Relationship between season of birth, temperature exposure, and later life wellbeing
Open accessAbstract
We study how exposure to extreme temperatures in early periods of child development is related to adult economic outcomes measured 30 y later. Our analysis uses administrative earnings records for over 12 million individuals born in the United States between 1969 and 1977, linked to fine-scale, daily weather data and location and date of birth. We calculate the length of time each individual is exposed to different temperatures in utero and in early childhood, and we estimate flexible regression models that allow for nonlinearities in the relationship between temperature and long-run outcomes. We find that an extra day with mean temperatures above 32 °C in utero and in the first year after birth is associated with a 0.1% reduction in adult annual earnings at age 30. Temperature sensitivity is evident in multiple periods of early development, ranging from the first trimester of gestation to age 6-12 mo. We observe that household air-conditioning adoption, which increased dramatically over the time period studied, mitigates nearly all of the estimated temperature sensitivity.
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High temperature exposure in utero led to a small reduction in adult wages in the USA.
“Early evidence showed that high temperature exposure in utero led to a small reduction in adult wages in the USA; 139”
From Climate change and child health: A scoping review and an expanded conceptual framework (2021) · cites this paper as [139]
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Cites
Schooling, Experience, and Earnings
Mincer, J. (1974) · RePEc: Research Papers in Economics · Cited by 6,840 · see citing works
Climate Change 2014: Mitigation of Climate Change
Change, I. P. O. C. (2015) · Cambridge University Press eBooks · doi:10.1017/cbo9781107415416 · Cited by 4,731 · see citing works
Watson, R., Albritton, D. L., Barker, T., Baskmakov, I., Canziani, O. F., Christ, R., Ulrich Cubasch, B., Davidson, O., Gitay, H., Griggs, D., et al. (2001) · Cited by 3,473 · see citing works
Nonlinear temperature effects indicate severe damages to U.S. crop yields under climate change
Schlenker, W., & Roberts, M. J. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0906865106 · Cited by 3,420 · see citing works
GMM Estimation with Cross Sectional Dependence
Conley, T. G. (1999) · Journal of Econometrics · doi:10.1016/s0304-4076(98)00084-0 · Cited by 2,685 · see citing works
Temperature Shocks and Economic Growth: Evidence from the Last Half Century
Dell, M., Jones, B. F., & Olken, B. A. (2012) · American Economic Journal Macroeconomics · doi:10.1257/mac.4.3.66 · Cited by 2,353 · see citing works
Geography and Economic Development
Gallup, J. L., Sachs, J. D., & Mellinger, A. D. (1998) · National Bureau of Economic Research · doi:10.3386/w6849 · Cited by 1,791 · see citing works
Empirical Strategies in Labor Economics
Angrist, J. D., & Krueger, A. B. (1999) · Handbook of Labor Economics · doi:10.1016/s1573-4463(99)03004-7 · Cited by 1,628 · see citing works
How Does Your Kindergarten Classroom Affect Your Earnings? Evidence from Project Star
Chetty, R., Friedman, J. N., Hilger, N., Saez, E., Schanzenbach, D. W., & Yagan, D. (2011) · The Quarterly Journal of Economics · doi:10.1093/qje/qjr041 · Cited by 1,514 · see citing works
Relation between elevated ambient temperature and mortality: A review of the epidemiologic evidence
Basu, R. (2002) · Epidemiologic Reviews · doi:10.1093/epirev/mxf007 · Cited by 1,381 · see citing works
Geography and Economic Development
Gallup, J. L., Sachs, J. D., & Mellinger, A. D. (1999) · International Regional Science Review · doi:10.1177/016001799761012334 · Cited by 1,366 · see citing works
Measuring the Impacts of Teachers I: Evaluating Bias in Teacher Value-Added Estimates
Chetty, R., Friedman, J. N., & Rockoff, J. E. (2014) · American Economic Review · doi:10.1257/aer.104.9.2593 · Cited by 1,241 · see citing works
From the Cradle to the Labor Market? The Effect of Birth Weight on Adult Outcomes
Black, S. E., Devereux, P. J., & Salvanes, K. G. (2007) · The Quarterly Journal of Economics · doi:10.1162/qjec.122.1.409 · Cited by 1,146 · see citing works
Under the Weather: Health, Schooling, and Economic Consequences of Early-Life Rainfall
Maccini, S., & Yang, D. (2009) · American Economic Review · doi:10.1257/aer.99.3.1006 · Cited by 1,069 · see citing works
Fisher, A. C., Hanemann, W. M., Roberts, M. J., & Schlenker, W. (2012) · American Economic Review · doi:10.1257/aer.102.7.3749 · Cited by 1,068 · see citing works
Climate change, mortality, and adaptation: Evidence from annual fluctuations in weather in the US
Deschênes, O., & Greenstone, M. (2011) · American Economic Journal: Applied Economics · doi:10.1257/app.3.4.152 · Cited by 1,064 · see citing works
Temperature and the Allocation of Time: Implications for Climate Change
Graff Zivin, J., & Neidell, M. (2014) · Journal of Labor Economics · doi:10.1086/671766 · Cited by 1,024 · see citing works
Hsiang, S. M. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1009510107 · Cited by 992 · see citing works
Barreca, A., Clay, K., Deschenes, O., Greenstone, M., & Shapiro, J. S. (2016) · Journal of Political Economy · doi:10.1086/684582 · Cited by 910 · see citing works
Chetty, R., Friedman, J. N., Olsen, T., & Pistaferri, L. (2011) · The Quarterly Journal of Economics · doi:10.1093/qje/qjr013 · Cited by 795 · see citing works
The impact of heat waves and cold spells on mortality rates in the Dutch population.
