Publication: How Much of the Labor in African Agriculture Is Provided by Women?
Loading...
Published
2015-06
ISSN
Date
2015-07-14
Author(s)
Editor(s)
Abstract
The contribution of women to labor in African agriculture is regularly quoted in the range of 60 to 80 percent. Using individual-disaggregated, plot-level labor input data from nationally representative household surveys across six Sub-Saharan African countries, this study estimates the average female labor share in crop production at 40 percent. It is slightly above 50 percent in Malawi, Tanzania, and Uganda, and substantially lower in Nigeria (37 percent), Ethiopia (29 percent), and Niger (24 percent). There are no systematic differences across crops and activities, but female labor shares tend to be higher in households where women own a larger share of the land and when they are more educated. Controlling for the gender and knowledge profile of the respondents does not meaningfully change the predicted female labor shares. The findings question prevailing assertions regarding substantial gains in aggregate crop output as a result of increasing female agricultural productivity.
Link to Data Set
Citation
“Palacios-Lopez, Amparo; Christiaensen, Luc; Kilic, Talip. 2015. How Much of the Labor in African Agriculture Is Provided by Women?. Policy Research Working Paper;No. 7282. © World Bank. http://hdl.handle.net/10986/22155 License: CC BY 3.0 IGO.”
Associated URLs
Associated content
Other publications in this report series
Publication Intergenerational Income Mobility around the World(Washington, DC: World Bank, 2025-07-09)This paper introduces a new global database with estimates of intergenerational income mobility for 87 countries, covering 84 percent of the world’s population. This marks a notable expansion of the cross-country evidence base on income mobility, particularly among low- and middle-income countries. The estimates indicate that the negative association between income mobility and inequality (known as the Great Gatsby Curve) continues to hold across this wider range of countries. The database also reveals a positive association between income mobility and national income per capita, suggesting that countries achieve higher levels of intergenerational mobility as they grow richer.Publication Engineering Ukraine’s Wirtschaftswunder(Washington, DC: World Bank, 2025-07-29)As Ukraine emerges from the devastation of war, it faces a historic opportunity to engineer its own Wirtschaftswunder—a productivity-driven economic transformation akin to post-war West Germany. While investment-led growth may offer quick wins, it is efficiency, innovation, and institutional reform that will determine Ukraine’s long-term economic trajectory. Drawing on rich micro-level firm data spanning 25 years, this paper uncovers deep structural distortions that have suppressed creative destruction and productivity in Ukraine. It finds that business dynamism is on the decline, alongside rising market concentration among incumbent businesses, including low productivity state owned enterprises. To inform priorities for reviving business dynamism, this study develops a model of creative destruction drawing on Acemoglu et al. (2018) and Akcigit et al. (2021). The quantitative assessment highlights that policies that discipline entrenched incumbents are the bedrock for reviving business dynamism and engineer Ukraine’s Wirtschaftswunder. Policies targeting specific types of firms have limited efficacy when incumbents run wild.Publication Fiscal Multipliers in Resource-Rich Economies: Evidence from the Gulf Countries(Washington, DC: World Bank, 2025-08-21)This paper utilizes the unique dynamics of fiscal budgeting in countries with a large hydro-carbon sector to estimate fiscal multipliers. The main identifying assumption rests on the idea that exogenously identified global hydrocarbon demand shocks can be considered plausible instruments for the fiscal space of countries in which that space is significantly dictated by hydrocarbon income, with such shocks being uncorrelated with non-hydrocarbon output at the same time. Using a local projection-instrumental variables (LP-IV) framework, the paper estimates that short-run fiscal expenditure multipliers to be in the ballpark of 0.1–0.4. In addition, the findings show that multipliers are at the upper end of this interval during recessions, indicating that fiscal policy in the Gulf countries is particularly effective during economic downturns.Publication Stress Testing Survey to Survey Imputation: Understanding When Poverty Predictions Can Fail(Washington, DC: World Bank, 2025-08-21)Accurate and timely poverty measurement is central to development policy, yet the availability of up-to-date high-quality household survey data remains limited—particularly in countries where poverty is most concentrated. Survey-to-survey imputation has emerged as a practical response to this challenge, allowing practitioners to update poverty estimates using recent surveys that lack direct welfare measures by borrowing information from other comprehensive surveys. A critical review of the method is provided, revisiting its statistical underpinnings and testing its limitations through extensive model-based simulations. Through these simulations, the analysis demonstrates how violations of parameter stability, omitted variable bias, and shifts in survey design can introduce substantial errors—particularly when imputing across time or under economic and