
    Exports, Labor Markets, and the Environment
    (Washington, DC: World Bank, 2025-07-14) Góes, Carlos; Conceição, Otavio; Lara Ibarra, Gabriel; Lopez-Acevedo, Gladys
    What is the environmental impact of exports? Focusing on 2000–20, this paper combines customs, administrative, and census microdata to estimate employment elasticities with respect to exports. The findings show that municipalities that faced increased exports experienced faster growth in formal employment. The elasticities were 0.25 on impact, peaked at 0.4, and remained positive and significant even 10 years after the shock, pointing to a long and protracted labor market adjustment. In the long run, informal employment responds negatively to export shocks. Using a granular taxonomy for economic activities based on their environmental impact, the paper documents that environmentally risky activities have a larger share of employment than environmentally sustainable ones, and that the relationship between these activities and exports is nuanced. Over the short run, environmentally risky employment responds more strongly to exports relative to environmentally sustainable employment. However, over the long run, this pattern reverses, as the impact of exports on environmentally sustainable employment is more persistent.
  • 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
    The Asymmetric Bank Distress Amplifier of Recessions
    (Washington, DC: World Bank, 2025-07-11) Kim, Dohan
    One defining feature of financial crises, evident in U.S. and international data, is asymmetric bank distress—concentrated losses on a subset of banks. This paper proposes a model in which shocks to borrowers’ productivity dispersion lead to asymmetric bank losses. The framework exhibits a “bank distress amplifier,” exacerbating economic downturns by causing costly bank failures and raising uncertainty about the solvency of banks, thereby pushing banks to deleverage. Quantitative analysis shows that the bank distress amplifier doubles investment decline and increases the spread by 2.5 times during the Great Recession compared to a standard financial accelerator model. The mechanism helps explain how a seemingly small shock can sometimes trigger a large crisis.
  • Publication
    Impact of Heat Waves on Learning Outcomes and the Role of Conditional Cash Transfers
    (Washington, DC: World Bank, 2025-07-14) Miranda, Juan José; Contreras, Cesar
    This paper evaluates the impact of higher temperatures on learning outcomes in Peru. The results suggest that 1 degree above 20°C is equivalent to 7 and 6 percent of a standard deviation of what a student learns in a year for math and reading tests, respectively. These results hold true when the main specification is changed, splitting the sample, collapsing the data at school level, and using other climate specifications. The paper aims to improve understanding of how to deal with the impacts of climate change on learning outcomes in developing countries. The evidence suggests that conditional cash transfer programs can mitigate the negative effects of higher temperatures on students’ learning outcomes in math and reading.
Journal
Journal Volume
Journal Issue

Related items

Showing items related by metadata.

