Publication: Exploring the Growth Effects of COVID-19 across Developing Countries
Loading...
Date
2021-12
ISSN
Published
2021-12
Author(s)
Editor(s)
Abstract
This paper investigates the spread of the COVID-19 pandemic and its impact on economic growth across developing countries. It documents the evolution and co-movement of COVID-19 infections with government responses (including health containment measures) across developing countries. It then estimates the impact of the different channels of transmission of COVID-19 on economic growth—thus, identifying factors that contribute to the economic resilience of countries during the pandemic shocks. The findings show that the pandemic’s impact on the decline in growth was substantive across the different developing country groups—although at different rates. The estimates show that a deeper downturn in economic activity due to the pandemic can be averted in countries with higher levels of human capital, well-targeted containment measures, and improved global health security. Diversifying trade patterns (across products and markets) is also crucial, and so is strengthening intraregional trade, as higher commerce across borders within the different developing regions may help secure the supply chains of essential goods in times of crisis—and particularly during pandemics. Finally, having fiscal space and a less risky public debt profile can make these economies more resilient against crisis.
Link to Data Set
Citation
“Calderon, Cesar; Kubota, Megumi. 2021. Exploring the Growth Effects of COVID-19 across Developing Countries. Policy Research Working Paper;No. 9889. © World Bank. http://hdl.handle.net/10986/36781 License: CC BY 3.0 IGO.”
Associated URLs
Associated content
Other publications in this report series
Publication The Future of Poverty(Washington, DC: World Bank, 2025-07-15)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)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)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)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)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
Collections
Related items
Showing items related by metadata.
Publication Africa's Pulse, No. 22, October 2020(World Bank, Washington, DC, 2020-10-07)COVID-19 has taken a large toll on economic activity in Sub-Saharan Africa, putting a decade of hard-won economic progress at risk. The pandemic is pushing the region into its first recession in 25 years. In 2020, GDP per capita is expected to contract by 6.5 percent in Sub-Saharan Africa and by the end of 2021, it’s likely to have regressed back to its 2007’s level. As a consequence, COVID-19 could push up to 43 million people into extreme poverty in Africa, erasing at least five years of progress in fighting poverty. The road to recovery will be long, steep, and must be paved with sound economic policies. Countries need to reconstitute fiscal space to help finance programs that can stimulate recovery. Better debt transparency and management, better service delivery, civil society engagement and less corruption will be critical. Ultimately, sustained recovery will depend on how fast African countries prioritize policy actions and investment that address the challenge of creating more, better and inclusive jobs. These policy priorities, in turn, operate through three critical (an inter-related) channels: the digital transformation, the sectoral reallocation, and the the spatial integration. Countries must expand digital infrastructure and make connectivity affordable, reliable and universal across Africa. Shifting resources towards non-traditional economic sectors with higher productivity, lower volatility and greater value addition, fully leveraging the African Continental Free Trade Area (AfCFTA) will be equally critical. Finally, fostering the reallocation of resources from less to more efficient job-creating locations through enhanced rural-urban, inland-coastal connectivity will be key to jobs and economic transformation. Interestingly, number of countries, especially in the East African Community and in the West African Monetary Union are seizing the opportunity of the crisis to accelerate these reforms.Publication Africa's Pulse, No. 23, April 2021(World Bank, Washington, DC, 2021-04)The economic impact of the COVID-19 pandemic in Sub-Saharan Africa has been severe; however, countries are weathering the storm so far. Real GDP is estimated to contract by 2.0 percent in 2020—close to the lower bound of the forecast range in April 2020, and less than the contraction in advanced economies and other emerging markets and developing economies, excluding China. Available data from the second half of 2020 point to rebound in economic activity that explain why the contraction in the region was in the lower bound of the forecasts. It reflected a slower spread of the virus and lower COVID-19-related mortality in the region, strong agricultural growth, and a faster-than-expected recovery in commodity prices. Economic activity in the region is expected to rise to a range between2.3 and 3.4 percent in 2021, depending on the policy measures adopted by countries and the international community. However, prospects for a slow vaccine rollout, the resurgence of pandemic, and limited scope for additional fiscal support, could hold back the recovery in the region. Policies to support the economy in the near term should be complemented by structural reforms that encourage sustained investment, create jobs and enhance competitiveness. Reducing the countries’ debt burden will release resources for public investment, in areas such as education, health, and infrastructure. Investments in human capital will help lower the risk of long-lasting damage from the pandemic which may become apparent over the longer term, and can enhance competitiveness and productivity. The next twelve months will be a critical period for leveraging the African Continental Free Trade Area in order to