Heat stress increases long-term human migration in rural Pakistan
Open accessAbstract
Human migration attributable to climate events has recently received significant attention from the academic and policy communities (1-2). Quantitative evidence on the relationship between individual, permanent migration and natural disasters is limited (3-9). A 21-year longitudinal survey conducted in rural Pakistan (1991-2012) provides a unique opportunity to understand the relationship between weather and long-term migration. We link individual-level information from this survey to satellite-derived measures of climate variability and control for potential confounders using a multivariate approach. We find that flooding-a climate shock associated with large relief efforts-has modest to insignificant impacts on migration. Heat stress, however-which has attracted relatively little relief-consistently increases the long-term migration of men, driven by a negative effect on farm and non-farm income. Addressing weather-related displacement will require policies that both enhance resilience to climate shocks and lower barriers to welfare-enhancing population movements.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Vicente-Serrano, S. M., Beguerı́a, S., & López‐Moreno, J. I. (2009) · Journal of Climate · doi:10.1175/2009jcli2909.1 · Cited by 9,729 · see citing works
Consumption Smoothing, Migration, and Marriage: Evidence from Rural India
Rosenzweig, M. R., & Stark, O. (1989) · Journal of Political Economy · doi:10.1086/261633 · Cited by 1,206 · see citing works
An Analysis of Sample Attrition in Panel Data: The Michigan Panel Study of Income Dynamics
Fitzgerald, J., Gottschalk, P. T., & Moffitt, R. (1998) · The Journal of Human Resources · doi:10.2307/146433 · Cited by 809 · see citing works
An Analysis of Sample Attrition in Panel Data: The Michigan Panel Study of Income Dynamics
Fitzgerald, J., Gottschalk, P. T., & Moffitt, R. (1998) · National Bureau of Economic Research · doi:10.3386/t0220 · Cited by 711 · see citing works
Natural disasters and population mobility in Bangladesh
Gray, C. L., & Mueller, V. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1115944109 · Cited by 687 · see citing works
Self-citationUsing weather data and climate model output in economic analyses of climate change
Auffhammer, M., Hsiang, S. M., Schlenker, W., & Sobel, A. (2013) · Review of Environmental Economics and Policy · doi:10.1093/reep/ret016 · Cited by 662 · see citing works
Linkages among climate change, crop yields and Mexico–US cross-border migration
Feng, S., Krueger, A. B., & Oppenheimer, M. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1002632107 · Cited by 635 · see citing works
Natural Disasters, Economic Development, and Humanitarian Aid
Strömberg, D. (2007) · The Journal of Economic Perspectives · doi:10.1257/jep.21.3.199 · Cited by 618 · see citing works
Drought and Population Mobility in Rural Ethiopia
Gray, C., & Mueller, V. (2011) · World Development · doi:10.1016/j.worlddev.2011.05.023 · Cited by 542 · see citing works
Self-citationThe impact of weather anomalies on migration in sub-Saharan Africa
Marchiori, L., Maystadt, J.-F., & Schumacher, I. (2012) · Journal of Environmental Economics and Management · doi:10.1016/j.jeem.2012.02.001 · Cited by 442 · see citing works
Henry, S. J. F., Schoumaker, B. D., & Beauchemin, C. (2004) · Population and Environment · doi:10.1023/b:poen.0000036928.17696.e8 · Cited by 428 · see citing works
McKenzie, D. J., Stillman, S., & Gibson, J. K. (2010) · Journal of the European Economic Association · doi:10.1111/j.1542-4774.2010.tb00544.x · Cited by 415 · see citing works
Environmental change and out-migration: evidence from Nepal
Massey, D. S., Axinn, W. G., & Ghimire, D. J. (2010) · Population and Environment · doi:10.1007/s11111-010-0119-8 · Cited by 353 · see citing works
Migration, Risk, and Liquidity Constraints in El Salvador
Halliday, T. J. (2006) · Economic Development and Cultural Change · doi:10.1086/503584 · Cited by 262 · see citing works
Environment, Land, and Rural Out-migration in the Southern Ecuadorian Andes
Gray, C. (2008) · World Development · doi:10.1016/j.worlddev.2008.05.004 · Cited by 236 · see citing works
Self-citationEnvironmental Influences on Human Migration in Rural Ecuador
Gray, C., & Bilsborrow, R. E. (2013) · Demography · doi:10.1007/s13524-012-0192-y · Cited by 206 · see citing works
Self-citationMigratory Responses to Agricultural Risk in Northern Nigeria
Dillon, A., Mueller, V., & Salau, S. (2011) · American Journal of Agricultural Economics · doi:10.1093/ajae/aar033 · Cited by 204 · see citing works
Self-citationEconomic drivers of migration and climate change in LDCs
Lilleør, H. B., & den Broeck, K. V. (2011) · Global Environmental Change · doi:10.1016/j.gloenvcha.2011.09.002 · Cited by 181 · see citing works
Cutting the costs of attrition: Results from the Indonesia Family Life Survey
Thomas, D., Witoelar, F., Frankenberg, E., Sikoki, B., Strauss, J., Sumantri, C., & Suriastini, W. (2012) · Journal of Development Economics · doi:10.1016/j.jdeveco.2010.08.015 · Cited by 147 · see citing works
Soil quality and human migration in Kenya and Uganda
Gray, C. L. (2011) · Global Environmental Change · doi:10.1016/j.gloenvcha.2011.02.004 · Cited by 108 · see citing works
Self-citationEnvironmental Migrants: A Myth?
