Evidence map›Paper›PMID 40931122›Full record

ArticleNature food2025

Agrifood value chain employment and compensation shift with structural transformation.

Jing Yi, Shiyun Jiang, Dianna Tran, Miguel I Gόmez, Patrick Canning, Jeffrey R Bloem, Christopher B Barrett

Erratum issuedAbstract read
PubMed Publisher
In one paragraph

Article in Nature food, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors.

Jing YiDepartment of Agricultural and Applied Economics, University of Wisconsin-Madison, Madison, WI, USA.ORCID http://orcid.org/0000-0003-1076-3119
Shiyun JiangInternational Food Policy Research Institute, Washington, DC, USA.ORCID http://orcid.org/0009-0005-1101-2343
Dianna TranNew York State Legislature, Albany, NY, USA.
Miguel I GόmezCharles H. Dyson School of Applied Economics and Management, Cornell University, Ithaca, NY, USA.ORCID http://orcid.org/0000-0002-3591-5249
Patrick CanningCharles H. Dyson School of Applied Economics and Management, Cornell University, Ithaca, NY, USA.
Jeffrey R BloemInternational Food Policy Research Institute, Washington, DC, USA.
Christopher B BarrettCharles H. Dyson School of Applied Economics and Management, Cornell University, Ithaca, NY, USA. cbb2@cornell.edu.ORCID http://orcid.org/0000-0001-9139-2721

Funding

United States Department of Agriculture | Economic Research Service (USDA's Economic Research Service) 58-4000-1-0080
6 · The paper itself

Abstract

The traditional structural transformation narrative emphasizes intersectoral labour reallocation out of agriculture, ignoring whether workers exit agrifood value chains or merely migrate within them. Here we decompose multiregional input-output table data into industry- and country-specific annual labour value-added estimates by final consumer market segment, matching them with industry-specific employment data to estimate average worker compensation. Using data covering most of the global economy over 1993-2021, we report ten stylized facts about labour reallocation amid structural transformation. As incomes grow, labour exits primary production while downstream agrifood value chain segments maintain a steady economy-wide employment share-offering jobs that pay better than farm work. Women disproportionately move from primary production to downstream, consumer-facing retail and food service, whereas men migrate to better-paying midstream jobs, increasing gender pay inequality within the value chain. Employment shifts are strongly associated with changes in national per capita income, but not with agricultural total factor productivity growth.

Indexed as

AgricultureEmploymentFood SupplyWorkers' CompensationFemaleHumansIncomeMale

Identifiers

PMID40931122

What OpenQuestion holds

Textmetadata
Read underepoch 390

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.