structural change. Results show that standard corrections such as re-weighting or covariate standardization may fail to eliminate these biases, especially when imputing across time or under structural change. The performance of alternative model specifications is also evaluated under various methods, including performance under heteroskedastic errors, non-normality. The findings offer practical guidance for practitioners on when survey-to-survey imputation is likely to succeed, when it should be reconsidered, and how to communicate its limitations transparently in the context of poverty monitoring and policy design.Publication The Future of Poverty(Washington, DC: World Bank, 2025-07-15)Climate change is increasingly acknowledged as a critical issue with far-reaching socioeconomic implications that extend well beyond environmental concerns. Among the most pressing challenges is its impact on global poverty. This paper projects the potential impacts of unmitigated climate change on global poverty rates between 2023 and 2050. Building on a study that provided a detailed analysis of how temperature changes affect economic productivity, this paper integrates those findings with binned data from 217 countries, sourced from the World Bank’s Poverty and Inequality Platform. By simulating poverty rates and the number of poor under two climate change scenarios, the paper uncovers some alarming trends. One of the primary findings is that the number of people living in extreme poverty worldwide could be nearly doubled due to climate change. In all scenarios, Sub-Saharan Africa is projected to bear the brunt, contributing the largest number of poor people, with estimates ranging between 40.5 million and 73.5 million by 2050. Another significant finding is the disproportionate impact of inequality on poverty. Even small increases in inequality can lead to substantial rises in poverty levels. For instance, if every country’s Gini coefficient increases by just 1 percent between 2022 and 2050, an additional 8.8 million people could be pushed below the international poverty line by 2050. In a more extreme scenario, where every country’s Gini coefficient increases by 10 percent between 2022 and 2050, the number of people falling into poverty could rise by an additional 148.8 million relative to the baseline scenario. These findings underscore the urgent need for comprehensive climate policies that not only mitigate environmental impacts but also address socioeconomic vulnerabilities.
Journal
Journal Volume
Journal Issue
Collections
Related items
Showing items related by metadata.
Publication Agriculture and Water Policy : Toward Sustainable Inclusive Growth(World Bank, Washington, DC, 2013-03)This paper reviews Pakistan's agriculture performance and analyzes its agriculture and water policies. It discusses the nature of rural poverty and emphasizes the reasons why agricultural growth is a critical component to any pro-poor growth strategy for Pakistan. It supports these arguments by summarizing key results from recent empirical analysis where the relative benefits of agricultural versus non-agricultural led growth are examined. The results also provide an illustration of farm and non-farm linkages. It summarizes recent performance of the agriculture sector, and discusses key characteristics of its sluggish productivity growth. Three key issues related to increasing productivity are discussed: namely technology, water use and water management, and policy reforms related to markets and trade that can strengthen the enabling environment and contribute to the promotion of diversification towards high value agriculture.Publication Lao People's Democratic Republic : Policy, Market and Agriculture Transition in the Northern Uplands(Washington, DC, 2008-05)This report presents policy, market, and agriculture transition in the Northern Uplands of Lao People's Democratic Republic aims to contribute to such a dialogue by providing: (a) a policy-relevant typology of the structural characteristics and transition patterns of the principal small-holder agriculture systems in the Northern Uplands; and (b) recommendations to strengthen Government's facilitation of a more sustainable and equitable upland transition. The report also provides input into the ongoing dialogue under the umbrella of the joint Government-donor working group on uplands. Chapter two sets out a typology of traditional and emerging agriculture production systems in the Northern Uplands as a starting point of the report. Chapter three summarizes the Government's upland and agriculture development-related policy framework. Chapter four provides an overview of the market impacts currently at work in the Northern Uplands. Chapter five discusses the transition dynamics and pathways of individual agricultural production systems and outcomes. It also includes some considerations on the winners and losers in the upland transition and on the sustainability within the emerging production patterns. Chapter six concludes with recommended options for policy adjustments and support interventions to help facilitate the transition process.Publication Deforestation Trends in the Congo Basin : Agriculture(World Bank, Washington, DC, 2013-04)The Congo Basin represents 70 percent of the African continent's forest cover and constitutes a large portion of Africa's biodiversity. Agricultural development is a central lever to help people out of poverty, as well as a key driver of deforestation. Forest-friendly