Publication:
On the Structural Transformation of Rural Africa

Loading...
Thumbnail Image
Files in English
English PDF (748.65 KB)
2,578 downloads
English Text (98.19 KB)
64 downloads
Published
2017-01
ISSN
Date
2017-01-30
Author(s)
Barrett, Christopher B.
Sheahan, Megan
Shimeles, Abebe
Editor(s)
Abstract
From 2000 to 2014, per capita gross domestic product in Sub-Saharan Africa increased by almost 35 percent in real terms, doubling in some countries. Such progress happened while agricultural productivity growth remained low in the aggregate, despite some bright spots, and poverty reduction was steady but discouragingly slow. This paper argues that ending extreme poverty will require structural change in agriculture, and in rural African economies more broadly. Drawing on a range of recent research, the paper outlines broad priority areas for policy actions to accelerate productivity and initiate structural change in the agriculture sector and the rural nonfarm economy.
Link to Data Set
Citation
Barrett, Christopher B.; Christiaensen, Luc; Sheahan, Megan; Shimeles, Abebe. 2017. On the Structural Transformation of Rural Africa. Policy Research Working Paper;No. 7938. © World Bank. http://hdl.handle.net/10986/25947 License: CC BY 3.0 IGO.
Associated URLs
Associated content
Report Series
Report Series
Other publications in this report series
  • Publication
    Intergenerational Income Mobility around the World
    (Washington, DC: World Bank, 2025-07-09) Munoz, Ercio; Van der Weide, Roy
    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) Akcigit, Ufuk; Kilic, Furkan; Lall, Somik; Shpak, Solomiya
    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) Chattha, Muhammad Khudadad; Kawalec, Tobias
    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) Corral, Paul; Ham, Andres; Lanjouw, Peter; Lucchetti, Leonardo; Stemmler, Henry
    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) Fajardo-Gonzalez, Johanna; Nguyen, Minh C.; Corral, Paul
    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

Related items

Showing items related by metadata.

