Publication:
A Product Space Perspective on Structural Change in Morocco

Loading...
Thumbnail Image
Files in English
English PDF (1.3 MB)
1,270 downloads
English Text (122.89 KB)
124 downloads
Published
2015-10
ISSN
Date
2015-11-05
Editor(s)
Abstract
Drawing on international trade data, this paper uses the product space approach to analyze changes in Morocco’s goods exports in 1990–2010 and future export priorities. The level of Morocco’s gross domestic product and its moderate growth match the predictions of product space analysis, informed by changes in the income potential of Morocco’s export basket, reflecting relatively strong capabilities (a high density) in products with relatively low potentials in income and diversification. Morocco’s peripheral position in the product space map matches its slow growth and points to the difficulty of diversification into more sophisticated products. Encouraging changes since 1990 include the development of a revealed comparative advantage for medium- and high-tech manufactures, which in 2010 represented around 40 percent of total goods exports. However, the number of goods involved is relatively small and this transformation has not sufficed to raise per capita growth to the average for middle-income countries. Export projections up to 2025 suggest that future developments will follow the trends of the past. Among sectors, high growth is likely for phosphate-based fertilizer exports. However, like edible oil products, which also may grow rapidly, phosphates are hampered by low income and diversification potentials. Along with various other manufactured products, electronics and the automotive industry are promising sectors that may offer more lasting positive contributions to Morocco’s future development. Beyond goods, Morocco’s policy makers should also consider the potential contributions of service exports, which in recent years have enjoyed rapid growth.
Link to Data Set
Citation
Osorio Rodarte, Israel; Lofgren, Hans. 2015. A Product Space Perspective on Structural Change in Morocco. Policy Research Working Paper;No. 7438. © World Bank. http://hdl.handle.net/10986/22860 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
    China's Slowdown and Rebalancing
    (World Bank, Washington, DC, 2016-05) Lakatos, Csilla; Maliszewska, Maryla; Osorio-Rodarte, Israel; Go, Delfin
    This paper explores the economic impacts of two related tracks of China's expected transformation—economic slowdown and rebalancing away from investment toward consumption—and estimates the spillovers for the rest of the world, with a special focus on Sub-Saharan African countries. The paper finds that an average annual slowdown of gross domestic product in China of 1 percent over 2016–30 is expected to result in a decline of gross domestic product in Sub-Saharan Africa by 1.1 percent and globally by 0.6 percent relative to the past trends scenario by 2030. However, if China's transformation also entails substantial rebalancing, the negative income effects of the economic slowdown could be offset by the positive changes brought along by rebalancing through higher overall imports by China and positive terms of trade effects for its trading partners. If global supply responds positively to the shifts in relative prices and the new sources of consumer demand from China, a substantial rebalancing in China could have an overall favorable impact on the global economy. Economic growth could turn positive and higher on average, by 6 percent in Sub-Saharan Africa and 5.5 percent globally, as compared with the past trends scenario. Finally, rebalancing reduces the prevalence of poverty in Sub-Saharan Africa compared with the isolated negative effects of China's slowdown, which slightly increase the incidence of poverty. Overall, China's slowdown and rebalancing combined are estimated to increase gross domestic product in Sub-Saharan Africa by 4.7 percent by 2030 and reduce poverty, but the extent of this varies by country.
