Publication:
Long COVID: The Evolution of Household Welfare in Developing Countries during the Pandemic

Loading...
Thumbnail Image
Files in English
English PDF (3.95 MB)
261 downloads
English Text (198.69 KB)
17 downloads
Date
2023-02
ISSN
Published
2023-02
Editor(s)
Abstract
This paper examines the welfare impacts of the COVID-19 pandemic, using harmonized data from 343 high-frequency phone surveys conducted in 80 economies during 2020 and 2021, representing more than 2.5 billion people. The analysis focuses on the scarring effects of the initial losses of employment and income by examining their evolution over time across and within countries, as restrictions on mobility and economic activity were introduced and then gradually relaxed. The employment and welfare outcomes of some groups that were impacted to a greater degree initially—including women, informal workers, and those with less education—have been improving at a slower pace. The social protection response in lower-income economies was largely insufficient to protect households from the pandemic shock. Unmitigated welfare losses, as seen for example from the large share of households indicating income losses well into 2021, are highly correlated with food insecurity, which likely led some households to sell physical assets and deplete their savings. Without proper remediation, the uneven welfare impacts associated with COVID-19 may be amplified over the medium to long term, leading to future increases in poverty and inequality.
Link to Data Set
Citation
Brunckhorst, Ben; Cojocaru, Alexandru; Hill, Ruth; Kim, Yeon Soo; Kugler, Maurice. 2023. Long COVID: The Evolution of Household Welfare in Developing Countries during the Pandemic. Policy Research Working Paper; 10300. © World Bank. http://hdl.handle.net/10986/39419 License: CC BY 3.0 IGO.
Associated URLs
Associated content
Report Series
Other publications in this report series
Journal
Journal Volume
Journal Issue

Related items

Showing items related by metadata.