deepen African countries’ integration into regional and global value chains. Finally, reforms that address digital infrastructure gaps and make the digital economy more inclusive –ensuring affordability but also building skills for all segments of society, are critical to improve connectivity, boost digital technology adoption, and generate more and better jobs for men and women.Publication Africa's Pulse, No. 24, October 2021(Washington, DC: World Bank, 2021-10-06)In 2021, Sub-Saharan Africa emerged from the recession, but its recovery is still timid and fragile. The region is projected to grow at a rate of 3.3 percent—a weaker pace of recovery than that of advanced and emerging market economies. In 2022–23, the region is projected to grow at rates below 4 percent; however, growth above 5 percent is attainable with rapid vaccine deployment in the region and thereby withdrawal of COVID-19 containment measures. In response to the pandemic, African countries are undertaking structural and economic reforms. Countries have been relatively disciplined on monetary and fiscal policies. However, limited fiscal space is handicapping African countries in injecting the fiscal resources required to launch a vigorous policy response to COVID-19.Accelerating the economic recovery in the region would require significant additional externalfinancing, in addition to rapid deployment of the vaccine. Africa’s unique conditions, such as low baseline development, preexisting climate vulnerabilities, low use of fossil fuel energy, and high reliance on climate-sensitive agriculture, pose additional challenges from climate change, but also provide opportunities to build and use greener technologies. Climate change should be considered by policymakers as a source of structural change. For instance, the energy access problem in the region can be solved by the adoption of renewable energy alongside expansion of the national grid. Policy makers need domestic and international financing to create new jobs—including green jobs. For example, in a region where much of the infrastructure, cities, and transportation systems are yet to be built, investments in climate-smart infrastructure can help cities create jobs. In resource-rich countries, wealth exposure to carbon risk can be reduced by fostering asset diversification that supports human and renewable natural capital accumulation. Financing climate change adaptation in Sub-Saharan Africa is essential, and policies to mobilize resources are critical to create more, better, and sustainable jobs.Publication Africa's Pulse, No. 21, Spring 2020(World Bank, Washington, DC, 2020-04-08)The COVID-19 pandemic has taken a toll on human life and brought major disruption to economic activity across the world. Despite a late arrival, the COVID-19 virus has spread rapidly across Sub-Saharan Africa in recent weeks. Eeconomic growth in Sub-Saharan Africa is projected to decline from 2.4 percent in 2019 to -2.1 to -5.1 percent in 2020, the first recession in the region in 25 years. The coronavirus is hitting the region’s three largest economies —Nigeria, South Africa, and Angola— in a context of persistently weak growth and investment. In particular, countries that depend on oil and mining exports would be hit the hardest. The negative impact of the COVID-19 crisis on household welfare would be equally dramatic. African policymakers need to develop a two-pronged strategy of “saving lives and protecting livelihoods.” This strategy includes (short-term) relief measures and (medium-term) recovery measures aimed at strengthening health systems, providing income support to workers and liquidity support to viable businesses. However, financing of these policies will be challenging amid deteriorating fiscal positions and heightened public debt vulnerabilities. Therefore, African countries will require financial assistance from their development partners -including COVID-19 related multilateral assistance and a debt service stand still with official bilateral creditors.Publication Africa's Pulse, No. 25, April 2022(Washington, DC: World Bank, 2022-04-13)Sub-Saharan Africa's recovery from the pandemic is expected to decelerate in 2022 amid a slowdown in global economic activity, continued supply constraints, outbreaks of new coronavirus variants, climatic shocks, high inflation, and rising financial risks due to high and increasingly vulnerable debt levels. The war in Ukraine has exacerbated the already existing tensions and vulnerabilities affecting the continent. Given the sources of growth in the region and the nature of the economic linkages with Russia and Ukraine, the war in Ukraine might have a marginal impact on economic growth and on overall poverty—as this shock affects mostly the urban poor and vulnerable people living just above the poverty line. However, its largest impact is on the increasing likelihood of civil strife as a result of food- and energy-fueled inflation amid an environment of heightened political instability. The looming threats of stagflation require a two-pronged strategy that combines short-term measures to contain inflationary pressures and medium-to-long-term policies that accelerate the structural transformation and create more and better jobs. In response to supply shocks, monetary policy in the region may prove ineffective to bring down inflation and other short-run options may be restricted by the lack of fiscal space. Concessional financing might be key to helping countries alleviate the impact of food and fuel inflation. Over the medium term, avoiding stagflation may require a combination of actionable measures that improve the resilience of the economy by shoring up productivity and job creation. Lastly, ongoing actions to enhance social protection—including dynamic delivery systems for rapid scalability and shock-sensitive financing—could be strengthened further to improve economic resilience against shocks and foster investments in productive assets.
