IDEAS home Printed from https://ideas.repec.org/p/iza/izadps/dp15373.html
   My bibliography  Save this paper

Air Pollution and the Labor Market: Evidence from Wildfire Smoke

Author

Listed:
  • Borgschulte, Mark

    (University of Illinois at Urbana-Champaign)

  • Molitor, David

    (University of Illinois at Urbana-Champaign)

  • Zou, Eric Yongchen

    (University of Oregon)

Abstract

We study how air pollution impacts the U.S. labor market by analyzing effects of drifting wildfire smoke that can affect populations far from the fires themselves. We link satellite smoke plume with labor market outcomes to estimate that an additional day of smoke exposure reduces quarterly earnings by about 0.1 percent. Extensive margin responses, including employment reductions and labor force exits, can explain 13 percent of the overall earnings losses. The implied welfare cost of lost earnings due to air pollution exposure is on par with standard valuations of the mortality burden. The findings suggest that labor market channels warrant greater consideration in policy responses to air pollution.

Suggested Citation

  • Borgschulte, Mark & Molitor, David & Zou, Eric Yongchen, 2022. "Air Pollution and the Labor Market: Evidence from Wildfire Smoke," IZA Discussion Papers 15373, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp15373
    as

    Download full text from publisher

    File URL: https://docs.iza.org/dp15373.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Hanna, Rema & Oliva, Paulina, 2015. "The effect of pollution on labor supply: Evidence from a natural experiment in Mexico City," Journal of Public Economics, Elsevier, vol. 122(C), pages 68-79.
    2. Tatyana Deryugina & Garth Heutel & Nolan H. Miller & David Molitor & Julian Reif, 2019. "The Mortality and Medical Costs of Air Pollution: Evidence from Changes in Wind Direction," American Economic Review, American Economic Association, vol. 109(12), pages 4178-4219, December.
    3. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    4. repec:pri:cheawb:case_paxson_economic_status_paper is not listed on IDEAS
    5. David M. Cutler & Elizabeth Richardson, 1999. "Your Money and Your Life: The Value of Health and What Affects It," NBER Chapters, in: Frontiers in Health Policy Research, volume 2, pages 99-132, National Bureau of Economic Research, Inc.
    6. Kahn, Lisa B., 2010. "The long-term labor market consequences of graduating from college in a bad economy," Labour Economics, Elsevier, vol. 17(2), pages 303-316, April.
    7. Gregor Jarosch, 2021. "Searching for Job Security and the Consequences of Job Loss," NBER Working Papers 28481, National Bureau of Economic Research, Inc.
    8. Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1993. "Long-term earnings losses of high-seniority displaced workers," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 17(Nov), pages 2-20.
    9. Avraham Ebenstein & Victor Lavy & Sefi Roth, 2016. "The Long-Run Economic Consequences of High-Stakes Examinations: Evidence from Transitory Variation in Pollution," American Economic Journal: Applied Economics, American Economic Association, vol. 8(4), pages 36-65, October.
    10. Tom Y. Chang & Joshua Graff Zivin & Tal Gross & Matthew Neidell, 2019. "The Effect of Pollution on Worker Productivity: Evidence from Call Center Workers in China," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 151-172, January.
    11. Kenneth Y. Chay & Michael Greenstone, 2003. "The Impact of Air Pollution on Infant Mortality: Evidence from Geographic Variation in Pollution Shocks Induced by a Recession," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(3), pages 1121-1167.
    12. Felix Holub & Laura Hospido & Ulrich J. Wagner, 2020. "Urban Air Pollution and Sick Leaves: Evidence From Social Security Data," CRC TR 224 Discussion Paper Series crctr224_2020_241, University of Bonn and University of Mannheim, Germany.
    13. Christopher R. Knittel & Douglas L. Miller & Nicholas J. Sanders, 2016. "Caution, Drivers! Children Present: Traffic, Pollution, and Infant Health," The Review of Economics and Statistics, MIT Press, vol. 98(2), pages 350-366, May.
    14. Kenneth Y. Chay & Michael Greenstone, 2005. "Does Air Quality Matter? Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 376-424, April.
    15. Lichter, Andreas & Pestel, Nico & Sommer, Eric, 2017. "Productivity effects of air pollution: Evidence from professional soccer," Labour Economics, Elsevier, vol. 48(C), pages 54-66.
    16. Joshua Graff Zivin & Matthew Neidell, 2012. "The Impact of Pollution on Worker Productivity," American Economic Review, American Economic Association, vol. 102(7), pages 3652-3673, December.
    17. Don Fullerton & Gilbert E. Metcalf, 2002. "Environmental Controls, Scarcity Rents, and Pre-existing Distortions," Chapters, in: Lawrence H. Goulder (ed.), Environmental Policy Making in Economies with Prior Tax Distortions, chapter 26, pages 504-522, Edward Elgar Publishing.