  • Publication
    Estimating the Economic and Distributional Impacts of the Regional Comprehensive Economic Partnership
    (Washington, DC: World Bank, 2022-02-15) Estrades Pineyrua, Carmen; Maliszewska, Maryla; Osorio-Rodarte, Israel; Seara E Pereira, Maria Filipa
    This paper applies a top-down, macro-micro modeling framework that links a computable general equilibrium model with the survey-based global income distribution dynamics model to assess the economic and distributional effects of the implementation of the Regional Comprehensive Economic Partnership (RCEP). Reductions of tariffs and non-tariff measures, implementation of a rule of origin, together with productivity gains stemming from trade cost reductions can strengthen regional trade and value chains among Regional Comprehensive Economic Partnership members. The results of the analysis indicate that in an already deeply integrated region, tariff liberalization alone brings little benefit, with estimated real income gains of 0.21 percent relative to the baseline (without the RCEP) in 2035. With liberal rules of origin, the gains in real income could double to 0.49 percent. The biggest benefits accrue when the productivity gains are considered, increasing real income by as much as 2.5 percent for the trade bloc. In this scenario, trade among RCEP members increases by 12.3 percent in 2035 relative to the baseline. The RCEP also has the potential to lift 27 million additional people to middle-class status by 2035. It will also boost wages, with faster gains in sectors that employ larger shares of women. The aggregate effects mask large variety of outcomes across countries, with Vietnam expected to register the highest trade and income gains. Implementation of the RCEP help partially mitigate the negative economic impacts of COVID-19 in the East Asia and the Pacific region.
  • Publication
    Stress-Testing Africa's Recent Growth and Poverty Performance
    (World Bank, Washington, DC, 2013-06) Maliszewska, Maryla; Devarajan, Shantayanan; Osorio-Rodarte, Israel; Go, Delfin S.; Timmer, Hans
    After an impressive acceleration in growth and poverty reduction since the mid-1990s, many African countries continue to register robust growth in the aftermath of the global financial crisis. Will this growth persist, given the tepid recovery in developed countries, numerous weather shocks, and civil conflicts in Africa? This paper "stress tests" African economies. The findings indicate that Africa's long-term growth is fairly impervious to a prolonged recession in high-income countries. Growth is, however, much more sensitive to a disruption of capital flows to the region, and to internal shocks, such as civil conflict and drought, even if the latter follow historical patterns. The broad policy implication is that with proper domestic production conditions African countries can sustain robust long-term growth. Because of the economic dominance of the agriculture sector and the share of food in household budgets, countries will need to increase the resilience of agriculture and protect it from unfavorable climate change impacts, such as drought. As in the past, civil conflicts and violence will pose by far the greatest threat to Africa's performance.
  • Publication
    Poverty and Shared Prosperity Implications of Deep Integration in Eastern and Southern Africa
    (World Bank, Washington, DC, 2016-05) Balistreri, Edward J.; Maliszewska, Maryla; Osorio-Rodarte, Israel; Tarr, David G.; Yonezawa, Hidemichi
    Evidence indicates that trade costs are a much more substantial barrier to trade than tariffs are, especially in Sub-Saharan Africa. This paper decomposes trade costs into: (i) trade facilitation, (ii) non-tariff barriers, and (iii) the costs of business services. The paper assesses the poverty and shared prosperity impacts of deep integration to reduce these three types of trade costs in: (i) the East African Customs Union–Common Market of East and Southern Africa–South African Development Community "Tripartite" Free Trade Area; (ii) within the East African Customs Union; and (iii) unilaterally by the East African Customs Union. The analysis employs an innovative, multi-region computable general equilibrium model to estimate the changes in the macroeconomic variables that impact poverty and shared prosperity. The model estimates are used in the Global Income Distribution Dynamics microsimulation model to obtain assessments of the changes in the poverty headcount and shared prosperity for each of the simulations for the six African regions or countries. The paper finds that these reforms are pro-poor. There are significant reductions in the poverty headcount and the percentage of the population living in poverty for all six of the African regions from deep integration in the Tripartite Free Trade Area or comparable unilateral reforms by the East African Customs Union. Further, the incomes of the bottom 40 percent of the populations noticeably increase in all countries or regions that are engaged in the trade reforms. The reason for the poor share in prosperity is the fact that the reforms increase unskilled wages faster than the rewards of other factors of production, as the reforms tend to favor agriculture. Despite the uniform increases in income for the poorest 40 percent, there are some cases where the share of income captured by the poorest 40 percent of the population decreases. The estimated gains vary considerably across countries and reforms. Thus, countries would have an interest in negotiating for different reforms in different agreements.
  • Publication
    Structural Transformation and Productivity Growth in Africa
    (World Bank, Washington, DC, 2015-12) Ahmed, Sabin; Mengistae, Taye; Yoshino, Yutaka; Zeufack, Albert G.
