Publication:
How Much of the Labor in African Agriculture Is Provided by Women?

Loading...
Thumbnail Image
Files in English
English PDF (1.19 MB)
777 downloads
English Text (99.36 KB)
70 downloads
Published
2015-06
ISSN
Date
2015-07-14
Author(s)
Palacios-Lopez, Amparo
Kilic, Talip
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
Report Series
Report Series
Other publications in this report series
  • Publication
    Climate and Social Sustainability in Fragility, Conflict, and Violence Contexts
    (Washington, DC: World Bank, 2026-01-07) Cuesta Leiva, Jose Antonio; Huff, Connor
    Climate change is widely recognized as a driver of violent conflict, but its broader social effects remain less understood. Ignoring these dimensions risks a vicious cycle where climate policies might undermine socially just adaptation. Evidence is still limited on how climate shocks influence political participation, trust, or migration. This paper helps fill that gap by examining links between climate change, conflict, and social sustainability, with a focus on inclusion, resilience, cohesion, and legitimacy. Using secondary data from 2019–24, the study applies simple correlation-based methods to test three hypotheses on the nature, severity, and composition of these associations. The analysis combines multiple climate impact measures, new conflict classifications, recent social sustainability frameworks, and controls for population and geography. The results reveal strong correlations—not causation—between climate events and contexts of fragility, conflict, and violence. Climate impacts are most pronounced in both national and subnational conflict settings. The study also finds robust links between fragility, conflict, and violence and low levels of social sustainability, reflecting its role as both a driver and consequence of conflict. Some dimensions—such as violent events and insecurity—appear weaker in areas most affected by climate shocks. Two of the hypotheses are supported, and one remains inconclusive.
  • Publication
    The Macroeconomic Implications of Climate Change Impacts and Adaptation Options
    (Washington, DC: World Bank, 2025-05-29) 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
    Institutional Capacity for Policy Implementation: An Analytical Framework
    (Washington, DC: World Bank, 2026-01-07) Kim, Galileu; Kumar, Tanu; Ramalho, Rita; Russell, Stuart
    State capacity is an important prerequisite for policy implementation, yet at the country level it is difficult to measure, assess, and reform. This paper proposes a focus on institutional capacity: the ability of public institutions to implement the specific policy mandates for which they are responsible. Based on a review of existing literature, the paper defines the different dimensions that compose institutional capacity and groups them into two cross-cutting categories: organizational dimensions (personnel, financial resources, information systems, and management practices) and governance dimensions (transparency, independence, and accountability). The paper proposes measures for organizational and governance dimensions using existing data, shows intra-institutional variation of these measures within countries, and discusses how new data could be collected for better measurement of these concepts. Finally, the paper illustrates how the framework can be used to diagnose the sources of common problems related to weak policy implementation.
  • Publication
    South Africa’s Fragmented Cities: The Unequal Burden of Labor Market Frictions
    (Washington, DC: World Bank, 2026-01-08) Baez, Javier E.; Kshirsagar, Varun
    Using high-resolution administrative, census, and satellite data, this paper shows that South African cities are characterized by spatial mismatches between where people live and where jobs are located, relative to 20 global peers. Areas within 5 kilometers of commercial centers have 9,300 fewer residents per square kilometer than expected, which is 60 percent below the global median. Poor, dense neighborhoods are most affected. In Johannesburg, a 10-percentile increase in distance from the nearest business hub corresponds to a 3.7-percentile drop in asset wealth (a proxy of household wellbeing) and 4.9-percentile drop in employment. In Cape Town, the declines are 4.0 and 3.7 percentiles, respectively. Employment is 87 percent lower in the poorest decile than the richest in Johannesburg and 61 percent lower in Cape Town. These findings suggest that South Africa’s spatial organization of people and economic activity constrains agglomeration and reinforces inequality. This methodology provides a scalable and standardized data-driven framework to analyze spatial accessibility and agglomeration frictions in complex, data-constrained urban systems.
  • Publication
    Investment in Emerging and Developing Economies
    (Washington, DC: World Bank, 2026-01-07) Adarov, Amat; Kose, M. Ayhan; Vorisek, Dana
    The world faces a pressing challenge to meet key development objectives amid slowing growth and rising macroeconomic and geopolitical risks. With the number of job seekers rising rapidly, infrastructure shortfalls continuing to be large, and climate costs mounting, the case for a significant investment push has never been stronger. Yet the capacity to respond in many emerging markets and developing economies has eroded. Since the global financial crisis, investment growth has slowed to about half its pace in the 2000s, with both public and private investment weakening. Foreign direct investment inflows—a critical source of capital, technology, and managerial know-how—have also fallen sharply and become increasingly concentrated, leaving low-income countries with only a marginal share. The risks of further retrenchment are significant, as trade tensions, policy uncertainty, and elevated debt levels continue to weigh on investment. Reigniting momentum will require ambitious domestic reforms to strengthen institutions, rebuild macro-fiscal stability, and deepen trade and investment integration—the foundations of a supportive business climate. At the same time, international cooperation is indispensable. A renewed commitment to a predictable system of cross-border trade and investment flows, combined with scaled-up financial support and sustained technical assistance, is essential to help emerging markets and developing economies—especially low-income countries and economies in fragile and conflict situations—bridge financing gaps and implement the domestic reforms needed to restore investment as an engine of growth, jobs, and development.
Journal
Journal Volume
Journal Issue

Related items

Showing items related by metadata.

