Publication:
Exports to Jobs: Morocco’s Trade Patterns and Local Labor Market Outcomes

Loading...
Thumbnail Image
Files in English
English PDF (1.38 MB)
360 downloads
English Text (140 KB)
47 downloads
Published
2023-11-07
ISSN
Date
2023-11-07
Author(s)
Roche Rodriguez, Jaime Alfonso
Zárate, Daniela Ruiz
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.
Associated URLs
Associated content
Report Series
Report Series
Other publications in this report series
  • Publication
    The Economic Value of Weather Forecasts: A Quantitative Systematic Literature Review
    (Washington, DC: World Bank, 2025-09-10) Farkas, Hannah; Linsenmeier, Manuel; Talevi, Marta; Avner, Paolo; Jafino, Bramka Arga; Sidibe, Moussa
    This study systematically reviews the literature that quantifies the economic benefits of weather observations and forecasts in four weather-dependent economic sectors: agriculture, energy, transport, and disaster-risk management. The review covers 175 peer-reviewed journal articles and 15 policy reports. Findings show that the literature is concentrated in high-income countries and most studies use theoretical models, followed by observational and then experimental research designs. Forecast horizons studied, meteorological variables and services, and monetization techniques vary markedly by sector. Estimated benefits even within specific subsectors span several orders of magnitude and broad uncertainty ranges. An econometric meta-analysis suggests that theoretical studies and studies in richer countries tend to report significantly larger values. Barriers that hinder value realization are identified on both the provider and user sides, with inadequate relevance, weak dissemination, and limited ability to act recurring across sectors. Policy reports rely heavily on back-of-the-envelope or recursive benefit-transfer estimates, rather than on the methods and results of the peer-reviewed literature, revealing a science-to-policy gap. These findings suggest substantial socioeconomic potential of hydrometeorological services around the world, but also knowledge gaps that require more valuation studies focusing on low- and middle-income countries, addressing provider- and user-side barriers and employing rigorous empirical valuation methods to complement and validate theoretical models.
  • Publication
    Direct and Indirect Impacts of Transport Mobility on Access to Jobs: Evidence from South Africa
    (Washington, DC: World Bank, 2025-11-12) Iimi, Atsushi
    Access to jobs is essential for economic growth. In Africa, unemployment rates are notably high. This paper reexamines the relationship between transport mobility and labor market outcomes, with a particular focus on the direct and indirect effects of transport connectivity. As predicted by theory, wages are influenced by the level of commuting deterrence. Generally, higher earnings are associated with longer commute times and/or higher commuting costs. Local accessibility is also important, especially for individuals with time constraints. Both direct and indirect impacts are found to be significant in South Africa, where job accessibility has been challenging since the end of apartheid. For the direct impact, the wage elasticity associated with commuting costs is significant. Returns on commute are particularly high for women. Local accessibility to socioeconomic facilities, such as shops and health services, is also found to have a significant impact, consistent with the concept of mobility of care. To enhance employment, therefore, it is crucial to connect people not only to job locations but also to various socioeconomic points of interest, such as markets and hospitals, in an integrated manner. This integration will enable individuals to spend more time working and commuting longer distances.
  • 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
    From Policy to Practice: Lessons from the Implementation of the Refugee Work Rights Policy in Ethiopia
    (Washington, DC: World Bank, 2025-11-10) Perez, Ana Maria; Rozo, Sandra V.
    This paper examines the early implementation of Ethiopia’s refugee work rights policy, with a focus on the issuance of permits that enable refugees to engage in economic activities. Building on significant legal and institutional advances under the 2019 Refugee Proclamation and subsequent directives, the analysis explores how these reforms are being operationalized in practice. Using a mixed-methods approach, combining document review, administrative data analysis, and semi-structured interviews, the paper identifies both progress and remaining challenges. Permit issuance has increased since the adoption of detailed operational guidance in 2024, reflecting the Government of Ethiopia’s commitment to operationalizing its progressive legal framework and ensuring that refugees can exercise their right to work. However, take-up remains modest, with about 5.2 percent of the working-age population holding a permit. Preliminary evidence suggests that coordination gaps, limited subnational capacity, low awareness among refugees and employers, and disincentives to formalize in a largely informal labor market are contributing to the low take-up. The paper offers policy suggestions, grounded in the Ethiopian context and emerging evidence, to help translate legal commitments into improved labor market outcomes for refugees.