agricultural development is a challenge for the region. This report describes some ways forest-friendly agricultural development can materialize in the Congo Basin. It is one of a series of reports prepared during a two-year attempt to analyze and better understand deforestation dynamics in the Basin. The report presents findings related to the agricultural sector in the Congo Basin and its potential impact on forest cover. It is based on an in-depth analysis of the sector, from previous trends through future prospects. It builds on results derived from a modeling exercise conducted by the International Institute for Applied Systems Analysis (IIASA) that scrutinized national, regional, and international trends in agricultural sectors and trade, and their impacts on Congo Basin forests. The structure of the report is as follows: chapter one gives an overview of the agricultural sector in the six countries, including an analysis of the sector's impact so far on forest cover; chapter two describes the prospects for development of agriculture in the near future and the potential impacts on forest under a business-as usual scenario; and chapter three identifies potential key levers in agricultural policy that can enable forest-friendly agriculture.Publication Mozambique Agricultural Sector Risk Assessment(World Bank, Washington, DC, 2015-08)Agricultural risk management is a central issue that Mozambique faces in development, and multiple stakeholders have analyzed this challenge, sometimes with different terminology and focusing on varying aspects. The government of Mozambique has adopted the strategic plan for agricultural development (PEDSA 2010-19) that focuses on: (i) increasing the availability of food in order to reduce hunger through growth in small producer productivity and emergency response capacity; (ii) enlarging the land area under sustainable management and the number of reliable water management systems; (iii) increasing access to the market through improved infrastructures and interventions in marketing; and (iv) improving research and extension for increased adoption of appropriate technologies by producers and agro-processors. The World Bank’s agriculture sector risk assessment takes a holistic approach and relies on long time-series historical data to arrive at an empirical and objective assessment of agricultural risks and their impacts on Mozambique. This assessment will form the basis of the second step, solution assessment, whose final findings will inform National Investment Plan for the Agrarian Sector in Mozambique (PNISA). This document considers the many aspects of assessing risk in the Mozambican agriculture sector. Chapter one gives introduction and context. Chapter two introduces the major characteristics of the agricultural system leading into chapter three, which presents a comprehensive picture of the risks that exist in the sector. Chapter four, in quantifying the risks that have been observed, comments on the losses that have been incurred by the sector because of production risks, whereas chapter five provides a qualitative discussion of how risk has an effect on the different stakeholders present in the sector. Chapter six delves into the risk prioritization carried out by the team and then comments on various management measures. The report concludes with chapter six, in which recommendations are provided for improving risk management in Mozambique.Publication Pakistan : Promoting Rural Growth and Poverty Reduction(Washington, DC, 2007-03)This report shows that after a decade of moderate growth but little or no long term change in rural poverty in Pakistan, agricultural output, rural incomes, rural poverty and social welfare indicators all showed marked improvements between 2001-02 and 2004-05. However, longer term trends suggest there is little reason for complacency. The agricultural GDP per capita growth rate (1999- 2000 to 2004-05) was only 0.3 percent per year; rural poverty rates in 2004-05 are still at levels that approximate those of the 1990s; and social welfare indicators in Pakistan remain significantly below those of other countries in south Asia. Moreover, problems related to timing and availability of water for irrigation, inadequate rural infrastructure, a skewed distribution of assets, and low levels of health and education continue to slow the progress of economic growth and poverty reduction. Nonetheless, Pakistan has made important strides in the last several years to promote rural growth and poverty reduction. The study concludes that a comprehensive rural growth and poverty reduction strategy is needed, predicated on four main pillars: 1) Promoting efficient and sustainable agricultural growth to raise incomes of small farmers and to generate growth linkages in the rural non-farm economy; 2) Creating an enabling environment for the rural non-farm sector to enhance employment and incomes, and improving rural public-service delivery in infrastructure, health, education and population to serve as a foundation for growth and to increase household welfare; 3) Improving the effectiveness and governance of rural institutions through the decentralization and strengthening of local demand for enhanced accountability as well as through more proactive use of public-private partnerships; 4) Empowering the poor and protecting the most vulnerable through social mobilization, safety nets and facilitating access to productive assets for income generating activities.