Users also downloaded
Showing related downloaded files
Publication Global Economic Prospects, January 2025(Washington, DC: World Bank, 2025-01-16)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 Boom, Bust and Up Again? Evolution, Drivers and Impact of Commodity Prices: Implications for Indonesia(World Bank, Jakarta, 2010-12)Indonesia is one of the largest commodity exporters in the world, and given its mineral potential and expected commodity price trends, it could and should expand its leading position. Commodities accounted for one fourth of Indonesia's Gross Domestic Product (GDP) and more than one fifth of total government revenue in 2007. The potential for further commodity growth is considerable. Indonesia is the largest producer of palm oil in the world (export earnings totaled almost US$9 billion in 2007 and employment 3.8 million full-time jobs) and the sector has good growth prospects. It is also one of the countries with the largest mining potential in view of its second-largest copper reserves and third-largest coal and nickel reserves in the world. This report consists of seven chapters. The first six chapters present an examination and an analysis of the factors driving increased commodity prices, price forecasts, economic impact of commodity price increases, effective price stabilization policies, and insights from Indonesia's past growth experience. The final chapter draws on the findings of the previous chapters and suggests a development strategy for Indonesia in the context of high commodity prices. This section summarizes the contents of the chapters and their main findings.Publication The Container Port Performance Index 2023(Washington, DC: World Bank, 2024-07-18)The Container Port Performance Index (CPPI) measures the time container ships spend in port, making it an important point of reference for stakeholders in the global economy. These stakeholders include port authorities and operators, national governments, supranational organizations, development agencies, and other public and private players in trade and logistics. The index highlights where vessel time in container ports could be improved. Streamlining these processes would benefit all parties involved, including shipping lines, national governments, and consumers. This fourth edition of the CPPI relies on data from 405 container ports with at least 24 container ship port calls in the calendar year 2023. As in earlier editions of the CPPI, the ranking employs two different methodological approaches: an administrative (technical) approach and a statistical approach (using matrix factorization). Combining these two approaches ensures that the overall ranking of container ports reflects actual port performance as closely as possible while also being statistically robust. The CPPI methodology assesses the sequential steps of a container ship port call. ‘Total port hours’ refers to the total time elapsed from the moment a ship arrives at the port until the vessel leaves the berth after completing its cargo operations. The CPPI uses time as an indicator because time is very important to shipping lines, ports, and the entire logistics chain. However, time, as captured by the CPPI, is not the only way to measure port efficiency, so it does not tell the entire story of a port’s performance. Factors that can influence the time vessels spend in ports can be location-specific and under the port’s control (endogenous) or external and beyond the control of the port (exogenous). The CPPI measures time spent in container ports, strictly based on quantitative data only, which do not reveal the underlying factors or root causes of extended port times. A detailed port-specific diagnostic would be required to assess the contribution of underlying factors to the time a vessel spends in port. A very low ranking or a significant change in ranking may warrant special attention, for which the World Bank generally recommends a detailed diagnostic.Publication Global Economic Prospects, June 2025(Washington, DC: World Bank, 2025-06-10)The global economy is facing another substantial headwind, emanating largely from an increase in trade tensions and heightened global policy uncertainty. For emerging market and developing economies (EMDEs), the ability to boost job creation and reduce extreme poverty has declined. Key downside risks include a further escalation of trade barriers and continued policy uncertainty. These challenges are exacerbated by subdued foreign direct investment into EMDEs. Global cooperation is needed to restore a more stable international trade environment and scale up support for vulnerable countries grappling with conflict, debt burdens, and climate change. Domestic policy action is also critical to contain inflation risks and strengthen fiscal resilience. To accelerate job creation and long-term growth, structural reforms must focus on raising institutional quality, attracting private investment, and strengthening human capital and labor markets. Countries in fragile and conflict situations face daunting development challenges that will require tailored domestic policy reforms and well-coordinated multilateral support.Publication Digital Progress and Trends Report 2023(Washington, DC: World Bank, 2024-03-05)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.