  • Publication
    Monitoring Global Aid Flows: A Novel Approach Using Large Language Models
    (Washington, DC: World Bank, 2025-11-04) Luo, Xubei; Rajasekaran, Arvind Balaji; Scruggs, Andrew Conner
    Effective monitoring of development aid is the foundation for assessing the alignment of flows with their intended development objectives. Existing reporting systems, such as the Organisation for Economic Co-operation and Development’s Creditor Reporting System, provide standardized classification of aid activities but have limitations when it comes to capturing new areas like climate change, digitalization, and other cross-cutting themes. This paper proposes a bottom-up, unsupervised machine learning framework that leverages textual descriptions of aid projects to generate highly granular activity clusters. Using the 2021 Creditor Reporting System data set of nearly 400,000 records, the model produces 841 clusters, which are then grouped into 80 subsectors. These clusters reveal 36 emerging aid areas not tracked in the current Creditor Reporting System taxonomy, allow unpacking of “multi-sectoral” and “sector not specified” classifications, and enable estimation of flows to new themes, including World Bank Global Challenge Programs, International Development Association–20 Special Themes, and Cross-Cutting Issues. Validation against both Creditor Reporting System benchmarks and International Development Association commitment data demonstrates robustness. This approach illustrates how machine learning and the new advances in large language models can enhance the monitoring of global aid flows and inform future improvements in aid classification and reporting. It offers a useful tool that can support more responsive and evidence-based decision-making, helping to better align resources with evolving development priorities.
Journal
Journal Volume
Journal Issue

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) Kokas, Deeksha; Roche Rodriguez, Jaime Alfonso; Lopez-Acevedo, Gladys; Robertson, Raymond; Karamba, Wendy
    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) Segnana, Juan; Lopez-Acevedo, Gladys; Robertson, Raymond; Roche Rodriguez, Jaime Alfonso
    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) Artuc, Erhan; Lopez-Acevedo, Gladys; Robertson, Raymond; Samaan, Daniel
    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) Devoto, Florencia; Lopez-Acevedo, Gladys; Morales, Matías; Roche Rodriguez, Jaime
    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) Berg, Claudia N.; Robertson, Raymond; Lopez-Acevedo, Gladys
    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
    World Development Report 2017
    (Washington, DC: World Bank, 2017-01-30) World Bank Group
    Why are carefully designed, sensible policies too often not adopted or implemented? When they are, why do they often fail to generate development outcomes such as security, growth, and equity? And why do some bad policies endure? This book addresses these fundamental questions, which are at the heart of development. Policy making and policy implementation do not occur in a vacuum. Rather, they take place in complex political and social settings, in which individuals and groups with unequal power interact within changing rules as they pursue conflicting interests. The process of these interactions is what this Report calls governance, and the space in which these interactions take place, the policy arena. The capacity of actors to commit and their willingness to cooperate and coordinate to achieve socially desirable goals are what matter for effectiveness. However, who bargains, who is excluded, and what barriers block entry to the policy arena determine the selection and implementation of policies and, consequently, their impact on development outcomes. Exclusion, capture, and clientelism are manifestations of power asymmetries that lead to failures to achieve security, growth, and equity. The distribution of power in society is partly determined by history. Yet, there is room for positive change. This Report reveals that governance can mitigate, even overcome, power asymmetries to bring about more effective policy interventions that achieve sustainable improvements in security, growth, and equity. This happens by shifting the incentives of those with power, reshaping their preferences in favor of good outcomes, and taking into account the interests of previously excluded participants. These changes can come about through bargains among elites and greater citizen engagement, as well as by international actors supporting rules that strengthen coalitions for reform.
