Evidence map›Paper›PMID 38739799›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2024

Crop yields fail to rise in smallholder farming systems in sub-Saharan Africa.

Philip Wollburg, Thomas Bentze, Yuchen Lu, Christopher Udry, Douglas Gollin

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

10 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Eliminating hunger in a world serious about climate mitigation.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  6. Article
  7. Prospects for cereal self-sufficiency in sub-Saharan Africa.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  8. To enhance sustainable development goal research, open up commercial satellite image archives.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  9. Article
  10. Crop yields fail to rise in smallholder farming systems in sub-Saharan Africa.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

5 authors.

Philip WollburgLiving Standards Measurement Study, Development Data Group, World Bank, Rome 00184, Italy.ORCID 0000-0002-1800-921X
Thomas BentzeLiving Standards Measurement Study, Development Data Group, World Bank, Rome 00184, Italy.ORCID 0009-0007-7818-5358
Yuchen LuDepartment of Civil and Environmental Engineering, Rice University, Houston, TX 77005.ORCID 0000-0002-3607-0364
Christopher UdryDepartment of Economics, Northwestern University, Evanston, IL 60208.ORCID 0000-0002-1605-1916
Douglas GollinDepartment of Economics, University of Oxford, Oxford OX1 3UQ, United Kingdom.ORCID 0000-0002-3282-2207

Funding

World Bank Group (WBG) Research Support Budget "On the Measurement of Agricultural Productivity Growth in Africa"
6 · The paper itself

Abstract

Drawing on a harmonized longitudinal dataset covering more than 55,000 smallholder farms in six African countries, we analyze changes in crop productivity from 2008 to 2019. Because smallholder farmers represent a significant fraction of the world's poorest people, agricultural productivity in this context matters for poverty reduction and for the broader achievement of the UN Sustainable Development Goals. Our analysis measures productivity trends for nationally representative samples of smallholder crop farmers, using detailed data on agricultural inputs and outputs which we integrate with detailed data on local weather and environmental conditions. In spite of government commitments and international efforts to strengthen African agriculture, we find no evidence that smallholder crop productivity improved over this 12-y period. Our preferred statistical specification of total factor productivity (TFP) suggests an overall decline in productivity of -3.5% per year. Various other models we test also find declining productivity in the overall sample, and none of them finds productivity growth. However, the different countries in our sample experienced varying trends, with some instances of growth in some regions. The results suggest that major challenges remain for agricultural development in sub-Saharan Africa. They complement previous analyses that relied primarily on aggregate national statistics to measure agricultural productivity, rather than detailed microdata.

Indexed as

AgricultureCrops, AgriculturalAfrica South of the SaharaCrop ProductionFarmersFarmsHumansSustainable DevelopmentAfricaagricultural productivityagricultural productivity growthagriculturesmallholder agriculture

Identifiers

PMID38739799
PMCPMC11127011

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.