  • Publication
    No Household Left Behind
    (World Bank, Washington, DC, 2019-06) Bedoya, Guadalupe; Coville, Aidan; Haushofer, Johannes; Isaqzadeh, Mohammad; Shapiro, Jeremy
    The share of people living in extreme poverty fell from 36 percent in 1990 to 10 percent in 2015 but has continued to increase in many fragile and conflict-affected areas where half of the extreme poor are expected to reside by 2030. These areas are also where the least evidence exists on how to tackle poverty. This paper investigates whether the Targeting the Ultra Poor program can lift households out of poverty in a fragile context: Afghanistan. In 80 villages in Balkh province, 1,219 of the poorest households were randomly assigned to a treatment or control group. Women in treatment households received a one-off "big-push" package, including a transfer of livestock assets, cash consumption stipend, skills training, and coaching. One year after the program ended -- two years after assets were transferred -- significant and large impacts are found across all the primary pre-specified outcomes: consumption, assets, psychological well-being, total time spent working, financial inclusion, and women's empowerment. Per capita consumption increases by 30 percent (USD 24 purchasing power parity, USD 7 nominal per month) with respect to the control group, and the share of households below the national poverty line decreases from 82 percent in the control group to 62 percent in the treatment group. Using modest assumptions about consumption impacts, the intervention has an estimated internal rate of return of 26 percent, excluding non-monetized improvements in psychological well-being, women's empowerment, and children's health and education. These findings suggest that "big-push" interventions can dramatically reduce poverty in fragile and conflict-affected regions.
  • Publication
    Program Targeting with Machine Learning and Mobile Phone Data
    (World Bank, Washington, DC, 2022-12) Aiken, Emily L.; Bedoya, Guadalupe; Blumenstock, Joshua E.; Coville, Aidan
    Can mobile phone data improve program targeting By combining rich survey data from the baseline of a “big push” anti-poverty program in Afghanistan implemented in 2016 with detailed mobile phone logs from program beneficiaries, this paper studies the extent to which machine learning methods can accurately differentiate ultra-poor households eligible for program benefits from ineligible households. The paper shows that machine learning methods leveraging mobile phone data can identify ultra-poor households nearly as accurately as survey-based measures of consumption and wealth; and that combining survey-based measures with mobile phone data produces classifications more accurate than those based on a single data source.
  • Publication
    More Than a Pretty Picture : Using Poverty Maps to Design Better Policies and Interventions
    (Washington, DC: World Bank, 2007) Bedi, Tara; Coudouel, Aline; Simler, Kenneth
    This publication offers crucial lessons for policy makers and development experts who may be considering using small area poverty maps as tools of economic development and helps add to our array of tools for dealing with the political economy issues of poverty. It represents a major contribution to a little understood aspect of the well-known adage "location, location, location," demonstrating that the conceptualization of poverty at the local level represents an important step in our fight against poverty. Insights from the diverse experiences of 12 countries are drawn together in the first two chapters, on key elements in the successful implementation and utilization of poverty maps and on the political economy of poverty maps. The case studies in the volume highlight the wide range of policies and interventions that have been influenced by poverty maps, including, but not limited to, the location of investments and services, the creation of district and municipal development plans, and the allocation of grants and fiscal transfers. They show that successfully implemented and appropriately utilized poverty maps may lead to radical shifts in the perception of poverty and in strategies designed to address poverty.
  • Publication
    Armenia : Geographic Distribution of Poverty and Inequality
    (Washington, DC, 2007-06) World Bank
    This report is part of the Armenia Programmatic Poverty Assessment work. It is jointly produced by the National Statistics Service (NSS) of the Republic of Armenia and the World Bank. Armenia has achieved impressive economic growth and poverty reduction since the late 1990s. The country's Gross Domestic Product (GDP) has grown at an astounding annual rate of over 11 percent since 2002. The main objectives of Armenia poverty are: (i) to inform policy making at lower administrative levels by providing poverty and inequality rates at smaller geographic areas than it is currently possible with the available data sources; and (2) to build local capacity to develop and update poverty maps, particularly in the National Statistics Services of the Republic of Armenia (NSSA). The report is helping exploit the strengths of household survey and census population data. The country's GDP the measures of poverty and inequality to understand relative poverty in different geographic regions and communities. The results of poverty mapping do not adequately represent the poverty rates at the community level in rural areas, as most rural communities of Armenia tend to be small. The report focuses on the predictions of welfare at the rayon administration level, it also provide estimates for marzs as well as for the whole country to compare census based predictions with those estimates that are obtained directly from the 2004 Integrated Living Conditions Surveys (ILCS).
  • Publication
    Social Safety Nets and Gender : Learning from Impact Evaluations and World Bank Projects
    (World Bank, Washington, DC, 2014) Independent Evaluation Group
    Poverty reduction is the overarching objective of the World Bank Group and is reflected in the institution s commitment to the Millennium Development Goals (MDGs). More recently, the twin goals of the institution, eradicating extreme poverty by 2030 and boosting shared prosperity, expressed a renewed commitment toward the Bank Group s vision of a world free of poverty. This message is intimately related to another main goal of the institution: advancing gender equality. The shared prosperity goal calls for ensuring that men and women and boys and girls are included in the development process. This review focuses on a core set of poverty reduction interventions: Social Safety Net (SSN) programs. SSNs, a subset of social protection programs, are noncontributory transfer programs. Their main objective is to protect the poor against destitution and promoting equality of opportunity. The need to integrate gender considerations into the design of SSNs (and social protection interventions more generally) is an explicit objective of the World Bank Social Protection (SP) strategy. This report analyzes whether SSN interventions produce results and help to improve gender equality for men and women and boys and girls, either as a deliberate outcome or as an unplanned consequence. The report discusses whether SSN interventions aim to empower women and achieve greater gender equality, or impact other gender outcomes as one of their main goals. The report also looks at what type of actions and indicators these interventions adopt and what results they obtain. The report reviews evidence of results on SSN-specific outcomes.