    Uganda’s economy underwent significant structural change in the 2000s whereby the share of non-tradable services in aggregate employment rose by about 7 percentage points at the expense of the production of tradable goods. The process also involved a 12-percentage-point shift in employment away from small and medium enterprises and larger firms in manufacturing and commercial agriculture mainly to microenterprises in retail trade. In addition, the sectoral reallocation of labor on these two dimensions coincided with significant growth in aggregate labor productivity. However, in and of itself, the same reallocation could only have held back, rather than aid, the observed productivity gains. This was because labor was more productive throughout the period in the tradable goods sector than in the non-tradable sector. Moreover, the effect on aggregate labor productivity of the reallocation of employment between the two sectors could only have been reinforced by the impacts on the same of the rise in the employment share of microenterprises. The effect was also strengthened by a parallel employment shift across the age distribution of enterprises that raised sharply the employment share of established firms at the expense of younger ones and startups. Not only was labor consistently less productive in microenterprises than in small and medium enterprises and larger enterprises across all industries throughout the period, it was also typically less productive in more established firms than in younger ones.

Users also downloaded

Showing related downloaded files

  • Publication
    Classroom Assessment to Support Foundational Literacy
    (Washington, DC: World Bank, 2025-03-21) Luna-Bazaldua, Diego; Levin, Victoria; Liberman, Julia; Gala, Priyal Mukesh
    This document focuses primarily on how classroom assessment activities can measure students’ literacy skills as they progress along a learning trajectory towards reading fluently and with comprehension by the end of primary school grades. The document addresses considerations regarding the design and implementation of early grade reading classroom assessment, provides examples of assessment activities from a variety of countries and contexts, and discusses the importance of incorporating classroom assessment practices into teacher training and professional development opportunities for teachers. The structure of the document is as follows. The first section presents definitions and addresses basic questions on classroom assessment. Section 2 covers the intersection between assessment and early grade reading by discussing how learning assessment can measure early grade reading skills following the reading learning trajectory. Section 3 compares some of the most common early grade literacy assessment tools with respect to the early grade reading skills and developmental phases. Section 4 of the document addresses teacher training considerations in developing, scoring, and using early grade reading assessment. Additional issues in assessing reading skills in the classroom and using assessment results to improve teaching and learning are reviewed in section 5. Throughout the document, country cases are presented to demonstrate how assessment activities can be implemented in the classroom in different contexts.
  • Publication
    Digital Africa
    (Washington, DC: World Bank, 2023-03-13) Begazo, Tania; Dutz, Mark Andrew; Blimpo, Moussa
    All African countries need better and more jobs for their growing populations. "Digital Africa: Technological Transformation for Jobs" shows that broader use of productivity-enhancing, digital technologies by enterprises and households is imperative to generate such jobs, including for lower-skilled people. At the same time, it can support not only countries’ short-term objective of postpandemic economic recovery but also their vision of economic transformation with more inclusive growth. These outcomes are not automatic, however. Mobile internet availability has increased throughout the continent in recent years, but Africa’s uptake gap is the highest in the world. Areas with at least 3G mobile internet service now cover 84 percent of Africa’s population, but only 22 percent uses such services. And the average African business lags in the use of smartphones and computers as well as more sophisticated digital technologies that catalyze further productivity gains. Two issues explain the usage gap: affordability of these new technologies and willingness to use them. For the 40 percent of Africans below the extreme poverty line, mobile data plans alone would cost one-third of their incomes—in addition to the price of access devices, apps, and electricity. Data plans for small- and medium-size businesses are also more expensive than in other regions. Moreover, shortcomings in the quality of internet services—and in the supply of attractive, skills-appropriate apps that promote entrepreneurship and raise earnings—dampen people’s willingness to use them. For those countries already using these technologies, the development payoffs are significant. New empirical studies for this report add to the rapidly growing evidence that mobile internet availability directly raises enterprise productivity, increases jobs, and reduces poverty throughout Africa. To realize these and other benefits more widely, Africa’s countries must implement complementary and mutually reinforcing policies to strengthen both consumers’ ability to pay and willingness to use digital technologies. These interventions must prioritize productive use to generate large numbers of inclusive jobs in a region poised to benefit from a massive, youthful workforce—one projected to become the world’s largest by the end of this century.