Huynen, M. M., Martens, P., Schram, D., Weijenberg, M. P., & Kunst, A. E. (2001) · Environmental Health Perspectives · doi:10.1289/ehp.01109463 · Cited by 672 · see citing works
Empirical Age-Earnings Profiles
Murphy, K., & Welch, F. R. (1990) · Journal of Labor Economics · doi:10.1086/298220 · Cited by 628 · see citing works
Season of Birth and Later Outcomes: Old Questions, New Answers
Buckles, K., & Hungerman, D. (2012) · The Review of Economics and Statistics · doi:10.1162/rest_a_00314 · Cited by 554 · see citing works
Hsiang, S., & Jina, A. (2014) · National Bureau of Economic Research · doi:10.3386/w20352 · Cited by 522 · see citing works
The Impact of Heat Waves and Cold Spells on Mortality Rates in the Dutch Population
Huynen, M. M. T. E., Martens, P., Schram-Bijkerk, D., et al. (2001) · Environmental Health Perspectives · doi:10.2307/3454704 · Cited by 510 · see citing works
Extreme Weather Events, Mortality, and Migration
Deschênes, O., & Moretti, E. (2009) · The Review of Economics and Statistics · doi:10.1162/rest.91.4.659 · Cited by 498 · see citing works
Isen, A. M., Rossin‐Slater, M., & Walker, W. R. (2017) · Journal of Political Economy · doi:10.1086/691465 · Cited by 397 · see citing works
Self-citationTrends in Rainfall and Economic Growth in Africa: A Neglected Cause of the African Growth Tragedy
Barrios, S., Bertinelli, L., & Strobl, E. (2010) · The Review of Economics and Statistics · doi:10.1162/rest.2010.11212 · Cited by 397 · see citing works
Climate Change and Birth Weight
Deschênes, O., Greenstone, M., & Guryan, J. (2009) · American Economic Review · doi:10.1257/aer.99.2.211 · Cited by 368 · see citing works
The Induction and Decay of Heat Acclimatisation in Trained Athletes
Armstrong, L. E., & Maresh, C. M. (1991) · Sports Medicine · doi:10.2165/00007256-199112050-00003 · Cited by 361 · see citing works
The LEHD Infrastructure Files and The Creation of The Quarterly Workforce Indicators
Abowd, J. M., Stephens, B., Vilhuber, L., et al. (2009) · University of Chicago Press eBooks · doi:10.7208/chicago/9780226172576.003.0006 · Cited by 321 · see citing works
Does the Environment Still Matter? Daily Temperature and Income in the United States
Deryugina, T., & Hsiang, S. (2014) · National Bureau of Economic Research · doi:10.3386/w20750 · Cited by 283 · see citing works
Within-mother analysis of seasonal patterns in health at birth
Currie, J., & Schwandt, H. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1307582110 · Cited by 188 · see citing works
Maybe Next Month? Temperature Shocks and Dynamic Adjustments in Birth Rates
Barreca, A., Deschênes, O., & Guldi, M. (2018) · Demography · doi:10.1007/s13524-018-0690-7 · Cited by 180 · see citing works
Air-conditioning and Mortality in Hot Weather
Rogot, E., Sorlie, P. D., & Backlund, E. (1992) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a116413 · Cited by 154 · see citing works
Childhood Circumstances and Adult Outcomes: Act II
Almond, D. V., Currie, J. L., & Duque, V. (2017) · National Bureau of Economic Research · doi:10.3386/w23017 · Cited by 146 · see citing works
Dail, R. B., & Holditch‐Davis, D. (2007) · Journal of Obstetric, Gynecologic & Neonatal Nursing · doi:10.1111/j.1552-6909.2007.00149.x · Cited by 132 · see citing works
Seasonality of Birth and Implications for Temporal Studies of Preterm Birth