  • Publication
    Poverty Reduction during the Rural-Urban Transformation : The Role of the Missing Middle
    (World Bank, Washington, DC, 2013-05) Todo, Yasuyuki; Christiaensen, Luc
    As countries develop, they restructure away from agriculture and urbanize. But structural transformation and urbanization patterns differ substantially, with some countries fostering migration out of agriculture into rural off farm activities and secondary towns, and others undergoing rapid agglomeration in mega cities. Using cross-country panel data for developing countries spanning 1980-2004, the analysis in this paper finds that migration out of agriculture into the missing middle (the rural nonfarm economy and secondary towns) yields more inclusive growth patterns and faster poverty reduction than agglomeration in mega cities. This suggests that patterns of urbanization deserve much more attention when striving for faster poverty reduction.
  • Publication
    Is Informality Welfare-Enhancing Structural Transformation? Evidence from Uganda
    (2011-10-01) Pimhidzai, Obert; Fox, Louise
    While Africa's recent decade of growth and poverty reduction performance has been lauded, concern has been expressed regarding the structure of this growth. In particular, questions have been raised about whether the growth is based on a commodities boom, or whether it is the beginning of a structural transformation that will lift workers from low-productivity jobs into higher-productivity ones. Macro evidence has suggested that the structural transformation has not started. But macro analysis misses the evidence that the process of transformation has started, because this process begins at the household level. Household livelihoods do not move from ones based on subsistence farming and household level economic activities into livelihoods based on individual wage and salary employment away from the household in one leap -- this process takes generations. The intermediate step is the productive informal sector. It is income gains at the household level in this sector that fuel productivity increases, savings, and investment in human capital in this sector. Ensuring that most households are able to diversify their livelihoods into the non-farm sector through productive informality not only increases growth, but also allows the majority of the population to share in the growth process. This paper illustrates this point with the case of Uganda which followed this path and experienced two decades of sustained growth and poverty reduction.
  • Publication
    Government and Rural Transformation : Role of Public Spending and Policies in Bangladesh
    (Dhaka: The University Press Limited, 2010-04) Mudahar, Mohinder S.; Ahmed, Raisuddin
    The British finally granted independence to India in 1947 but the British India was divided into two independent states, India and Pakistan, in the acrimonious process of granting independence. Twenty four years after this landmark episode, another dramatic episode occurred in 1971 in the sub-continent's history that saw the emergence of another independent state, the People's Republic of Bangladesh. The same people, who played a vigorous role in the struggle for Pakistan, became desperate to separate from West Pakistan to emerge as an independent nation. Even though the population of East Pakistan was larger than the population of West Pakistan, usurpation of political power by the West through military and dictatorial governments resulted in egregious economic discriminations against the people of East Pakistan. The average per capita income in East Pakistan in 1948-50 was only about 3 percent lower than per capita income in West Pakistan. The income of the people of Bangladesh was stagnant during the Pakistani era. Poverty was widespread. The war of independence caused extensive damage to infrastructure and interrupted economic relations. Poverty level further widened as well as deepened. People, who did not sympathies with the emergence of Bangladesh as an independent country, expressed explicit as well as implicit doubt on the viability of this new country. This book provides an analysis of long-term transformation of the e c o n o m y, particularly for agriculture and rural development, since independence. Thus the book fills a gap arising from the change in planning approach and enables Bangladesh to look at transformation during the last 3 decades and develop a vision for the coming decades in the area of agriculture and rural development. Past progress has been phenomenal, particularly when viewed within the background of dismal initial conditions. But, though the general direction of policies has been right, there are many deficiencies in the areas of institutional, infrastructural, technological, and political developments. The progress would have been even faster without these deficiencies. However, what matters now are the future prospects if these deficiencies are not corrected in the coming years. Bangladesh is at the crossroad of the trajectory towards the status of a middle-income economy. Without the corrective measures at this stage, the possibility of economy missing the upward trajectory is very real.
  • Publication
    Market Integration and Structural Transformation in a Poor Rural Economy
    (2009-03-01) Soderbom, Mans; Rijkers, Bob
    By developing a simple theoretical model of the impact of market integration on sectoral output and employment in a poor rural setting, this paper demonstrates that trade can induce asymmetric growth. Under certain, plausible, assumptions, the non-farm sector will grow much faster than the agricultural sector when markets become integrated. Promoting market integration may thus be an effective way of encouraging diversification beyond agriculture and catalysing structural change in poor rural economies.
  • Publication
    Income Diversification Patterns in Rural Sub-Saharan Africa : Reassessing the Evidence
    (World Bank Group, Washington, DC, 2014-11) Davis, Benjamin; Di Giuseppe, Stefania; Zezza, Alberto
    Is Africa's rural economy transforming as its economies grow? This paper uses comparable income aggregates from 41 national household surveys from 22 countries to explore the extent of income diversification among rural households in Sub-Saharan Africa, and to look at how income diversification in Sub-Saharan Africa compares with other regions, taking into account differences in levels of development. The paper also seeks to understand how geography drives income diversification, focusing on the role of agricultural potential and distance to urban areas. The countries in the African sample have higher shares of on-farm income (63 versus 33 percent) and lower shares on nonagricultural wage income (8 and 21 percent) compared with countries of other regions. Specialization in on-farm activities continues to be the norm in rural Africa (52 percent of households, 21 percent in other regions). In terms of welfare, specialization in nonagricultural income-generating activities stochastically dominates farm-based strategies in all of the countries in our African sample. Crop income is still important for welfare, however, and even at higher levels of household income, crop activities continue to play an important complementary role. Regardless of distance and integration in the urban context, when agro-climatic conditions are favorable, farming remains the occupation of choice for most households in the African countries for which the study has geographically explicit information. When urban integration is low and agricultural conditions more difficult, the picture is mixed, with households more likely to engage more fully in nonfarm activities in Niger and Malawi, but less likely to do so in Uganda and Tanzania.

