Publication: Labor Market Impact of the COVID-19 Pandemic in the West Bank and Gaza
Loading...
Date
2023-10-10
ISSN
Published
2023-10-10
Author(s)
Editor(s)
Abstract
This paper studies the impact of the COVID-19 pandemic on men’s labor market outcomes in the West Bank and Gaza, examining adjustments at the extensive (participation) and intensive (hours of work) margins of the labor supply. Quarterly panel data from national labor force surveys allow observing labor market transitions, job loss and job gain rates, and labor market stocks. The findings show that the COVID-19 pandemic was associated with a decline in employment and labor market participation among men in the immediate aftermath of the pandemic. Moreover, the analysis finds evidence of large adjustments at the intensive margin of employment, as working hours declined. The changes in aggregate labor market indicators seem to be driven by an increase in job loss and a decline in job gain in the West Bank and Gaza. Despite the apparent resilience of the labor market, as labor market indicators quickly bounced back to their pre-pandemic levels, the results show that the most vulnerable segments of the workforce, such as informal workers, workers in blue collar occupations, the least educated, and residents in refugee camps, bore a disproportionately heavier burden.
Link to Data Set
Citation
“Deng, Jingyuan; Elmallakh, Nelly; Flabbi, Luca; Gatti, Roberta. 2023. Labor Market Impact of the COVID-19 Pandemic in the West Bank and Gaza. Policy Research Working Paper; 10587. © World Bank. http://hdl.handle.net/10986/40445 License: CC BY 3.0 IGO.”
Associated URLs
Associated content
Other publications in this report series
Publication Geopolitics and the World Trading System(Washington, DC: World Bank, 2024-12-23)Until the beginning of this century, the GATT/WTO system worked. Economic research provided a compelling explanation. It showed that if governments maximize the well-being of their own countries broadly defined, GATT/WTO principles would facilitate mutually beneficial cooperation over their trade policy choices. Now heightened geopolitical rivalry seems to have undermined the WTO. A simple transposition of the previous rationalization suggests that geopolitics and trade cooperation are not compatible. The paper shows that this is only true if rivalry eclipses any consideration of own-country well-being. In all other circumstances, there are gains from trade cooperation even with geopolitics. Furthermore, the WTO’s relevance is in question only if it adheres too rigidly to its existing rules and norms. Through measured adaptation to the geopolitical imperative, the WTO can continue to thrive as a forum for multilateral trade cooperation in the age of geopolitics.Publication Chinese Imports and Industrialization in Africa(Washington, DC: World Bank, 2025-05-12)The rise of China in the global economy has been linked with negative impacts on employment across many high- and middle-income countries. However, evidence for African countries is limited. This paper investigates the causal relationship between Chinese imports and manufacturing employment in Ethiopia. Imports may harm domestic firms through a revenue effect (lower market shares) or benefit them, indirectly if competition spurs innovation or directly through access to better quality or cheaper inputs. The analysis shows that a one unit increase in import penetration leads to a 15.2 percent increase in industry employment. The inputs effect is disentangled from the other two effects by decomposing total Chinese imports by their end-use category using input-output tables. The evidence shows that imported intermediate inputs are driving the employment gains. The findings are consistent with the idea that employment gains are a result of productivity gains and increases in capacity utilization. These employment gains appear to benefit large firms and labor-intensive industries disproportionately.Publication VAT Exemptions, Embedded Tax, and Unintended Consequences(Washington, DC: World Bank, 2025-05-15)The value-added tax (VAT) has proved to be a highly effective tool at raising revenue in developed and developing countries alike. However, the effective operation of the VAT breaks down in the presence of exemptions. Unlike zero rates, exemptions deny input tax credits, thereby increasing production costs and resulting in VAT being embedded within the prices of goods and services. This paper develops a VAT model based on input-output table and household budget survey data for 29 European countries to examine the effects of VAT exemptions on final prices and to assess the merits of their use. Simulation results show that exemptions suffer from the same targeting problems as reduced VAT rates, but, in addition, they are non-transparent and have unpredictable and counterproductive indirect effects. These effects are in addition to the well-known distortionary impact of exemptions on production decisions, and their creation of incentives to self-supply. The paper concludes that the use of exemptions should be limited to addressing pragmatic concerns, such as the disproportionate compliance costs of small businesses and the practical difficulty in taxing margin-based financial services.Publication Disentangling the Key Economic Channels through Which Infrastructure Affects Jobs(Washington, DC: World Bank, 2025-04-03)This paper takes stock of the literature on infrastructure and jobs published since the early 2000s, using a conceptual framework to identify the key channels through which different types of infrastructure impact jobs. Where relevant, it highlights the different approaches and findings in the cases of energy, digital, and transport infrastructure. Overall, the literature review provides strong evidence of infrastructure’s positive impact on employment, particularly for women. In the case of electricity, this impact arises from freeing time that would otherwise be spent on household tasks. Similarly, digital infrastructure, particularly mobile phone coverage, has demonstrated positive labor market effects, often driven by private sector investments rather than large public expenditures, which are typically required for other large-scale infrastructure projects. The evidence on structural transformation is also positive, with some notable exceptions, such as studies that find no significant impact on structural transformation in rural India in the cases of electricity and roads. Even with better market connections, remote areas may continue to lack economic opportunities, due to the absence of agglomeration economies and complementary inputs such as human capital. Accordingly, reducing transport costs alone may not be sufficient to drive economic transformation in rural areas. The spatial dimension of transformation is particularly relevant for transport, both internationally—by enhancing trade integration—and within countries, where economic development tends to drive firms and jobs toward urban centers, benefitting from economies scale and network effects. Turning to organizational transformation, evidence on skill bias in developing countries is more mixed than in developed countries and may vary considerably by context. Further research, especially on the possible reasons explaining the differences between developed and developing economies, is needed.Publication Economic Consequences of Trade and Global Value Chain Integration(World Bank, Washington, DC, 2025-04-04)This paper introduces a new approach to measuring Global Value Chains (GVC), crucial for informed policy-making. It features a tripartite classification (backward, forward, and two-sided) covering trade and production data. The findings indicate that traditional trade-based GVC metrics significantly underestimate global GVC activity, especially in sectors like services and upstream manufacturing, and overstate risks in early trade liberalization stages. Additionally, conventional backward-forward classifications over-estimate backward linkages. The paper further applies these measures empirically to assess how GVC participation mediates the impact of demand shocks on domestic output, highlighting both the exposure and stabilizing potential of GVC integration. These new measures are comprehensively available on the World Bank’s WITS Platform, providing a key resource for GVC analysis.
Journal
Journal Volume
Journal Issue
Collections
Related items
Showing items related by metadata.
Publication Labor Market Transitions in Egypt Post-Arab Spring(World Bank, Washington, DC, 2022-07)This paper examines the Arab Republic of Egypt’s labor market transition dynamics post–Arab Spring based on the two most recent rounds of the Egypt Labor Market Panel Survey conducted in 2012 and 2018. In addition to providing disaggregated-level analysis by examining labor market transitions by gender, education, and age groups, the paper provides a cross-country, cross-regional perspective by comparing Egypt’s labor market transitions with Mexico’s, relying on data from the Encuesta Nacional de Ocupación y Empleo. To match the span of Mexico’s transitions (which are measured over a one-year period) and Egypt’s (which are measured over six years), the analysis uses Monte Carlo simulations of repeated discrete-time Markov chains. Based on these results, the Egyptian labor market appears to be highly rigid compared to the Mexican labor market, which instead shows a large degree of dynamism regardless of individual initial labor market states at baseline. Auxiliary regression analyses focusing on transitions to and from the dominant absorbing labor market states in Egypt —public sector employment for both genders, nonparticipation for women, and the informal sector for men—show that having a post-secondary education is associated with a lower probability of remaining out of the labor force for women who were already out of the labor force at baseline, while being married at baseline is found to be a significant predictor for women to stay out of the labor force if they were already so. Among men, the better educated are found to be more likely to secure formal employment, be it in the public or private sector, and are more likely to keep their public formal jobs once they secure them.Publication Returns to Education in the Marriage Market(World Bank, 2023-05-17)This paper investigates the marriage market returns to female education by examining the resources transferred from the groom to the bride and her family at the time of marriage, known as the bride price, as well as the husband’s imputed permanent income as an additional source of returns. The study exploits a school reform in Egypt that reduced the number of years required to