Publication: Exports to Jobs: Morocco’s Trade Patterns and Local Labor Market Outcomes
Loading...
Published
2023-11-07
ISSN
Date
2023-11-07
Author(s)
Editor(s)
Abstract
Morocco’s trade liberalization policies coincided with macroeconomic growth over the past two decades. The relationship between trade liberalization and individual-level labor market outcomes, however, are not well understood. By combining three complementary approaches and modeling techniques, this paper estimates (i) the relationship between trade agreements and trade flows, (ii) the relationship between trade exposure and various local labor market outcomes, and (iii) the relationship between firm employment and exports. The results show that tariffs have fallen and trade as a share of gross domestic product has increased. Morocco’s trade agreements, however, are not always associated with higher trade flows. Furthermore, trade has led to mixed results for workers. Increased trade has decreased informality but may have adversely affected female labor force participation. Trade liberalization seems to have induced a shift from female labor-intensive industries, such as apparel, to capital-intensive sectors that are predominantly male-intensive. The firm-level analysis confirms these results by showing that increases in employment from exports has occurred mainly in male, capital-intensive sectors.
Link to Data Set
Citation
“Roche Rodriguez, Jaime Alfonso; Lopez-Acevedo, Gladys; Robertson, Raymond; Zárate, Daniela Ruiz. 2023. Exports to Jobs: Morocco’s Trade Patterns and Local Labor Market Outcomes. Policy Research Working Papers; 10595. © World Bank. http://hdl.handle.net/10986/40578 License: CC BY 3.0 IGO.”
Digital Object Identifier
Associated URLs
Associated content
Other publications in this report series
Publication Climate and Social Sustainability in Fragility, Conflict, and Violence Contexts(Washington, DC: World Bank, 2026-01-07)Climate change is widely recognized as a driver of violent conflict, but its broader social effects remain less understood. Ignoring these dimensions risks a vicious cycle where climate policies might undermine socially just adaptation. Evidence is still limited on how climate shocks influence political participation, trust, or migration. This paper helps fill that gap by examining links between climate change, conflict, and social sustainability, with a focus on inclusion, resilience, cohesion, and legitimacy. Using secondary data from 2019–24, the study applies simple correlation-based methods to test three hypotheses on the nature, severity, and composition of these associations. The analysis combines multiple climate impact measures, new conflict classifications, recent social sustainability frameworks, and controls for population and geography. The results reveal strong correlations—not causation—between climate events and contexts of fragility, conflict, and violence. Climate impacts are most pronounced in both national and subnational conflict settings. The study also finds robust links between fragility, conflict, and violence and low levels of social sustainability, reflecting its role as both a driver and consequence of conflict. Some dimensions—such as violent events and insecurity—appear weaker in areas most affected by climate shocks. Two of the hypotheses are supported, and one remains inconclusive.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 Institutional Capacity for Policy Implementation: An Analytical Framework(Washington, DC: World Bank, 2026-01-07)State capacity is an important prerequisite for policy implementation, yet at the country level it is difficult to measure, assess, and reform. This paper proposes a focus on institutional capacity: the ability of public institutions to implement the specific policy mandates for which they are responsible. Based on a review of existing literature, the paper defines the different dimensions that compose institutional capacity and groups them into two cross-cutting categories: organizational dimensions (personnel, financial resources, information systems, and management practices) and governance dimensions (transparency, independence, and accountability). The paper proposes measures for organizational and governance dimensions using existing data, shows intra-institutional variation of these measures within countries, and discusses how new data could be collected for better measurement of these concepts. Finally, the paper illustrates how the framework can be used to diagnose the sources of common problems related to weak policy implementation.Publication South Africa’s Fragmented Cities: The Unequal Burden of Labor Market Frictions(Washington, DC: World Bank, 2026-01-08)Using high-resolution administrative, census, and satellite data, this paper shows that South African cities are characterized by spatial mismatches between where people live and where jobs are located, relative to 20 global peers. Areas within 5 kilometers of commercial centers have 9,300 fewer residents per square kilometer than expected, which is 60 percent below the global median. Poor, dense neighborhoods are most affected. In Johannesburg, a 10-percentile increase in distance from the nearest business hub corresponds to a 3.7-percentile drop in asset wealth (a proxy of household wellbeing) and 4.9-percentile drop in employment. In Cape Town, the declines are 4.0 and 3.7 percentiles, respectively. Employment is 87 percent lower in the poorest decile than the richest in Johannesburg and 61 percent lower in Cape Town. These findings suggest that South Africa’s spatial