journal article Nov 01, 2024

Air Pollution and the Labor Market: Evidence from Wildfire Smoke

View at Publisher Save 10.1162/rest_a_01243
Abstract
Abstract
We study how air pollution impacts the U.S. labor market by analyzing the effects of drifting wildfire smoke. We link satellite-based smoke plume data with labor market outcomes to estimate that an additional day of smoke exposure reduces quarterly earnings by about 0.1%. Extensive margin responses, including employment reductions and labor force exits, explain 13% of the overall earnings losses. The implied welfare costs from lost earnings due to air pollution exposure is on par with standard valuations of the mortality burden. The findings highlight the importance of labor market channels in air pollution policy responses.
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References
77
[1]
Adhvaryu "Management and Shocks to Worker Productivity" Journal of Political Economy (2022) 10.1086/717046
[2]
Aguilar-Gomez "This Is Air: The ‘Nonhealth’ Effects of Air Pollution" Annual Review of Resource Economics (2022) 10.1146/annurev-resource-111820-021816
[3]
Aldy "Life-Saving Information: Mortality Risk Reduction from Air Quality Index Forecasts" (2014)
[4]
Anderson "As the Wind Blows: The Effects of Long-Term Exposure to Air Pollution on Mortality" Journal of the European Economic Association (2020) 10.1093/jeea/jvz051
[5]
Aragón "Particulate Matter and Labor Supply: The Role of Caregiving and Non-Linearities" Journal of Environmental Economics and Management (2017) 10.1016/j.jeem.2017.02.008
[6]
Archsmith "Air Quality and Error Quantity: Pollution and Performance in a High-Skilled, Quality-Focused Occupation" Journal of the Association of Environmental and Resource Economists (2018) 10.1086/698728
[7]
Barwick "From Fog to Smog: The Value of Pollution Information" American Economic Review (2024) 10.1257/aer.20200956
[8]
Bates "Reactive Oxygen Species Generation Linked to Sources of Atmospheric Particulate Matter and Cardiorespiratory Effects" Environmental Science & Technology (2015) 10.1021/acs.est.5b02967
[9]
Bentayeb "Adverse Respiratory Effects of Outdoor Air Pollution in the Elderly [Review Article]" The International Journal of Tuberculosis and Lung Disease (2012) 10.5588/ijtld.11.0666
[10]
Borgschulte "Paying to Avoid Recession: Using Reenlistment to Estimate the Cost of Unemployment" American Economic Journal: Applied Economics (2017) 10.1257/app.20160257
[11]
Burke "Exposures and Behavioral Responses to Wildfire Smoke" Nature Human Behaviour (2022) 10.1038/s41562-022-01396-6
[12]
Case "Economic Status and Health in Childhood: The Origins of the Gradient" American Economic Review (2002) 10.1257/000282802762024520
[13]
Chan "Job Loss and Employment Patterns of Older Workers" Journal of Labor Economics (2001) 10.1086/319568
[14]
Particulate Pollution and the Productivity of Pear Packers

Tom Chang, Joshua Graff Zivin, Tal Gross et al.

American Economic Journal: Economic Policy 2016 10.1257/pol.20150085
[15]
Chang "The Effect of Pollution on Worker Productivity: Evidence from Call Center Workers in China" American Economic Journal: Applied Economics (2019) 10.1257/app.20160436
[16]
Chay "The Impact of Air Pollution on Infant Mortality: Evidence from Geographic Variation in Pollution Shocks Induced by a Recession" The Quarterly Journal of Economics (2003) 10.1162/00335530360698513
[17]
Chay "Does Air Quality Matter? Evidence from the Housing Market" Journal of Political Economy (2005) 10.1086/427462
[18]
Chen "Evidence on the Impact of Sustained Exposure to Air Pollution on Life Expectancy from China’s Huai River Policy" Proceedings of the National Academy of Sciences (2013) 10.1073/pnas.1300018110
[19]
Coile "Health Shocks and Couples’ Labor Supply Decisions" (2004) 10.3386/w10810
[20]
Cutler "Your Money and Your Life: The Value of Health and What Affects It" (1999)
[21]
The Mortality and Medical Costs of Air Pollution: Evidence from Changes in Wind Direction

Tatyana Deryugina, Garth Heutel, Nolan H. Miller et al.

American Economic Review 2019 10.1257/aer.20180279
[22]
Deschênes "Defensive Investments and the Demand for Air Quality: Evidence from the NOx Budget Program" American Economic Review (2017) 10.1257/aer.20131002
[23]
The Economic Consequences of Hospital Admissions

Carlos Dobkin, Amy Finkelstein, Raymond Kluender et al.

American Economic Review 2018 10.1257/aer.20161038
[24]
An Association between Air Pollution and Mortality in Six U.S. Cities

Douglas W. Dockery, C. Arden Pope, Xiping Xu et al.