  • Publication
    Expanding Opportunities: Toward Inclusive Growth
    (World Bank, Washington, DC, 2023-04-04) World Bank
    South Asia’s outlook is shaped by both good and bad news in the global economy. Lower commodity prices, a strong recovery in the services sector, and reduced disruptions in value chains are aiding South Asia’s recovery but rising interest rates and uncertainty in financial markets are putting downward pressure on the region’s economies. Countries in South Asia, especially those with large external debt, face difficult tradeoffs as they respond to these pressures. Growth prospects have weakened, with large downside risks in most countries given limited fiscal space and depleting foreign reserves. Going forward, broad reform programs, including a sustainable fiscal outlook, are needed to put South Asia on a more robust and inclusive growth path. Inequality of opportunity, which is higher in South Asia than in other regions of the world, is both unfair and inefficient. Reducing inequality of opportunity and increasing economic mobility will help broaden countries’ tax base and boost support from the population for the critical reforms.
  • Publication
    Poverty, Prosperity, and Planet Report 2024
    (Washington, DC: World Bank, 2024-10-15) World Bank
    The Poverty, Prosperity, and Planet Report 2024 is the latest edition of the series formerly known as Poverty and Shared Prosperity. The report emphasizes that reducing poverty and increasing shared prosperity must be achieved in ways that do not come at unacceptably high costs to the environment. The current “polycrisis”—where the multiple crises of slow economic growth, increased fragility, climate risks, and heightened uncertainty have come together at the same time—makes national development strategies and international cooperation difficult. Offering the first post-Coronavirus (COVID)-19 pandemic assessment of global progress on this interlinked agenda, the report finds that global poverty reduction has resumed but at a pace slower than before the COVID-19 crisis. Nearly 700 million people worldwide live in extreme poverty with less than US$2.15 per person per day. Progress has essentially plateaued amid lower economic growth and the impacts of COVID-19 and other crises. Today, extreme poverty is concentrated mostly in Sub-Saharan Africa and fragile settings. At a higher standard more typical of upper-middle-income countries—US$6.85 per person per day—almost one-half of the world is living in poverty. The report also provides evidence that the number of countries that have high levels of income inequality has declined considerably during the past two decades, but the pace of improvements in shared prosperity has slowed, and that inequality remains high in Latin America and the Caribbean and Sub-Saharan Africa. Worldwide, people’s incomes today would need to increase fivefold on average to reach a minimum prosperity threshold of US$25 per person per day. Where there has been progress in poverty reduction and shared prosperity, there is evidence of an increasing ability of countries to manage natural hazards, but climate risks are significantly higher in the poorest settings. Nearly one in five people globally is at risk of experiencing welfare losses due to an extreme weather event from which they will struggle to recover. The interconnected issues of climate change and poverty call for a united and inclusive effort from the global community. Development cooperation stakeholders—from governments, nongovernmental organizations, and the private sector to communities and citizens acting locally in every corner of the globe—hold pivotal roles in promoting fair and sustainable transitions. By emphasizing strategies that yield multiple benefits and diligently monitoring and addressing trade-offs, we can strive toward a future that is prosperous, equitable, and resilient.
  • 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 Development Report 2008
    (Washington, DC, 2007) World Bank
    The world's demand for food is expected to double within the next 50 years, while the natural resources that sustain agriculture will become increasingly scarce, degraded, and vulnerable to the effects of climate change. In many poor countries, agriculture accounts for at least 40 percent of GDP and 80 percent of employment. At the same time, about 70 percent of the world's poor live in rural areas and most depend on agriculture for their livelihoods. World Development Report 2008 seeks to assess where, when, and how agriculture can be an effective instrument for economic development, especially development that favors the poor. It examines several broad questions: How has agriculture changed in developing countries in the past 20 years? What are the important new challenges and opportunities for agriculture? Which new sources of agricultural growth can be captured cost effectively in particular in poor countries with large agricultural sectors as in Africa? How can agricultural growth be made more effective for poverty reduction? How can governments facilitate the transition of large populations out of agriculture, without simply transferring the burden of rural poverty to urban areas? How can the natural resource endowment for agriculture be protected? How can agriculture's negative environmental effects be contained? This year's report marks the 30th year the World Bank has been publishing the World Development Report.