organization of people and economic activity constrains agglomeration and reinforces inequality. This methodology provides a scalable and standardized data-driven framework to analyze spatial accessibility and agglomeration frictions in complex, data-constrained urban systems.Publication Investment in Emerging and Developing Economies(Washington, DC: World Bank, 2026-01-07)The world faces a pressing challenge to meet key development objectives amid slowing growth and rising macroeconomic and geopolitical risks. With the number of job seekers rising rapidly, infrastructure shortfalls continuing to be large, and climate costs mounting, the case for a significant investment push has never been stronger. Yet the capacity to respond in many emerging markets and developing economies has eroded. Since the global financial crisis, investment growth has slowed to about half its pace in the 2000s, with both public and private investment weakening. Foreign direct investment inflows—a critical source of capital, technology, and managerial know-how—have also fallen sharply and become increasingly concentrated, leaving low-income countries with only a marginal share. The risks of further retrenchment are significant, as trade tensions, policy uncertainty, and elevated debt levels continue to weigh on investment. Reigniting momentum will require ambitious domestic reforms to strengthen institutions, rebuild macro-fiscal stability, and deepen trade and investment integration—the foundations of a supportive business climate. At the same time, international cooperation is indispensable. A renewed commitment to a predictable system of cross-border trade and investment flows, combined with scaled-up financial support and sustained technical assistance, is essential to help emerging markets and developing economies—especially low-income countries and economies in fragile and conflict situations—bridge financing gaps and implement the domestic reforms needed to restore investment as an engine of growth, jobs, and development.
Journal
Journal Volume
Journal Issue
Collections
Related items
Showing items related by metadata.
Publication Dynamic Exports and Labor Markets for Inclusive Growth in Cambodia(Washington, DC: World Bank, 2024-09-09)Cambodia’s rapid economic growth in the past few decades has coincided with trade liberalization and structural transformation. This growth has been extensively associated with more employment, higher wages, shared prosperity, and poverty reduction. By combining two complementary approaches, the gravity model and the Bartik model, this paper estimates: (i) the relationship between trade agreements and trade flows, and (ii) the relationship between trade exposure and various local labor market outcomes. The gravity estimates show that trade agreements between the Association of Southeast Asian Nations are positively related with trade flows, and that Cambodia’s specific gains from these increases in trade have been larger than for the average trade agreement. This has led to better results for workers in Cambodia’s local labor markets. The shift-share Bartik results suggest that increases in trade exposure in Cambodian districts between 2009 and 2019 correlate with reduced informality and an increase in hours worked, with more positive effects for female workers.Publication The Economic Impacts of the Syrian Refugee Migration on Jordan(Washington, DC: World Bank, 2024-09-10)The Syrian Civil War in 2011 led to a substantial influx of refugees into Jordan, with more than 660,000 Syrians arriving by 2015. More than half of these refugees were of working age. This study shows that Syrian refugees have less education than their Jordanian counterparts, and policies attempted to help them to assimilate into manufacturing. The study tests two hypotheses related to refugee assimilation. The first hypothesis examines the 2016 Jordan Compact with the European Union, which aimed to integrate Syrian refugees and improve Jordan’s export profile with simplified rules of origin for certain industries. If the Jordan Compact was effective, a relative increase in exports to the European Union, compared to other regions, would be expected. The second hypothesis suggests that the successful integration of Syrian workers into the manufacturing sector contributed to a boost in manufacturing exports to all destinations relative to other exports. The study conducts a gravity difference-in-differences analysis to evaluate these two hypotheses. The findings show little, if any, evidence supporting the first hypothesis but strong support for the second. These findings suggest that although the simplified rules of origin had limited impact on exports to the European Union, the Jordanian government effectively integrated Syrian workers into the manufacturing sector. Labor force surveys indicate that a skill mismatch impeded the integration of Syrian workers into the industries targeted by the Jordan Compact, but refugees were successfully assimilated into the manufacturing industry.Publication Exports to Jobs(Washington, DC: World Bank, 2019-02-24)South Asia’s economy has grown rapidly, and the region has made a significant reduction in poverty. However, the available jobs for the growing working population remain limited. Policy makers are contending with lingering concerns about jobless growth and poor job quality. Exports to Jobs: Boosting the Gains from Trade in South Asia posits that exports, could bring higher wages and better jobs to South Asia. We use a new methodology to estimate the potential impact from higher