Evidence map›Paper›PMID 38315862›Full record

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

How poverty is measured impacts who gets classified as impoverished.

Christine J Pu, Eric F Lambin, Ian Kusimakwe, Lenny Gichia, Assefa Seme, Easmon Otupiri, Jennifer Davis

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 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Microlevel structural poverty estimates for southern and eastern Africa.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Christine J PuDepartment of Civil and Environmental Engineering, Stanford University, Stanford, CA 94305.ORCID 0000-0001-6168-5670
Eric F LambinDepartment of Earth System Science, Stanford University, Stanford, CA 94305.ORCID 0000-0002-0673-5257
Ian KusimakweInternational Growth Research and Evaluation Center, Kampala, Uganda.
Lenny GichiaInternational Growth Research and Evaluation Center, Kampala, Uganda.
Assefa SemeSchool of Public Health, Addis Ababa University, Addis Ababa 9086, Ethiopia.
Easmon OtupiriSchool of Public Health, Kwame Nkrumah University of Science and Technology, Kumasi AK-448, Ghana.
Jennifer DavisDepartment of Civil and Environmental Engineering, Stanford University, Stanford, CA 94305.ORCID 0000-0001-5368-4002

Funding

Stanford King Center on Global Development NAThe Charles H. Leavell Fellowship NAThe Conrad N. Hilton Foundation grant 17513The Conrad N. Hilton Foundation grant 24422The Natural Science and Engineering Council of Canada grant PGSD3-532687-2019The Stanford Interdisciplinary Graduate Fellowship NA
6 · The paper itself

Abstract

We test whether the classification of households into poverty categories is meaningfully influenced by the poverty measurement approach that is employed. These classification techniques are widely used by governments, non-profit organizations, and development agencies for policy design and implementation. Using primary data collected in Ethiopia, Ghana, and Uganda, we find almost no agreement in how four commonly used approaches rank 16,150 households in terms of poverty status. This result holds for each country, for urban and rural households, and across the entire socio-economic distribution. Households' poverty rankings differ by an entire quartile on average. Conclusions about progress toward poverty alleviation goals may depend in large part on how poverty is measured.

Indexed as

Family CharacteristicsPovertyEthiopiaHumansRural PopulationUgandameasurementpolicypoverty

Identifiers

PMID38315862
PMCPMC11006006

What OpenQuestion holds

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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.