Darrow, L. A., Strickland, M. J., Klein, M., Waller, L. A., Flanders, W. D., Correa, A., Marcus, M., & Tolbert, P. E. (2009) · Epidemiology · doi:10.1097/ede.0b013e3181a66e96 · Cited by 130 · see citing works
Why is there Corporate Taxation? The Role of Limited Liability Revisited
Becker, J., & Fuest, C. (2007) · Journal of Economics · doi:10.1007/s00712-006-0240-4 · Cited by 97 · see citing works
Programming of sympathoadrenal function
Young, J. K. (2002) · Trends in Endocrinology and Metabolism · doi:10.1016/s1043-2760(02)00661-6 · Cited by 93 · see citing works
Wilde, J., Apouey, B., & Jung, T. (2017) · European Economic Review · doi:10.1016/j.euroecorev.2017.05.003 · Cited by 91 · see citing works
Modeling Seasonality in Fecundability, Conceptions, and Births
Lam, D., Miron, J. A., & Riley, A. P. (1994) · Demography · doi:10.2307/2061888 · Cited by 82 · see citing works
Feeling the Heat: Temperature, Physiology & the Wealth of NationsPreprint
Heal, G., & Park, J. (2013) · SSRN Electronic Journal · doi:10.3386/w19725 · Cited by 66 · see citing works
Maybe Next Month? Temperature Shocks, Climate Change, and Dynamic Adjustments in Birth Rates
Barreca, A., Deschênes, O., & Guldi, M. (2015) · National Bureau of Economic Research · doi:10.3386/w21681 · Cited by 35 · see citing works
LEHD Infrastructure files in the Census RDC - OverviewPreprint
Vilhuber, L., & McKinney, K. L. (2014) · RePEc: Research Papers in Economics · Cited by 22 · see citing works
Early Health Shocks, Intrahousehold Resource Allocation, and Child Outcomes
Yi, J., Heckman, J. J., Zhang, J., & Conti, G. (2014) · National Bureau of Economic Research · doi:10.3386/w20757 · Cited by 19 · see citing works
Early Health Shocks, Intrahousehold Resource Allocation, and Child OutcomesPreprint
Yi, J., Heckman, J. J., Zhang, J., & Conti, G. (2014) · SSRN Electronic Journal · doi:10.2139/ssrn.2543905 · Cited by 7 · see citing works
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- Authors
- Isen, A., Rossin-Slater, M., & Walker, R.
- Affiliations
- United States Department of the Treasury (US)
- Department of Health Research & Policy, Stanford University School of Medicine, Stanford, CA 94305;
- National Bureau of Economic Research (US)
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2017-12-04
- Volume
- 114
- Issue
- 51
- Pages
- 13447-13452
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC5754756
- OpenAlex
- W2771258685
- Cited by
- 152
- References
- 47
- Citations by year
- 2026: 7 · 2025: 23 · 2024: 25 · 2023: 21 · 2022: 16 · 2021: 22 · 2020: 18 · 2019: 9 · 2018: 10 · 2017: 1
- FWCI
- 5.58
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Science Foundation (0339191, 0427889, 9978093)
- Alfred P. Sloan Foundation
- U.S. Department of the Treasury
- National Institute on Aging (R01AG018854)
- Topics
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Climate Change and Health Impacts
- Health Sciences › Medicine › Pediatrics, Perinatology and Child Health › Birth, Development, and Health
- Life Sciences › Agricultural and Biological Sciences › Animal Science and Zoology › Effects of Environmental Stressors on Livestock
- Keywords
- season of birth, temperature extremes, adult earnings, adult well-being, temperature sensitivity, gestation, nonlinear temperature effects
- MeSH terms
- Adult, Female, Humans, Income, Male, Pregnancy, Prenatal Exposure Delayed Effects, Seasons, Models, Statistical, Extreme Heat
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