complete primary education from six to five, creating exogenous variations in the timing of treatment across schools due to its staggered roll-out. To address identification issues, an instrumental variable estimator combined with a Two-Way Fixed Effects (TWFE) model at the birth year and primary school levels is employed. The findings reveal that the estimated return on a bride’s compulsory education is over three times higher in bride price and 20% higher in the husband’s imputed permanent income compared to those without compulsory education. These substantial marriage market returns outweigh labor market returns at the extensive margin of employment. Further empirical evidence suggests that higher female education potentially signals positive outcomes in terms of home production and child-rearing in Egypt, while educational assortative mating also appears to be an important mechanism.Publication Balancing Act: Jobs and Wages in the Middle East and North Africa When Crises Hit(Washington, DC: World Bank, 2023-10-05)Covid-19. The Russian invasion of Ukraine. Commodity price volatility. The rise of global inflation and interest rates. Currency depreciations among indebted middle-income economies. And now, natural disasters. As a sequence of events, the consequences can be both tragic and long-lasting. After analyzing the macroeconomic prospects of the Middle East and North Africa (MENA) Region, this edition of the regional Economic Update assesses the human toll of macroeconomic shocks in terms of lost jobs and deteriorating livelihoods of the people of MENA. Growth is forecast to decelerate in 2023 after experiencing an oil-price induced growth spurt in 2022 among the high-income oil exporters of the region. Yet as the region continues to recover from the impact of the COVID-19 shock and navigates the heightened volatility in its terms of trade, the region’s labor force is contending with the ramifications for their livelihoods of the inflationary pressures associated with currency fluctuations in some countries. The authors estimate that the macroeconomic shocks of 2020-22 led to an additional 5.1 million individuals becoming unemployed in MENA. Will these shocks permanently scar the hard-working people of MENA? The report answers this question by highlighting the trade-offs facing labor markets when facing macroeconomic shocks. A critical trade-off pertains to the loss of jobs versus decreases in real incomes, neither of which is desirable. The report advocates for maintaining the flexibility of real wages and discusses policy options to support the most vulnerable.Publication Growth in the Middle East and North Africa(Washington, DC: World Bank, 2024-10-16)This issue of the MENA Economic Update presents a summary of recent macroeconomic trends, including an update of the conflict centered in Gaza and its regional spillovers, alongside an analysis of factors that shape the long-term growth potential of the region, with special attention to the persistent effects of conflicts. A modest uptick in growth is forecast for 2024, which nonetheless masks important disparities within the region. The acceleration is driven by the high-income oil exporters, while growth is expected to decelerate among developing MENA countries, both developing oil exporters and developing oil importers. Despite current challenges, the region can dramatically boost growth by better allocating talent in the labor market, leveraging its strategic location, and promoting innovation. Closing the gender employment gap, rethinking the footprint of the public sector, and facilitating technology transfers through trade under enhanced data quality and transparency can help the region leap toward the frontier. Peace is a pre-condition for catching up to the frontier, as conflict can undo decades of progress, delaying economic development by generations.Publication The Labor Market Implications of Restricted Mobility during the COVID-19 Pandemic in Kenya(Washington, DC: World Bank, 2022-03-09)The COVID-19 pandemic affected people’s livelihoods in many ways, particularly in developing countries. This paper examines the degree to which recovering mobility levels impacted labor market outcomes in Kenya over the course of the pandemic, starting from May 2020 until June 2021. It uses an instrumental variable approach to identify the causal impacts of mobility reduction induced by policy changes on labor market outcomes. The findings show that a 10 percent recovery of mobility led to a 12 percentage points increase in labor force participation and a 9 percent points increase in household members being employed. At the same time, a 10 percent recovery of mobility caused an increase of 11 wage hours per week (formal and informal). Among the factors influencing self-reported mobility-reducing behavior, trust in the government’s ability to deal with the pandemic correlates with less self-reported mobility reduction, while people who knew someone with an infection tend to reduce mobility less. Finally, countrywide policy stringency levels clearly reduce self-reported mobility. Given the demonstrated adverse impacts of reducing mobility on economic indicators, the government should explore options to limit the economic fall-out while protecting citizens from infections, for example, by using partial or geographically constrained lockdowns.