  • Publication
    Tracing Pandemic Impacts in the Absence of Regular Survey Data
    (World Bank, Washington, DC, 2023-10-10) Brunckhorst, Ben; Kim, Yeon Soo; Cojocaru, Alexandru
    The World Bank’s High-Frequency Phone Surveys were deployed to support the monitoring of household welfare during the COVID-19 pandemic, when most of the regular household survey data collection was suspended. This paper reviews the analytical insights gained from the High-Frequency Phone Survey data, including uneven dynamics of household welfare during the pandemic across and within countries, as well as novel applications to simulate estimates of poverty and intergenerational mobility following the pandemic. The paper further derives lessons from the data collection experience. First, phone surveys, while inexpensive and quick, require reliable sampling frames. The predominant sampling strategies—previous household survey and random digit dialing—each have pros and cons in terms of representativeness, non-response, and post-survey adjustments. Second, on questionnaire design, country customization needs to be carefully balanced against standardization when cross-country comparisons are likely to be important. Finally, baseline metrics are critical for crisis monitoring; this requires more frequent welfare monitoring and better alignment of questions in phone surveys and existing data sources. While phone surveys can be a reliable toolkit for researchers and governments, more research is needed on key questions related to the survey mode effect, and the implications of different sampling frames and questionnaire design.
  • Publication
    COVID-19 Vaccine Hesitancy in 53 Developing Countries
    (World Bank, Washington, DC, 2022-09) Eberwein, Julia Dayton; Edochie, Ifeanyi; Newhouse, David; Cojocaru, Alexandru; Deudibe, Gildas; Kakietek, Jakub; Kim, Yeon Soo; Montes, Jose
    This paper presents new evidence on the levels and trends of vaccine hesitancy in developing countries based on harmonized high-frequency phone surveys from more than 120,000 respondents in 53 low- and middle-income countries. These countries represent a combined 30 percent of the population of low- and middle-income countries. On average across countries, one in five adults is hesitant about the COVID-19 vaccine, with the most cited reasons for hesitancy being concerns about the safety of the vaccine, followed by concerns about its efficacy. Between late 2020 and the first half of 2021, there tended to be little change in levels of hesitancy except in Iraq, Malawi, and Uzbekistan, where hesitancy increased. COVID-19 vaccine hesitancy is higher among female, young, less educated, and rural respondents, after controlling for selected observable characteristics. Country estimates of vaccine hesitancy from the high-frequency phone surveys are correlated with but lower than those from earlier studies, which often relied on less representative survey samples. The results suggest that vaccine hesitancy in developing countries, while less prevalent than previously thought, will be an important and enduring obstacle to recovery from the pandemic.
  • Publication
    How Did the COVID-19 Crisis Affect Different Types of Workers in the Developing World?
    (World Bank, Washington, DC, 2021-07) Kugler, Maurice; Viollaz, Mariana; Duque, Daniel; Gaddis, Isis; Newhouse, David; Palacios-Lopez, Amparo; Weber, Michael
    This paper investigates the impacts of the economic shock caused by the COVID-19 pandemic on the employment of different types of workers in developing countries. Employment outcomes are taken from a set of high-frequency phone surveys conducted by the World Bank and National Statistics Offices in 40 countries. Larger shares of female, young, less educated, and urban workers stopped working. Gender gaps in work stoppage were particularly pronounced and stemmed mainly from differences within sectors rather than differential employment patterns across sectors. Differences in work stoppage between urban and rural workers were markedly smaller than those across gender, age, and education groups. Preliminary results from 10 countries suggest that following the initial shock at the start of the pandemic, employment rates partially recovered between April and August, with greater gains for those groups that had borne the brunt of the early jobs losses. Although the high-frequency phone surveys greatly over-represent household heads and therefore overestimate employment rates, case studies in five countries suggest that they provide a reasonably accurate measure of disparities in employment levels by gender, education, and urban or rural location following the onset of the crisis, although they perform less well in capturing disparities between age groups. These results shed new light on the labor market consequences of the COVID-19 crisis in developing countries, and suggest that real-time phone surveys, despite their lack of representativeness, are a valuable source of information to measure differential employment impacts across groups during a crisis.
  • Publication
    How Did the COVID-19 Crisis Affect Different Types of Workers in the Developing World?
    (World Bank, Washington, DC, 2021-06) Kugler, Maurice; Viollaz, Mariana; Duque, Daniel; Gaddis, Isis; Newhouse, David; Palacios-Lopez, Amparo; Weber, Michael
    This paper investigates the impacts of the economic shock caused by the COVID-19 pandemic on the employment of different types of workers in developing countries. Employment outcomes are taken from a set of high-frequency phone surveys conducted by the World Bank and National Statistics Offices in 40 countries. Larger shares of female, young, less educated, and urban workers stopped working. Gender gaps in work stoppage were particularly pronounced and stemmed mainly from differences within sectors rather than differential employment patterns across sectors. Differences in work stoppage between urban and rural workers were markedly smaller than those across gender, age, and education groups. Preliminary results from 10 countries suggest that following the initial shock at the start of the pandemic, employment rates partially recovered between April and August, with greater gains for those groups that had borne the brunt of the early jobs losses. Although the high-frequency phone surveys greatly over-represent household heads and therefore overestimate employment rates, case studies in five countries suggest that they provide a reasonably accurate measure of disparities in employment levels by gender, education, and urban/rural location following the onset of the crisis, although they perform less well in capturing disparities between age groups. These results shed new light on the labor market consequences of the COVID-19 crisis in developing countries, and suggest that real-time phone surveys, despite their lack of representativeness, are a valuable source of information to measure differential employment impacts across groups during a crisis.
  • Publication
    How Did the COVID-19 Crisis Affect Different Types of Workers in the Developing World?
    (World Bank, Washington, DC, 2021-08) Kugler, Maurice; Viollaz, Mariana; Duque, Daniel; Gaddis, Isis; Newhouse, David; Palacios-Lopez, Amparo; Weber, Michael
    The COVID-19 pandemic is the worst global macroeconomic shock since the Great Depression. This brief reports which groups of workers have been hit hardest by the economic fallout of COVID-19 in developing countries. Larger shares of female, young, less educated, and urban workers stopped working, with gender differences being particularly pronounced. Gender gaps in work stoppage stemmed mainly from differences within sectors rather than differential employment patterns across sectors. Among those that remained employed, changes in sector of employment and employment type were similar for all groups except for age, where young workers saw a slightly larger decline in industrial employment. Employment increased between April and October, with larger gains for the groups with larger initial job losses, but for most groups these gains fell far short of pre pandemic employment levels. Finally, evidence from five countries suggests that phone surveys give a generally accurate picture of group disparities in employment rates following the onset of the crisis and are proving to be a valuable tool for monitoring differential impacts of the crisis on workers