Users also downloaded
Showing related downloaded files
Publication The Journey Ahead(Washington, DC: World Bank, 2024-10-31)The Journey Ahead: Supporting Successful Migration in Europe and Central Asia provides an in-depth analysis of international migration in Europe and Central Asia (ECA) and the implications for policy making. By identifying challenges and opportunities associated with migration in the region, it aims to inform a more nuanced, evidencebased debate on the costs and benefits of cross-border mobility. Using data-driven insights and new analysis, the report shows that migration has been an engine of prosperity and has helped address some of ECA’s demographic and socioeconomic disparities. Yet, migration’s full economic potential remains untapped. The report identifies multiple barriers keeping migration from achieving its full potential. Crucially, it argues that policies in both origin and destination countries can help maximize the development impacts of migration and effectively manage the economic, social, and political costs. Drawing from a wide range of literature, country experiences, and novel analysis, The Journey Ahead presents actionable policy options to enhance the benefits of migration for destination and origin countries and migrants themselves. Some measures can be taken unilaterally by countries, whereas others require close bilateral or regional coordination. The recommendations are tailored to different types of migration— forced displacement as well as high-skilled and low-skilled economic migration—and from the perspectives of both sending and receiving countries. This report serves as a comprehensive resource for governments, development partners, and other stakeholders throughout Europe and Central Asia, where the richness and diversity of migration experiences provide valuable insights for policy makers in other regions of the world.Publication Classroom Assessment to Support Foundational Literacy(Washington, DC: World Bank, 2025-03-21)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 World Development Report 2006(Washington, DC, 2005)This year’s Word Development Report (WDR), the twenty-eighth, looks at the role of equity in the development process. It defines equity in terms of two basic principles. The first is equal opportunities: that a person’s chances in life should be determined by his or her talents and efforts, rather than by pre-determined circumstances such as race, gender, social or family background. The second principle is the avoidance of extreme deprivation in outcomes, particularly in health, education and consumption levels. This principle thus includes the objective of poverty reduction. The report’s main message is that, in the long run, the pursuit of equity and the pursuit of economic prosperity are complementary. In addition to detailed chapters exploring these and related issues, the Report contains selected data from the World Development Indicators 2005‹an appendix of economic and social data for over 200 countries. This Report offers practical insights for policymakers, executives, scholars, and all those with an interest in economic development.Publication Argentina Country Climate and Development Report(World Bank, Washington, DC, 2022-11)The Argentina Country Climate and Development Report (CCDR) explores opportunities and identifies trade-offs for aligning Argentina’s growth and poverty reduction policies with its commitments on, and its ability to withstand, climate change. It assesses how the country can: reduce its vulnerability to climate shocks through targeted public and private investments and adequation of social protection. The report also shows how Argentina can seize the benefits of a global decarbonization path to sustain a more robust economic growth through further development of Argentina’s potential for renewable energy, energy efficiency actions, the lithium value chain, as well as climate-smart agriculture (and land use) options. Given Argentina’s context, this CCDR focuses on win-win policies and investments, which have large co-benefits or can contribute to raising the country’s growth while helping to adapt the economy, also considering how human capital actions can accompany a just transition.Publication Lebanon Economic Monitor, Fall 2022(Washington, DC, 2022-11)The economy continues to contract, albeit at a somewhat slower pace. Public finances improved in 2021, but only because spending collapsed faster than revenue generation. Testament to the continued atrophy of Lebanon’s economy, the Lebanese Pound continues to depreciate sharply. The sharp deterioration in the currency continues to drive surging inflation, in triple digits since July 2020, impacting the poor and vulnerable the most. An unprecedented institutional vacuum will likely further delay any agreement on crisis resolution and much needed reforms; this includes prior actions as part of the April 2022 International Monetary Fund (IMF) staff-level agreement (SLA). Divergent views among key stakeholders on how to distribute the financial losses remains the main bottleneck for reaching an agreement on a comprehensive reform agenda. Lebanon needs to urgently adopt a domestic, equitable, and comprehensive solution that is predicated on: (i) addressing upfront the balance sheet impairments, (ii) restoring liquidity, and (iii) adhering to sound global practices of bail-in solutions based on a hierarchy of creditors (starting with banks’ shareholders) that protects small depositors.