Users also downloaded
Showing related downloaded files
Publication Economic Recovery(World Bank, Washington, DC, 2021-04-06)World Bank Group President David Malpass spoke about the world facing major challenges, including COVID, climate change, rising poverty and inequality and growing fragility and violence in many countries. He highlighted vaccines, working closely with Gavi, WHO, and UNICEF, the World Bank has conducted over one hundred capacity assessments, many even more before vaccines were available. The World Bank Group worked to achieve a debt service suspension initiative and increased transparency in debt contracts at developing countries. The World Bank Group is finalizing a new climate change action plan, which includes a big step up in financing, building on their record climate financing over the past two years. He noted big challenges to bring all together to achieve GRID: green, resilient, and inclusive development. Janet Yellen, U.S. Secretary of the Treasury, mentioned focusing on vulnerable people during the pandemic. Kristalina Georgieva, Managing Director of the International Monetary Fund, focused on giving everyone a fair shot during a sustainable recovery. All three commented on the importance of tackling climate change.Publication Education, Social Norms, and the Marriage Penalty(Washington, DC: World Bank, 2024-10-16)A growing literature attributes gender inequality in labor market outcomes in part to the reduction in female labor supply after childbirth, the child penalty. However, if social norms constrain married women’s activities outside the home, then marriage can independently reduce employment, even in the absence childbearing. Given the correlation in timing between childbirth and marriage, conventional estimates of child penalties will conflate these two effects. The paper studies the marriage penalty in South Asia, a context featuring conservative gender norms and low female labor force participation. The study introduces a split-sample, pseudo-panel approach that allows for the separation of marriage and child penalties even in the absence of individual-level panel data. Marriage reduces women’s labor force participation in South Asia by 12 percentage points, whereas the marginal penalty of childbearing is small. Consistent with the central roles of both opportunity costs and social norms, the marriage penalty is smaller among cohorts with higher education and less conservative gender attitudes.Publication Media and Messages for Nutrition and Health(World Bank, Washington, DC, 2020-06)The Lao People’s Democratic Republic (Lao PDR) has experienced rapid and significant economic growth over the past decade. However, poor nutritional outcomes remain a concern. Rates of childhood undernutrition are particularly high in remote, rural, and upland areas. Media have the potential to play an important role in shaping health and nutrition–related behaviors and practices as well as in promoting sociocultural and economic development that might contribute to improved nutritional outcomes. This report presents the results of a media audit (MA) that was conducted to inform the development and production of mass media advocacy and communication strategies and materials with a focus on maternal and child health and nutrition that would reach the most people from the poorest communities in northern Lao PDR. Making more people aware of useful information, essential services and products and influencing them to use these effectively is the ultimate goal of mass media campaigns, and the MA measures the potential effectiveness of media efforts to reach this goal. The effectiveness of communication channels to deliver health and nutrition messages to target beneficiaries to ensure maximum reach and uptake can be viewed in terms of preferences, satisfaction, and trust. Overall, the four most accessed media channels for receiving information among communities in the study areas were village announcements, mobile phones, television, and out-of-home (OOH) media. Of the accessed media channels, the top three most preferred channels were village announcements (40 percent), television (26 percent), and mobile phones (19 percent). In terms of trust, village announcements were the most trusted source of information (64 percent), followed by mobile phones (14 percent) and television (11 percent). Hence of all the media channels, village announcements are the most preferred, have the most satisfied users, and are the most trusted source of information in study communities from four provinces in Lao PDR with some of the highest burden of childhood undernutrition.Publication Global Regulations, Institutional Development, and Market Authorities Perspective Toolkit (GRIDMAP) - Framework and Methodology(Washington, DC: World Bank, 2024-12-05)GRIDMAP--the Global Regulations, Institutional Development, and Market Authorities Perspective Toolkit--provides emerging markets and developing economies (EMDEs) with a “Minimum Package” of policies to build markets that are trustworthy, safe, and competitive. The “Minimum Package” sets out essential regulatory provisions, institutional arrangements, and implementation and enforcement needed for those markets to thrive. GRIDMAP will provide modules focused on various subjects of market regulation, such as consumer protection and data markets.Publication Remarks at the United Nations Biodiversity Conference(World Bank, Washington, DC, 2021-10-12)World Bank Group President David Malpass discussed biodiversity and climate change being closely interlinked, with terrestrial and marine ecosystems serving as critically important carbon sinks. At the same time climate change acts as a direct driver of biodiversity and ecosystem services loss. The World Bank has financed biodiversity conservation around the world, including over 116 million hectares of Marine and Coastal Protected Areas, 10 million hectares of Terrestrial Protected Areas, and over 300 protected habitats, biological buffer zones and reserves. The COVID pandemic, biodiversity loss, climate change are all reminders of how connected we are. The recovery from this pandemic is an opportunity to put in place more effective policies, institutions, and resources to address biodiversity loss.