Users also downloaded

Showing related downloaded files

  • Publication
    World Development Report 2006
    (Washington, DC, 2005) World Bank
    This year’s Word Development Report (WDR), the twenty-eighth, looks at the role of equity in the development process. It defines equity in terms of two basic principles. The first is equal opportunities: that a person’s chances in life should be determined by his or her talents and efforts, rather than by pre-determined circumstances such as race, gender, social or family background. The second principle is the avoidance of extreme deprivation in outcomes, particularly in health, education and consumption levels. This principle thus includes the objective of poverty reduction. The report’s main message is that, in the long run, the pursuit of equity and the pursuit of economic prosperity are complementary. In addition to detailed chapters exploring these and related issues, the Report contains selected data from the World Development Indicators 2005‹an appendix of economic and social data for over 200 countries. This Report offers practical insights for policymakers, executives, scholars, and all those with an interest in economic development.
  • Publication
    South Asia Development Update, October 2024: Women, Jobs, and Growth
    (Washington, DC: World Bank, 2024-10-10) World Bank
    South Asia’s growth is on track to exceed earlier expectations, in a broad-based upturn. The region is expected to remain the fastest-growing among emerging market and developing economies (EMDEs). Several risks could upend this generally promising outlook, including extreme weather events, social unrest, and policy missteps, such as reform delays. But South Asian countries also have considerable untapped potential that could help them further boost productivity growth and employment and adapt to climate change. In particular, with about two-thirds of the region’s working-age women out of the labor force, raising female employment rates to those of men could increase per capita income by as much as one-half. Measures to accelerate job creation, remove obstacles to women working, and equalize gender rights would be more effective if combined with a shift toward social norms that looked more favorably on working women. Also, most South Asian countries rank among the EMDEs least open to global trade and investment. Greater openness could boost women’s employment, spur the growth of firms, and allow the region to take better advantage of the reshaping of global supply chains and trade. Reducing the cost of conducting business could help the region better harness large-scale remittance inflows.
  • Publication
    Classroom Assessment to Support Foundational Literacy
    (Washington, DC: World Bank, 2025-03-21) Luna-Bazaldua, Diego; Levin, Victoria; Liberman, Julia; Gala, Priyal Mukesh
    This document focuses primarily on how classroom assessment activities can measure students’ literacy skills as they progress along a learning trajectory towards reading fluently and with comprehension by the end of primary school grades. The document addresses considerations regarding the design and implementation of early grade reading classroom assessment, provides examples of assessment activities from a variety of countries and contexts, and discusses the importance of incorporating classroom assessment practices into teacher training and professional development opportunities for teachers. The structure of the document is as follows. The first section presents definitions and addresses basic questions on classroom assessment. Section 2 covers the intersection between assessment and early grade reading by discussing how learning assessment can measure early grade reading skills following the reading learning trajectory. Section 3 compares some of the most common early grade literacy assessment tools with respect to the early grade reading skills and developmental phases. Section 4 of the document addresses teacher training considerations in developing, scoring, and using early grade reading assessment. Additional issues in assessing reading skills in the classroom and using assessment results to improve teaching and learning are reviewed in section 5. Throughout the document, country cases are presented to demonstrate how assessment activities can be implemented in the classroom in different contexts.
  • Publication
    Lebanon Economic Monitor, Fall 2022
    (Washington, DC, 2022-11) World Bank
    The economy continues to contract, albeit at a somewhat slower pace. Public finances improved in 2021, but only because spending collapsed faster than revenue generation. Testament to the continued atrophy of Lebanon’s economy, the Lebanese Pound continues to depreciate sharply. The sharp deterioration in the currency continues to drive surging inflation, in triple digits since July 2020, impacting the poor and vulnerable the most. An unprecedented institutional vacuum will likely further delay any agreement on crisis resolution and much needed reforms; this includes prior actions as part of the April 2022 International Monetary Fund (IMF) staff-level agreement (SLA). Divergent views among key stakeholders on how to distribute the financial losses remains the main bottleneck for reaching an agreement on a comprehensive reform agenda. Lebanon needs to urgently adopt a domestic, equitable, and comprehensive solution that is predicated on: (i) addressing upfront the balance sheet impairments, (ii) restoring liquidity, and (iii) adhering to sound global practices of bail-in solutions based on a hierarchy of creditors (starting with banks’ shareholders) that protects small depositors.
  • Publication
    Argentina Country Climate and Development Report
    (World Bank, Washington, DC, 2022-11) World Bank Group
    The Argentina Country Climate and Development Report (CCDR) explores opportunities and identifies trade-offs for aligning Argentina’s growth and poverty reduction policies with its commitments on, and its ability to withstand, climate change. It assesses how the country can: reduce its vulnerability to climate shocks through targeted public and private investments and adequation of social protection. The report also shows how Argentina can seize the benefits of a global decarbonization path to sustain a more robust economic growth through further development of Argentina’s potential for renewable energy, energy efficiency actions, the lithium value chain, as well as climate-smart agriculture (and land use) options. Given Argentina’s context, this CCDR focuses on win-win policies and investments, which have large co-benefits or can contribute to raising the country’s growth while helping to adapt the economy, also considering how human capital actions can accompany a just transition.