Users also downloaded

Showing related downloaded files

  • Publication
    Business Ready 2024
    (Washington, DC: World Bank, 2024-10-03) World Bank
    Business Ready (B-READY) is a new World Bank Group corporate flagship report that evaluates the business and investment climate worldwide. It replaces and improves upon the Doing Business project. B-READY provides a comprehensive data set and description of the factors that strengthen the private sector, not only by advancing the interests of individual firms but also by elevating the interests of workers, consumers, potential new enterprises, and the natural environment. This 2024 report introduces a new analytical framework that benchmarks economies based on three pillars: Regulatory Framework, Public Services, and Operational Efficiency. The analysis centers on 10 topics essential for private sector development that correspond to various stages of the life cycle of a firm. The report also offers insights into three cross-cutting themes that are relevant for modern economies: digital adoption, environmental sustainability, and gender. B-READY draws on a robust data collection process that includes specially tailored expert questionnaires and firm-level surveys. The 2024 report, which covers 50 economies, serves as the first in a series that will expand in geographical coverage and refine its methodology over time, supporting reform advocacy, policy guidance, and further analysis and research.
  • Publication
    World Development Report 2024
    (Washington, DC: World Bank, 2024-08-01) World Bank
    Middle-income countries are in a race against time. Many of them have done well since the 1990s to escape low-income levels and eradicate extreme poverty, leading to the perception that the last three decades have been great for development. But the ambition of the more than 100 economies with incomes per capita between US$1,100 and US$14,000 is to reach high-income status within the next generation. When assessed against this goal, their record is discouraging. Since the 1970s, income per capita in the median middle-income country has stagnated at less than a tenth of the US level. With aging populations, growing protectionism, and escalating pressures to speed up the energy transition, today’s middle-income economies face ever more daunting odds. To become advanced economies despite the growing headwinds, they will have to make miracles. Drawing on the development experience and advances in economic analysis since the 1950s, World Development Report 2024 identifies pathways for developing economies to avoid the “middle-income trap.” It points to the need for not one but two transitions for those at the middle-income level: the first from investment to infusion and the second from infusion to innovation. Governments in lower-middle-income countries must drop the habit of repeating the same investment-driven strategies and work instead to infuse modern technologies and successful business processes from around the world into their economies. This requires reshaping large swaths of those economies into globally competitive suppliers of goods and services. Upper-middle-income countries that have mastered infusion can accelerate the shift to innovation—not just borrowing ideas from the global frontiers of technology but also beginning to push the frontiers outward. This requires restructuring enterprise, work, and energy use once again, with an even greater emphasis on economic freedom, social mobility, and political contestability. Neither transition is automatic. The handful of economies that made speedy transitions from middle- to high-income status have encouraged enterprise by disciplining powerful incumbents, developed talent by rewarding merit, and capitalized on crises to alter policies and institutions that no longer suit the purposes they were once designed to serve. Today’s middle-income countries will have to do the same.
  • Publication
    Global Economic Prospects, January 2025
    (Washington, DC: World Bank, 2025-01-16) World Bank
    Global growth is expected to hold steady at 2.7 percent in 2025-26. However, the global economy appears to be settling at a low growth rate that will be insufficient to foster sustained economic development—with the possibility of further headwinds from heightened policy uncertainty and adverse trade policy shifts, geopolitical tensions, persistent inflation, and climate-related natural disasters. Against this backdrop, emerging market and developing economies are set to enter the second quarter of the twenty-first century with per capita incomes on a trajectory that implies substantially slower catch-up toward advanced-economy living standards than they previously experienced. Without course corrections, most low-income countries are unlikely to graduate to middle-income status by the middle of the century. Policy action at both global and national levels is needed to foster a more favorable external environment, enhance macroeconomic stability, reduce structural constraints, address the effects of climate change, and thus accelerate long-term growth and development.
  • Publication
    World Bank Annual Report 2024
    (Washington, DC: World Bank, 2024-10-25) World Bank
    This annual report, which covers the period from July 1, 2023, to June 30, 2024, has been prepared by the Executive Directors of both the International Bank for Reconstruction and Development (IBRD) and the International Development Association (IDA)—collectively known as the World Bank—in accordance with the respective bylaws of the two institutions. Ajay Banga, President of the World Bank Group and Chairman of the Board of Executive Directors, has submitted this report, together with the accompanying administrative budgets and audited financial statements, to the Board of Governors.
  • Publication
    Digital Progress and Trends Report 2023
    (Washington, DC: World Bank, 2024-03-05) World Bank
    Digitalization is the transformational opportunity of our time. The digital sector has become a powerhouse of innovation, economic growth, and job creation. Value added in the IT services sector grew at 8 percent annually during 2000–22, nearly twice as fast as the global economy. Employment growth in IT services reached 7 percent annually, six times higher than total employment growth. The diffusion and adoption of digital technologies are just as critical as their invention. Digital uptake has accelerated since the COVID-19 pandemic, with 1.5 billion new internet users added from 2018 to 2022. The share of firms investing in digital solutions around the world has more than doubled from 2020 to 2022. Low-income countries, vulnerable populations, and small firms, however, have been falling behind, while transformative digital innovations such as artificial intelligence (AI) have been accelerating in higher-income countries. Although more than 90 percent of the population in high-income countries was online in 2022, only one in four people in low-income countries used the internet, and the speed of their connection was typically only a small fraction of that in wealthier countries. As businesses in technologically advanced countries integrate generative AI into their products and services, less than half of the businesses in many low- and middle-income countries have an internet connection. The growing digital divide is exacerbating the poverty and productivity gaps between richer and poorer economies. The Digital Progress and Trends Report series will track global digitalization progress and highlight policy trends, debates, and implications for low- and middle-income countries. The series adds to the global efforts to study the progress and trends of digitalization in two main ways: · By compiling, curating, and analyzing data from diverse sources to present a comprehensive picture of digitalization in low- and middle-income countries, including in-depth analyses on understudied topics. · By developing insights on policy opportunities, challenges, and debates and reflecting the perspectives of various stakeholders and the World Bank’s operational experiences. This report, the first in the series, aims to inform evidence-based policy making and motivate action among internal and external audiences and stakeholders. The report will bring global attention to high-performing countries that have valuable experience to share as well as to areas where efforts will need to be redoubled.