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

Loading...
Thumbnail Image
Files in English
English PDF (1.38 MB)
276 downloads
English Text (140 KB)
30 downloads
Date
2023-11-07
ISSN
Published
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 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
    Global Poverty Revisited Using 2021 PPPs and New Data on Consumption
    (Washington, DC: World Bank, 2025-06-05) Foster, Elizabeth; Jolliffe, Dean Mitchell; Ibarra, Gabriel Lara; Lakner, Christoph; Tettah-Baah, Samuel
    Recent improvements in survey methodologies have increased measured consumption in many low- and lower-middle-income countries that now collect a more comprehensive measure of household consumption. Faced with such methodological changes, countries have frequently revised upward their national poverty lines to make them appropriate for the new measures of consumption. This in turn affects the World Bank’s global poverty lines when they are periodically revised. The international poverty line, which is based on the typical poverty line in low-income countries, increases by around 40 percent to $3.00 when the more recent national poverty lines as well as the 2021 purchasing power parities are incorporated. The net impact of the changes in international prices, the poverty line, and new survey data (including new data for India) is an increase in global extreme poverty by some 125 million people in 2022, and a significant shift of poverty away from South Asia and toward Sub-Saharan Africa. The changes at higher poverty lines, which are more relevant to middle-income countries, are mixed.
  • Publication
    Geopolitical Fragmentation and Friendshoring
    (Washington, DC: World Bank, 2025-06-26) Grover, Arti; Vézina, Pierre-Louis
    This paper examines the relationship between geopolitical fragmentation and friendshoring of foreign investments over time, countries, and sectors. The analysis uses comprehensive data on foreign direct investments covering greenfield projects, mergers and acquisitions, and stocks of affiliates, as well as data on four alternative measures of geopolitical distance between countries. The gravity estimations suggest that, first, geopolitical differences have a negative effect on foreign investments and the magnitude has heightened in the post-pandemic period compared to a decade ago. Second, it is primarily the companies from advanced Western economies whose foreign investment decisions are increasingly shaped by friendshoring forces. Finally, the paper shows that friendshoring is not only confined to strategic industries, implying that allocations of foreign direct investments may not solely reflect national security or resilience considerations.
  • Publication
    Soaring Food Prices Threaten Recent Economic Gains in the EU
    (Washington, DC: World Bank, 2025-07-02) Robayo, Monica; Lucchetti, Leonardo Ramiro; Delgado-Prieto, Lukas; Badiani-Magnusson, Reena
    The surge in food prices following the 2021 economic rebound has become a significant concern for households, particularly low-income ones, in Bulgaria, Croatia, Poland, and Romania. Food price inflation, which surpasses general inflation rates, risks worsening poverty and food insecurity in these countries. This paper explores the distributional impacts of rising food prices and the effectiveness of government response measures. Low-income households, who allocate a larger share of their income to food, are disproportionately affected and are struggling to cope with unexpected expenses, leading to increased difficulties in accessing proper nutrition. Simulations indicate that rising food prices contribute to higher poverty rates and greater income inequality, especially among vulnerable populations. They also suggest that the main poverty-targeted social assistance schemes offer critical support for the extreme poor, but expanding both coverage and benefits is vital to shield all at-risk individuals. Targeted policies that balance immediate relief with long-term resilience-building are essential to addressing the challenges posed by escalating food prices.
  • Publication
    Disentangling the Key Economic Channels through Which Infrastructure Affects Jobs
    (Washington, DC: World Bank, 2025-04-03) Vagliasindi, Maria; Gorgulu, Nisan
    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.
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
    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
    Business Ready 2024
    (Washington, DC: World Bank, 2024-10-03) World Bank
    Business Ready (B-READY) is a new World Bank Group corporate flagship report that evaluates the business and investment climate worldwide. It replaces and improves upon the Doing Business project. B-READY provides a comprehensive data set and description of the factors that strengthen the private sector, not only by advancing the interests of individual firms but also by elevating the interests of workers, consumers, potential new enterprises, and the natural environment. This 2024 report introduces a new analytical framework that benchmarks economies based on three pillars: Regulatory Framework, Public Services, and Operational Efficiency. The analysis centers on 10 topics essential for private sector development that correspond to various stages of the life cycle of a firm. The report also offers insights into three cross-cutting themes that are relevant for modern economies: digital adoption, environmental sustainability, and gender. B-READY draws on a robust data collection process that includes specially tailored expert questionnaires and firm-level surveys. The 2024 report, which covers 50 economies, serves as the first in a series that will expand in geographical coverage and refine its methodology over time, supporting reform advocacy, policy guidance, and further analysis and research.
  • 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
    World Bank Annual Report 2024
    (Washington, DC: World Bank, 2024-10-25) World Bank
    This annual report, which covers the period from July 1, 2023, to June 30, 2024, has been prepared by the Executive Directors of both the International Bank for Reconstruction and Development (IBRD) and the International Development Association (IDA)—collectively known as the World Bank—in accordance with the respective bylaws of the two institutions. Ajay Banga, President of the World Bank Group and Chairman of the Board of Executive Directors, has submitted this report, together with the accompanying administrative budgets and audited financial statements, to the Board of Governors.
  • Publication
    Social Protection Situational Analysis : Bosnia and Herzegovina
    (Washington, DC, 2022) World Bank
    Bosnia and Herzegovina faces significant labor market challenges. While recovering from the COVID-19 crisis, Bosnia and Herzegovina (BiH) is struggling with persistent unemployment and a predicted rise in poverty. To further reduce the incidence of poverty, measures to create more job opportunities for all BiH citizens must be complemented by an effective social protection framework. This note presents a situational analysis of the social protection system in Bosnia and Herzegovina. It assesses the extent to which the social protection system fulfills its purpose; it also proposes policy priorities as well as areas for reform in the short, medium, and long term. The remainder of the note is organized as follows. Section 2 reviews the country’s main poverty and labor market outcomes; section 3 provides a brief overview of the social protection system; section 4 looks at non-contributory cash transfers to support the poor, the vulnerable and people with disabilities; section 5 examines social care services; section 6 analyzes pensions; section 7 explores employment and active labor market programs; section 8 reviews the social protection response to the COVID-19 pandemic; and section 9 concludes by identifying knowledge gaps and policy priorities for reform.