Maystadt, J.-F., & Mueller, V. (2012) · Cited by 4 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 3
- [12]Rasul G Effect of Temperature Rise on Crop Growth & Productivity Pakistan Journal of Meterology 2011 8 53 62
- [22]Beegle K De Weerdt J Dercon S Migration and Economic Mobility in Tanzania: Evidence from a Tracking Survey The Review of Economics and Statistics 2011 93 3 1010 1033
- [23]Fitzgerald J Gottschalk P Moffit R An analysis of sample attrition in panel data Journal of Human Resources 1998 33 251 299
Cited by
Sorted by citations
Climate Change 2022 – Impacts, Adaptation and Vulnerability
(IPCC), I. P. O. C. C. (2023) · doi:10.1017/9781009325844 · Cited by 8,473 · see citing works
Whitmee, S., Haines, A., Beyrer, C., Boltz, F., Capon, A. G., de Souza Dias, B. F., Ezeh, A., Frumkin, H., Gong, P., Head, P., et al. (2015) · The Lancet · doi:10.1016/s0140-6736(15)60901-1 · Cited by 2,998 · see citing works
Future of the human climate niche
Xu, C., Kohler, T. A., Lenton, T. M., Svenning, J.-C., & Scheffer, M. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1910114117 · Cited by 862 · see citing works
Kjellstrom, T., Briggs, D., Freyberg, C., Lemke, B., Otto, M., & Hyatt, O. (2016) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-032315-021740 · Cited by 617 · see citing works
Human Migration in the Era of Climate Change
Cattaneo, C., Beine, M., Fröhlich, C. J., Kniveton, D., Martinez-Zarzoso, I., Mastrorillo, M., Millock, K., Piguet, E., & Schraven, B. (2019) · Review of Environmental Economics and Policy · doi:10.1093/reep/rez008 · Cited by 482 · see citing works
Environmental dimensions of migration
Hunter, L. M., Luna, J. K., & Norton, R. M. (2015) · Annual Review of Sociology · doi:10.1146/annurev-soc-073014-112223 · Cited by 449 · see citing works
Quantifying the human cost of global warming
Lenton, T. M., Xu, C., Abrams, J. F., Ghadiali, A., Loriani, S., Sakschewski, B., Zimm, C., Ebi, K. L., Dunn, R. R., Svenning, J.-C., et al. (2023) · Nature Sustainability · doi:10.1038/s41893-023-01132-6 · Cited by 409 · see citing works
Climate variability and international migration: The importance of the agricultural linkage
Cai, R., Feng, S., Oppenheimer, M., & Pytlikova, M. (2016) · Journal of Environmental Economics and Management · doi:10.1016/j.jeem.2016.06.005 · Cited by 322 · see citing works
The influence of climate variability on internal migration flows in South Africa
Mastrorillo, M., Licker, R., Bohra-Mishra, P., Fagiolo, G., D. Estes, L., & Oppenheimer, M. (2016) · Global Environmental Change · doi:10.1016/j.gloenvcha.2016.04.014 · Cited by 219 · see citing works
Disruption, not displacement: Environmental variability and temporary migration in Bangladesh
Call, M. A., Gray, C., Yunus, M., & Emch, M. (2017) · Global Environmental Change · doi:10.1016/j.gloenvcha.2017.08.008 · Cited by 166 · see citing works
Self-citationClimate variability and migration in the Philippines
Bohra-Mishra, P., Oppenheimer, M., Cai, R., Feng, S., & Licker, R. (2017) · Population and Environment · doi:10.1007/s11111-016-0263-x · Cited by 137 · see citing works
Koubi, V., Spilker, G., Schaffer, L., & Böhmelt, T. (2016) · Population and Environment · doi:10.1007/s11111-016-0258-7 · Cited by 125 · see citing works
Climate shocks and rural-urban migration in Mexico: exploring nonlinearities and thresholds
Nawrotzki, R. J., DeWaard, J., Bakhtsiyarava, M., & Ha, J. T. (2017) · Climatic Change · doi:10.1007/s10584-016-1849-0 · Cited by 108 · see citing works
Climate change impact on migration, travel, travel destinations and the tourism industry
Semenza, J. C., & Ebi, K. L. (2019) · Journal of Travel Medicine · doi:10.1093/jtm/taz026 · Cited by 104 · see citing works
Health and migration in the context of a changing climate: a systematic literature assessment
Schwerdtle, P. N., McMichael, C., Mank, I., Sauerborn, R., Danquah, I., & Bowen, K. J. (2020) · Environmental Research Letters · doi:10.1088/1748-9326/ab9ece · Cited by 94 · see citing works
“Agricultural yield is a direct driver of food security and is directly tied to both climate change and migration (Afolayan and Adelekan 1999, Feng et al 2010, Massey et al 2010, Mueller et al 2014, Cai et al 2016).”