South Asian exports per worker on wages and employment. We find that increasing exports per worker would result in higher wages, mostly for the better-off groups—like the better-educated workers, men, and the more-experienced workers—although the less-skilled and rural workers would benefit from new job opportunities outside of the informal sector. Our report shows that to spread the benefits from higher exports widely, policies are needed to raise skills and get certain groups, such as women and youth, into more and better jobs. Complementary measures include removing trade barriers and investing in infrastructure, and increasing the ability of workers to find higher-paying jobs. Together, these actions would help South Asian countries spread the gains from being closely integrated into the global economy through exporting. This book, which is the product of a partnership between the International Labour Organization and the World Bank, contributes to our understanding of the impact that growing exports can have on increasing well-being, and it bridges the gap between academic research and policy making.Publication Trends and Determinants of Female Labor Force Participation in Morocco(World Bank, Washington, DC, 2021-03)The U-shape theory argues that at early stages of development, countries experience a reduction in the female labor force participation, eventually followed by a recovery. In Morocco, female labor force participation is now lower than it was two decades ago due to several factors that are discussed in the paper. There is also a persistent 50-percentage-points gender gap in labor force participation rates, despite improvements typically related to development and female inclusion—such as a higher gross domestic product per capita, lower fertility rates, and better access to education. At the same time, urban job creation has not been able to offset rural job destruction nor the increase in the working age population for both genders. Using data from the Moroccan Labor Force Survey, the World Values Survey, and the Arab Barometer, probit models and a multinomial logit are estimated to explore the challenges affecting female insertion into the labor market. The findings show that higher educational attainment increases the probability of female participation, but this relationship has decreased over time, not being enough to offset other obstacles caused by other individual and household characteristics. Being married and the presence of other inactive women are found to decrease female participation. The educational level of the head of household (typically men) increases female inactivity, suggesting that potentially gender roles may drive women out of the labor market and slow the recovery in women’s participation.Publication Exports and Labor Demand(World Bank, Washington, DC, 2022-10)Unlike many countries, the Arab Republic of Egypt did not experience significant labor market improvements following trade liberalization. This paper investigates why increased Egyptian exports did not directly increase employment. To illustrate the relationship between firm-level exporting and employment, the paper presents a simplified general equilibrium model with two sectors: one able to export and one “reserve” sector. The paper tests the implications of this theory using firm-level data from the World Bank’s Enterprise Surveys in 2013, 2016, and 2020. The firm-level microanalysis demonstrates that although there is a positive employment response to export expansion, it does not occur at a large enough scale to be felt at the macro level. To seize the benefits of trade, Egypt requires deeper business environment reforms to incentivize large export, labor-intensive sector growth and integrate its economy into global value chains.
Users also downloaded
Showing related downloaded files
Publication Dominican Republic Country Climate and Development Report(Washington, DC: World Bank, 2023-11-30)The Dominican Republic has made significant progress in boosting economic growth and reducing poverty, but it still faces challenges to achieve inclusive and equitable development, increase productivity, and improve the competitiveness and sustainability of primary sectors like agriculture, water, tourism, and energy. The National Development Strategy (NDS) and the National Multi‑Year Public Sector Plan (NPSP) aim to address development and climate challenges and promote a green, inclusive and resilient future. The DR is highly vulnerable to climate change, which is likely to compound existing development challenges. By 2050, climate change impacts are expected to decrease labor productivity and affect health, crop yields, tourism, infrastructure capital, and natural ecosystems such as forests and coastal areas. Climate change also poses risks to the financial system such as the banking sector's heightened credit exposure to tropical cyclones and droughts. Although the DR has a small carbon footprint, the country's GHG emissions have been rising, mainly in the energy, waste, and agricultural sectors. Fostering a low‑carbon growth path can support the country's climate change goals while bringing important development co‑benefits. The Dominican Republic CCDR employs a version of the MANAGE model. This CCDR further extends the model to incorporate the path of emissions from key sectors (transport, energy, AFOLU), and to incorporate DR‑specific climate damage functions to introduce the impact of climate change on the economy.Publication Kyrgyz Republic Country Climate and Development Report(Washington, DC: World Bank, 