Users also downloaded

Showing related downloaded files

  • Publication
    Design Thinking for Social Innovation
    (2010-07) Brown, Tim; Wyatt, Jocelyn
    Designers have traditionally focused on enchancing the look and functionality of products.
  • Publication
    Governance Matters IV : Governance Indicators for 1996-2004
    (World Bank, Washington, DC, 2005-06) Kaufmann, Daniel; Kraay, Aart; Mastruzzi, Massimo
    The authors present the latest update of their aggregate governance indicators, together with new analysis of several issues related to the use of these measures. The governance indicators measure the following six dimensions of governance: (1) voice and accountability; (2) political instability and violence; (3) government effectiveness; (4) regulatory quality; (5) rule of law, and (6) control of corruption. They cover 209 countries and territories for 1996, 1998, 2000, 2002, and 2004. They are based on several hundred individual variables measuring perceptions of governance, drawn from 37 separate data sources constructed by 31 organizations. The authors present estimates of the six dimensions of governance for each period, as well as margins of error capturing the range of likely values for each country. These margins of error are not unique to perceptions-based measures of governance, but are an important feature of all efforts to measure governance, including objective indicators. In fact, the authors give examples of how individual objective measures provide an incomplete picture of even the quite particular dimensions of governance that they are intended to measure. The authors also analyze in detail changes over time in their estimates of governance; provide a framework for assessing the statistical significance of changes in governance; and suggest a simple rule of thumb for identifying statistically significant changes in country governance over time. The ability to identify significant changes in governance over time is much higher for aggregate indicators than for any individual indicator. While the authors find that the quality of governance in a number of countries has changed significantly (in both directions), they also provide evidence suggesting that there are no trends, for better or worse, in global averages of governance. Finally, they interpret the strong observed correlation between income and governance, and argue against recent efforts to apply a discount to governance performance in low-income countries.
  • Publication
    Breaking the Conflict Trap : Civil War and Development Policy
    (Washington, DC: World Bank and Oxford University Press, 2003) Collier, Paul; Elliott, V. L.; Hegre, Håvard; Hoeffler, Anke; Reynal-Querol, Marta; Sambanis, Nicholas
    Most wars are now civil wars. Even though international wars attract enormous global attention, they have become infrequent and brief. Civil wars usually attract less attention, but they have become increasingly common and typically go on for years. This report argues that civil war is now an important issue for development. War retards development, but conversely, development retards war. This double causation gives rise to virtuous and vicious circles. Where development succeeds, countries become progressively safer from violent conflict, making subsequent development easier. Where development fails, countries are at high risk of becoming caught in a conflict trap in which war wrecks the economy and increases the risk of further war. The global incidence of civil war is high because the international community has done little to avert it. Inertia is rooted in two beliefs: that we can safely 'let them fight it out among themselves' and that 'nothing can be done' because civil war is driven by ancestral ethnic and religious hatreds. The purpose of this report is to challenge these beliefs.
  • Publication
    Governance Matters VIII : Aggregate and Individual Governance Indicators 1996–2008
    (2009-06-01) Kaufmann, Daniel; Kraay, Aart; Mastruzzi, Massimo
    This paper reports on the 2009 update of the Worldwide Governance Indicators (WGI) research project, covering 212 countries and territories and measuring six dimensions of governance between 1996 and 2008: Voice and Accountability, Political Stability and Absence of Violence/Terrorism, Government Effectiveness, Regulatory Quality, Rule of Law, and Control of Corruption. These aggregate indicators are based on hundreds of specific and disaggregated individual variables measuring various dimensions of governance, taken from 35 data sources provided by 33 different organizations. The data reflect the views on governance of public sector, private sector and NGO experts, as well as thousands of citizen and firm survey respondents worldwide. The authors also explicitly report the margins of error accompanying each country estimate. These reflect the inherent difficulties in measuring governance using any kind of data. They find that even after taking margins of error into account, the WGI permit meaningful cross-country comparisons as well as monitoring progress over time. The aggregate indicators, together with the disaggregated underlying indicators, are available at www.govindicators.org.
  • Publication
    Government Matters III : Governance Indicators for 1996-2002
    (World Bank, Washington, DC, 2003-08) Kaufmann, Daniel; Kraay, Aart; Mastruzzi, Massimo
    The authors present estimates of six dimensions of governance covering 199 countries and territories for four time periods: 1996, 1998, 2000, and 2002. These indicators are based on several hundred individual variables measuring perceptions of governance, drawn from 25 separate data sources constructed by 18 different organizations. The authors assign these individual measures of governance to categories capturing key dimensions of governance and use an unobserved components model to construct six aggregate governance indicators in each of the four periods. They present the point estimates of the dimensions of governance as well as the margins of errors for each country for the four periods. The governance indicators reported here are an update and expansion of previous research work on indicators initiated in 1998 (Kaufmann, Kraay, and Zoido-Lobat 1999a,b and 2002). The authors also address various methodological issues, including the interpretation and use of the data given the estimated margins of errors.