Evidence map›Paper›PMID 40299694›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Decreased likelihood of schooling as a consequence of tropical cyclones: Evidence from 13 low- and middle-income countries.

Renzhi Jing, Sam Heft-Neal, Zetianyu Wang, Jie Chen, Minghao Qiu, Isaac M Opper, Zachary Wagner, Eran Bendavid

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

8 authors.

Renzhi JingDepartment of Medicine, Stanford University, Stanford, CA 94305.ORCID 0000-0002-2116-1351
Sam Heft-NealCenter on Food Security and the Environment, Stanford University, Stanford, CA 94305.ORCID 0000-0002-9129-2365
Zetianyu WangRAND Corporation, Santa Monica, CA 94305.
Jie ChenAtmospheric and Oceanic Sciences Program, Princeton University, Princeton, NY 11790.ORCID 0000-0002-8742-1048
Minghao QiuSchool of Marine and Atmospheric Sciences, Stony Brook University, Stony Brook, NY 11790.ORCID 0000-0002-5224-570X
Isaac M OpperRAND Corporation, Santa Monica, CA 94305.ORCID 0000-0002-2554-6646
Zachary WagnerRAND Corporation, Santa Monica, CA 94305.ORCID 0000-0003-2922-3315
Eran BendavidDepartment of Medicine, Stanford University, Stanford, CA 94305.ORCID 0000-0002-8364-4711

Funding

The Impact of Natural Disasters on Child HealthR01HD104835 · NICHD · UNIVERSITY OF SOUTHERN CALIFORNIA · PI Zachary Wagner · 2022 to 2026
$3.1M
HHS | National Institutes of Health (NIH) R01HD104835NICHD NIH HHS R01 HD104835
6 · The paper itself

Abstract

Increasing educational attainment is one of the most important and effective strategies for health and economic improvements. The extent to which extreme climate events disrupt education, resulting in reduced educational attainment, remains understudied. Children in low- and middle-income countries (LMICs) may be uniquely vulnerable to losing schooling after disasters due to the poor physical condition of schools and the lack of resources to mitigate unexpected household shocks. Our analysis assesses this overlooked social cost of tropical cyclones on schooling attainment. We study the education records of nearly 5.4 million individuals living in 13 LMICs that experienced tropical cyclones between 1954 and 2010. By comparing individuals living in the same locations but with different exposure levels, we estimate the change in the likelihood that a preschool-age child exposed to tropical cyclone received no schooling. We find that exposure during preschool age is associated with a 0.5 percentage point increase in the likelihood of never attending schooling (2.5% above baseline), with larger effects (up to 8.8% increase) from stronger storms. These effects are more pronounced among girls and are greater in areas less adapted to tropical cyclones. Between 2000 and 2020, we estimate that 79,000 children in the 13 study countries did not start school due to tropical cyclones, and, across all affected students, tropical cyclones resulted in a total loss of 1.1 My of school. These impacts, identified among some of the world's poorest populations, may grow in importance as exposure to severe tropical cyclones is projected to increase with climate change.

Indexed as

Cyclonic StormsDeveloping CountriesDisastersEducational StatusSchoolsAdolescentChildChild, PreschoolFemaleHumansMaleclimate changeeducationnatural disasters

Identifiers

PMID40299694
PMCPMC12067277

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LicenceCC BY-NC-ND
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Registered trials

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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.