BackgroundValidating Migration Responses to Flooding Using Satellite and Vital Registration Data
Chen, J. J., Mueller, V., Jia, Y., & Tseng, S. K.-H. (2017) · American Economic Review · doi:10.1257/aer.p20171052 · Cited by 87 · see citing works
Self-citationEnvironmental migrants and social-movement participation
Koubi, V., Nguyen, Q., Spilker, G., & Böhmelt, T. (2021) · Journal of Peace Research · doi:10.1177/0022343320972153 · Cited by 59 · see citing works
1.5°C Hotspots: Climate Hazards, Vulnerabilities, and Impacts
Schleussner, C.-F., Deryng, D., D'haen, S., Hare, W., Lissner, T., Ly, M., Nauels, A., Noblet, M., Pfleiderer, P., Pringle, P., et al. (2018) · Annual Review of Environment and Resources · doi:10.1146/annurev-environ-102017-025835 · Cited by 45 · see citing works
Saeed, F., Almazroui, M., Islam, N., & Khan, M. S. (2017) · Natural Hazards · doi:10.1007/s11069-017-2837-z · Cited by 35 · see citing works
Is environmentally induced income variability a driver of human migration?
Marchiori, L., Maystadt, J.-F., & Schumacher, I. (2017) · Migration and Development · doi:10.1080/21632324.2015.1020106 · Cited by 24 · see citing works
Mustafa, S., Newport, D., & Rigg, C. (2023) · International Journal of Disaster Risk Reduction · doi:10.1016/j.ijdrr.2023.103726 · Cited by 16 · see citing works
Water Stress and Migration in Asia
Wrathall, D. J., & Van Den Hoek, J. (2022) · International Handbooks of Population · doi:10.1007/978-3-030-76433-3_9 · Cited by 1 · see citing works
- Authors
- Mueller, V., Gray, C., & Kosec, K.
- Affiliations
- International Food Policy Research Institute (US)
- University of North Carolina at Chapel Hill (US)
- Corresponding author
- Mueller, V.
- ORCID
- Venue
- Nature Climate Change
- Published
- 2014-01-26
- Volume
- 4
- Issue
- 3
- Pages
- 182-185
- ISSN
- 1758-678X (ISSN-L)
- 1758-6798
- PMC
- PMC4132829
- OpenAlex
- W1967305531
- Cited by
- 479
- References
- 21
- Citations by year
- 2026: 31 · 2025: 37 · 2024: 63 · 2023: 45 · 2022: 50 · 2021: 63 · 2020: 37 · 2019: 37 · 2018: 29 · 2017: 28 · 2016: 33 · 2015: 16 · 2014: 9 · 2013: 1
- FWCI
- 93.42
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Nature Climate Change (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Carolina Digital Repository (University of North Carolina at Chapel Hill) (submittedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- IFPRI E-brary (International Food Policy Research Institute) (submittedVersion)
- CGSPace A Repository of Agricultural Research Outputs (Consultative Group for International Agricultural Research) (submittedVersion)
- International Food Policy Research Institute (International Food Policy Research Institute) (submittedVersion)
- UNC Libraries
- Funders
- National Institutes of Health (2r24hd050924-06)
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (R24 HD-050924, R00HD061752)
- Topics
- Social Sciences › Sociology and Political Science › Climate Change, Adaptation, Migration
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Climate Change and Health Impacts
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Climate Change Policy and Economics
- Keywords
- heat stress, long-term migration, climate shocks, rural Pakistan, floods, farm income, off-farm income, male migration, climate-induced displacement, climate resilience
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review