2025-11-03)This Country Climate and Development Report (CCDR) on the Kyrgyz Republic aims to support the country’s development goals amid a changing climate. The CCDR considers two policy scenarios up to 2050: the business-as-usual (BAU) and high-growth scenarios. As it quantifies the likely impacts of climate change on the Kyrgyz economy between now and 2050, the report highlights key government actions to best prepare for and adapt to climate impacts (referred to as “with adaptation” measures), with a particular focus on the time horizon up to 2030. The CCDR also outlines a path to net zero emissions by 2050 (referred to as “with mitigation” measures, “decarbonization,” or, simply, “net zero 2050”), highlighting associated development co-benefits.Publication Western Balkans 6 Country Climate and Development Report(Washington, DC: World Bank Group, 2024-07-16)This Regional Western Balkans Countries Climate and Development Report (CCDR) stands out in several ways. In a region that often lacks cohesive regional alliances, this report emphasizes how the challenges faced across countries are often common and interconnected, and, importantly, that climate action requires coordination on multiple fronts. Simultaneously, it illustrates the differences across countries, places, and people that require targeted strategies and interventions. This report demonstrates how shocks and stressors re intensifying and how investments in adaptation could bring significant benefits in the form of avoided losses, accelerated economic potential, and amplified social and economic spillovers. Given the region’s high emission and energy intensity and the limitations of its current fossil fuel-based development model, the report articulates a path to greener and more resilient growth, a path that is more consistent with the aspiration of accession to the EU. The report finds that the net zero transition can be undertaken without compromising the economic potential of the Western Balkans and that it could lead to higher growth than under the Reference Scenario (RS) with appropriate structural reforms.Publication Republic of Congo Country Climate and Development Report - Diversifying Congo's Economy(Washington, DC: World Bank, 2023-10-09)The Republic of Congo (RoC) CCDR is a new World Bank core diagnostic report that integrate climate change and development considerations. It is intended to help the country prioritize the most impactful actions that can boost adaptation and reduce greenhouse gas (GHG) emissions, while delivering on broader development goals. The CCDR builds on data and rigorous research and identify main pathways to reduce climate vulnerabilities and GHG emissions, including the costs and challenges as well as benefits and opportunities from doing so. The report highlights that RoC could reduce poverty in rural areas by 40% and in urban areas by 20% by 2050 by implementing more ambitious reforms to promote economic diversification and climate resilience. It also concludes that business as usual is not an option. Economic losses could reach up to 17% of GDP by 2050 if reforms to diversify the economy and attract more climate investments are not taken. Climate impacts could also increase total health costs from $92 million in 2010 to $260 million by 2050. The report identifies four priorities to promote sustainable growth in the country: (i) stronger and greener infrastructure and services in electricity, transport, water, and sanitation can deliver transformative results; (ii) More climate-ready education, health systems and social services can save lives and bring critical resources to the poorest; (iii) More investments in natural capital including climate smart agriculture and greater forest management along will help create jobs while reducing carbon emissions; (iv) better climate governance to leverage carbon markets. The forest contributes to US$260 million in timber exports and store over 44 billion tons of carbon dioxide equivalent emissions. Protecting and valorizing the forest is critical to turn the country’s natural capital into wealth. The report emphasizes that the private sector has a critical role to play in mobilizing financing for an ambitious set of reforms and investments in the context of tight fiscal space. This will require raising awareness on risks and opportunities from climate change, and innovative solutions and financial sector reforms.Publication Indonesia Country Climate and Development Report(World Bank, Washington DC, 2023-04-28)Climate challenges in Indonesia are intertwined with the country’s growth and development trajectories. Indonesia’s Country Climate and Development Report (CCDR) takes a historical look at climate and development challenges in Indonesia to: (i) present a baseline for the future low-carbon and climate-resilient journey; and (ii) develop a framework to illustrate climate-growth dynamics. The framework is centered around Indonesia’s abundant supply of carbon-intensive natural resources-land and energy-matched by high demand for those resources in parts of the economy that drive growth-agriculture, urban expansion, industry, transportation, and trade. The resulting emissions have direct and indirect costs. They erode climate resilience and increase costs from climate shocks. Rising carbon content in the economy also imposes sunk costs for the low-carbon transition. Although these challenges are known, and efforts are being made to tackle them, the framework aims to link these economy-wide issues to the ongoing and future reforms that are discussed in the CCDR.