  • Publication
    Reforming Justice
    (Washington, DC: World Bank, 2024-12-09) Bosio, Erica; Upegui Caro, Virginia
    This note explores the use of technology to enhance the efficiency, transparency, and accessibility of judicial service delivery. It examines how technological solutions can support streamlining internal court processes, facilitate access for court users, and support the quality of judicial decisions through legal drafting and research tools. The note also emphasizes the importance of framing judicial digitalization within the broader context of public service modernization. This approach goes beyond mere automation and technological tools, encompassing the standardization of court operations, rationalizing processes, and developing regulatory frameworks that enable digital justice while protecting citizens’ rights to a fair trial, privacy, and security. Additionally, the Note highlights the importance of supporting all stakeholders in interacting with new digital technologies to build capacity and trust in digital justice systems, ensuring that these reforms are inclusive and effectively implemented.
  • Publication
    The State of Economic Inclusion Report 2024: Pathways to Scale
    (Washington, DC: World Bank, 2024-11-20) Arévalo-Sánchez, Inés; Heisey, Janet; Chaudhary, Sarang; Clay, Timothy; Strokova, Victoria; Vasudeva Dutta, Puja; Andrews, Colin
    The State of Economic Inclusion Report (SEI) 2024 explores efforts to scale up economic inclusion programs - bundles of coordinated, multidimensional interventions that support individuals, households, and communities to sustainably increase their incomes and assets - in the context of overlapping crisis. These programs transform the economic lives of the poorest and most vulnerable people, building their resilience and creating job opportunities. The report features data from 405 programs across 88 countries, benefiting over 70 million individuals either directly or indirectly. This marks almost doubling in the number of programs and nearly a 50 percent increase in coverage since the SEI 2021 report. Governments continue to lead in scaling up these economic inclusion programs, covering nearly three-fourths of program participants. However, non-governmental programs have also significantly contributed to the increase in coverage in recent years, in addition to serving as both service providers and capacity building providers for governments. The report offers five important contributions: 1) Positioning economic inclusion programs as crucial for building resilience and providing job opportunities for the poor and vulnerable in the face of overlapping crises. 2) Analyzing the global landscape over the past three years, highlighting the extent to which economic inclusion programs are being customized for diverse contexts and groups, including a cross-cutting focus on gender. 3) Reviewing progress and challenges in the design and implementation of government-led programs, including the interplay with communities, non-governmental organizations, and the private sector. 4) Examining the emerging agenda of designing economic inclusion programs to enhance the long-term climate resilience of poor and vulnerable individuals and communities. 5) Featuring three spotlights that unpack emerging evidence from government-led programs, customization strategies targeting youth, and the increasing role of digital tools and technologies in program delivery. Data from the report are available on the PEI Data Portal (www.peiglobal.org).
  • Publication
    Morocco Economic Monitor, Summer 2024
    (Washington, DC: World Bank, 2024-07-17) World Bank
    This report includes a special focus chapter focused on the dynamics of the Moroccan private sector. It is based on the results of an analysis jointly conducted with the Moroccan Observatory of Small and Medium Enterprises (OMTPME) which exploits a comprehensive database on formal firms. The productivity performance of the private sector has been lackluster, primarily due to a worsening of allocative efficiency. Larger firms tend to exhibit a lower productivity than their smaller peers, suggesting that markets are not sufficiently rewarding more efficient and innovative firms. In addition, Moroccan SMEs struggle to grow, and the density of High Growth Firms remains very low. This is problematic feature of the private sector given that in other settings such firms have been shown to disproportionately contribute to job creation. Addressing the constraints facing the private sector would help overcome the disappointing job creation capacity that the Moroccan economy has exhibited in recent years.