  • Publication
    Agriculture and Water Policy : Toward Sustainable Inclusive Growth
    (World Bank, Washington, DC, 2013-03) Ahmed, Syud Amer; Gautam, Madhur
    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
    Deforestation Trends in the Congo Basin : Agriculture
    (World Bank, Washington, DC, 2013-04) Hourticq, Joel; Megevand, Carole; Tollens, Eric; Wehkamp, Johanna; Dulal, Hari
    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
    Lao People's Democratic Republic : Policy, Market and Agriculture Transition in the Northern Uplands
    (Washington, DC, 2008-05) World Bank
    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
    Mozambique Agricultural Sector Risk Assessment
    (World Bank, Washington, DC, 2015-08) Suit, Kilara C.; Choudhary, Vikas
    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) World Bank
    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
    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
    Thailand Monthly Economic Monitor, October 2025
    (Washington, DC: World Bank, 2025-10-22) World Bank
    Fiscal conditions remained stable, with a modest widening of the deficit to 3.1 percent of GDP. New stimulus measures are expected to support short-term demand without breaching the public debt ceiling. Inflation stayed negative, reflecting lower energy and food prices amid subdued domestic demand. The central bank kept the policy rate unchanged, citing limited policy space. Thailand’s growth momentum has slowed further as manufacturing activity and services weakened as projected. Tourism remained subdued, largely due to fewer Chinese visitors. Goods exports also slowed as earlier front-loaded orders faded, particularly in agriculture and industrial goods. The Thai baht depreciated in early October as the US dollar appreciated and the current account turned negative.
  • Publication
    Ukraine Country Environmental Analysis
    (World Bank, Washington, DC, 2016-01) World Bank
    The objective of the Country Environmental Analysis (CEA) is to assess the adequacy and performance of the policy, legal, and institutional framework for environmental management in Ukraine, in light of the decentralization process of environmental governance and wider reform objectives, and to provide recommendations to government to address the key gaps identified. Ukraine is the second largest country in Europe and has a population of 43 million, the majority of whom live in urban areas. It is a lower middle income country, with the services, industry and agriculture sectors being main contributors to the country’s Gross Domestic Product (GDP). Ukraine faces a number of environmental challenges, as identified in its National Environmental Strategy 2020 (NES). Key among these are: air pollution; quality of water resources and land degradation; solid waste management; biodiversity loss; human health issues associated with environmental risk factors; in addition to climate change. The scope of Ukrainian environmental legislation is quite broad and comprehensive (more than 300 legal acts) and covers most areas of environmental protection and natural resources management. However, the environmental legislation faces a number of weaknesses:The environmental legislation is largely declaratory in nature and does not have all the essential enforcement mechanisms for the implementation of legal acts and international agreements; Many of the acts are not coordinated with each other; and Legislation undergoes limited analysis of its impact—for example, no in-depth analysis such as Regulatory Impact Analysis is conducted for proposed pieces of legislation.
  • Publication
    Jobs Undone
    (Washington, DC: World Bank, 2022-05-16) World Bank
    A decade since the spark of the Arab Spring, the Middle East and North Africa (MENA) region continues to suffer from limited creation of more and better jobs. Youth face idleness and unemployment. For those who find jobs, informality awaits. Few women attempt to enter the world of work at all. Meanwhile, the available jobs are not those of the future. These labor market outcomes are being worsened by the coronavirus (COVID-19) pandemic. Jobs Undone: Reshaping the Role of Governments toward Markets and Workers in the Middle East and North Africa explores ways to break these impasses, drawing on original research, survey data, wide-ranging literature, and young entrepreneurial voices from the region. The report finds that a prominent reason behind MENA’s unmet jobs challenge is a lack of market contestability in the formal private sector. Few firms in the region enter the market, few grow, and those that exit are not necessarily less productive. Moreover, firms in the region invest little in physical capital, human capital, or research and development, and they tend to be politically connected. At the macro level, economic growth has been mediocre, labor productivity is not being driven by structural change, and the growth of the stock of capital per capita has declined. New evidence generated for this report shows that the lack of dynamism is due to the prevalence of state-owned enterprises (SOEs). They operate in sectors where there is little economic rationale for public activity and they enjoy favorable treatment—flouting the principles of competitive neutrality. Meanwhile, labor regulations add to market rigidity, while gendered laws restrict women’s potential. To change this reality, the state must reshape its relationship toward markets, toward workers, and toward women. The region must create a level playing field between SOEs and the private sector, replace labor rigidities with appropriate social protection and labor market programs, and remove barriers to women’s economic participation. Governments can also foster new sectors and occupations, gradually propelling market contestability and job creation. All reforms will have to rely on improved data capacity and transparency to create a new social contract between governments and the people of the region.
  • Publication
    Regional Poverty and Inequality Update: Latin America and the Caribbean, October 2025
    (Washington, DC: World Bank, 2025-10-23) World Bank
    This brief summarizes recent facts related to poverty and inequality in Latin America and the Caribbean (LAC) using the latest wave of harmonized household surveys from the Socio-Economic Database for LAC (SEDLAC). This brief was produced by the Poverty Global Practice in the LAC Region of the World Bank.