New England Journal of Medicine 1993 10.1056/nejm199312093292401
[25]
Ebenstein "The Long Run Economic Consequences of High-Stakes Examinations: Evidence from Transitory Variation in Pollution" American Economic Journal: Applied Economics (2016) 10.1257/app.20150213
[26]
Fu "Air Pollution and Manufacturing Firm Productivity: Nationwide Estimates for China" The Economic Journal (2021) 10.1093/ej/ueab033
[27]
Fullerton "Environmental Controls, Scarcity Rents, and Pre-Existing Distortions" Journal of Public Economics (2001) 10.1016/s0047-2727(00)00087-6
[28]
Goulder "Environmental Taxation and the Double Dividend: A Reader’s Guide" International Tax and Public Finance (1995) 10.1007/bf00877495
[29]
Graff Zivin "Days of Haze: Environmental Information Disclosure and Intertemporal Avoidance Behavior" Journal of Environmental Economics and Management (2009) 10.1016/j.jeem.2009.03.001
[30]
Graff Zivin "The Impact of Pollution on Worker Productivity" American Economic Review (2012) 10.1257/aer.102.7.3652
[31]
Environment, Health, and Human Capital

Joshua Graff Zivin, Matthew Neidell

Journal of Economic Literature 2013 10.1257/jel.51.3.689
[32]
Hanna "The Effect of Pollution on Labor Supply: Evidence from a Natural Experiment in Mexico City" Journal of Public Economics (2015) 10.1016/j.jpubeco.2014.10.004
[33]
Hansen "Air Pollution and Sick-Leaves" Environmental and Resource Economics (2000) 10.1023/a:1008318004154
[34]
Hausman "Air Pollution and Lost Work" (1984) 10.3386/w1263
[35]
He "Severe Air Pollution and Labor Productivity: Evidence from Industrial Towns in China" American Economic Journal: Applied Economics (2019) 10.1257/app.20170286
[36]
Holub "Urban Air Pollution and Sick Leaves: Evidence from Social Security Data" (2020)
[37]
Isen "Every Breath You Take—Every Dollar You’ll Make: The Long-Term Consequences of the Clean Air Act of 1970" Journal of Political Economy (2017) 10.1086/691465
[38]
Jacobson "Earnings Losses of Displaced Workers" American Economic Review (1993)
[39]
Searching for Job Security and the Consequences of Job Loss

Gregor Jarosch

Econometrica 2023 10.3982/ecta14008
[40]
Jayachandran "Air Quality and Early-Life Mortality: Evidence from Indonesia’s Wildfires" Journal of Human Resources (2009) 10.1353/jhr.2009.0001
[41]
Jones "Wildfire Smoke Health Costs: A Methods Case Study for a Southwestern US ‘Mega-Fire’" Journal of Environmental Economics and Policy (2016) 10.1080/21606544.2015.1070765
[42]
What do Workplace Wellness Programs do? Evidence from the Illinois Workplace Wellness Study*

Damon Jones, David Molitor, Julian Reif

The Quarterly Journal of Economics 2019 10.1093/qje/qjz023
[43]
The long-term labor market consequences of graduating from college in a bad economy

Lisa B. Kahn

Labour Economics 2010 10.1016/j.labeco.2009.09.002
[44]
Keane "Labor Supply and Taxes: A Survey" Journal of Economic Literature (2011) 10.1257/jel.49.4.961
[45]
Klerman "Family and Medical Leave in 2012: Technical Report" (2012)
[46]
Kochi "The Economic Cost of Adverse Health Effects from Wildfire-Smoke Exposure: A Review" International Journal of Wildland Fire (2010) 10.1071/wf09077
[47]
Langmann "Vegetation Fire Emissions and Their Impact on Air Pollution and Climate" Atmospheric Environment (2009) 10.1016/j.atmosenv.2008.09.047
[48]
Lichter "Productivity Effects of Air Pollution: Evidence from Professional Soccer" Labour Economics (2017) 10.1016/j.labeco.2017.06.002
[49]
Decentralization and Pollution Spillovers: Evidence from the Re-drawing of County Borders in Brazil

Molly Lipscomb, Ahmed Mushfiq Mobarak

The Review of Economic Studies 2016 10.1093/restud/rdw023
[50]
Liu "Airborne Measurements of Western U.S. Wildfire Emissions: Comparison with Prescribed Burning and Air Quality Implications" Journal of Geophysical Research: Atmospheres (2017) 10.1002/2016jd026315

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Metrics
61
Citations
77
References
Details
Published
Nov 01, 2024
Vol/Issue
106(6)
Pages
1558-1575
Cite This Article
Mark Borgschulte, David Molitor, Eric Yongchen Zou (2024). Air Pollution and the Labor Market: Evidence from Wildfire Smoke. Review of Economics and Statistics, 106(6), 1558-1575. https://doi.org/10.1162/rest_a_01243
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