    18. Williams III, Roberton C., 2003. "Health effects and optimal environmental taxes," Journal of Public Economics, Elsevier, vol. 87(2), pages 323-335, February.
    19. Adam Isen & Maya Rossin-Slater & W. Reed Walker, 2017. "Every Breath You Take—Every Dollar You’ll Make: The Long-Term Consequences of the Clean Air Act of 1970," Journal of Political Economy, University of Chicago Press, vol. 125(3), pages 848-902.
    20. Chan, Sewin & Stevens, Ann Huff, 2001. "Job Loss and Employment Patterns of Older Workers," Journal of Labor Economics, University of Chicago Press, vol. 19(2), pages 484-521, April.
    21. Carlos Dobkin & Amy Finkelstein & Raymond Kluender & Matthew J. Notowidigdo, 2018. "The Economic Consequences of Hospital Admissions," American Economic Review, American Economic Association, vol. 108(2), pages 308-352, February.
    22. Sandra Aguilar-Gomez & Holt Dwyer & Joshua Graff Zivin & Matthew Neidell, 2022. "This Is Air: The "Nonhealth" Effects of Air Pollution," Annual Review of Resource Economics, Annual Reviews, vol. 14(1), pages 403-425, October.
    23. Tom Chang & Joshua Graff Zivin & Tal Gross & Matthew Neidell, 2016. "Particulate Pollution and the Productivity of Pear Packers," American Economic Journal: Economic Policy, American Economic Association, vol. 8(3), pages 141-169, August.
    24. Williams, Roberton III, 2002. "Environmental Tax Interactions when Pollution Affects Health or Productivity," Journal of Environmental Economics and Management, Elsevier, vol. 44(2), pages 261-270, September.
    25. Aragón, Fernando M. & Miranda, Juan Jose & Oliva, Paulina, 2017. "Particulate matter and labor supply: The role of caregiving and non-linearities," Journal of Environmental Economics and Management, Elsevier, vol. 86(C), pages 295-309.
    26. Seema Jayachandran, 2009. "Air Quality and Early-Life Mortality: Evidence from Indonesia’s Wildfires," Journal of Human Resources, University of Wisconsin Press, vol. 44(4).
    27. Philip Oreopoulos & Till von Wachter & Andrew Heisz, 2012. "The Short- and Long-Term Career Effects of Graduating in a Recession," American Economic Journal: Applied Economics, American Economic Association, vol. 4(1), pages 1-29, January.
    28. Lawrence Goulder, 1995. "Environmental taxation and the double dividend: A reader's guide," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 2(2), pages 157-183, August.
    29. Graff Zivin, Joshua & Neidell, Matthew, 2009. "Days of haze: Environmental information disclosure and intertemporal avoidance behavior," Journal of Environmental Economics and Management, Elsevier, vol. 58(2), pages 119-128, September.
    30. Melvin Stephens, Jr. & Desmond J. Toohey, 2018. "The Impact of Health on Labor Market Outcomes: Experimental Evidence from MRFIT," NBER Working Papers 24231, National Bureau of Economic Research, Inc.
    31. Enrico Moretti & Matthew Neidell, 2011. "Pollution, Health, and Avoidance Behavior: Evidence from the Ports of Los Angeles," Journal of Human Resources, University of Wisconsin Press, vol. 46(1), pages 154-175.
    32. Courtney C. Coile, 2004. "Health Shocks and Couples' Labor Supply Decisions," NBER Working Papers 10810, National Bureau of Economic Research, Inc.
    33. Michael P. Keane, 2011. "Labor Supply and Taxes: A Survey," Journal of Economic Literature, American Economic Association, vol. 49(4), pages 961-1075, December.
    34. James Archsmith & Anthony Heyes & Soodeh Saberian, 2018. "Air Quality and Error Quantity: Pollution and Performance in a High-Skilled, Quality-Focused Occupation," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(4), pages 827-863.
    35. Damon Jones & David Molitor & Julian Reif, 2019. "What do Workplace Wellness Programs do? Evidence from the Illinois Workplace Wellness Study," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(4), pages 1747-1791.
    36. Olivier Deschênes & Michael Greenstone & Joseph S. Shapiro, 2017. "Defensive Investments and the Demand for Air Quality: Evidence from the NOx Budget Program," American Economic Review, American Economic Association, vol. 107(10), pages 2958-2989, October.
    37. Neal, Derek, 1995. "Industry-Specific Human Capital: Evidence from Displaced Workers," Journal of Labor Economics, University of Chicago Press, vol. 13(4), pages 653-677, October.
    38. repec:pri:cheawb:case_paxson_economic_status_paper.pdf is not listed on IDEAS
    39. Michael L Anderson, 2020. "As the Wind Blows: The Effects of Long-Term Exposure to Air Pollution on Mortality," Journal of the European Economic Association, European Economic Association, vol. 18(4), pages 1886-1927.
    40. Achyuta Adhvaryu & Namrata Kala & Anant Nyshadham, 2022. "Management and Shocks to Worker Productivity," Journal of Political Economy, University of Chicago Press, vol. 130(1), pages 1-47.
    41. James E. Monogan & David M. Konisky & Neal D. Woods, 2017. "Gone with the Wind: Federalism and the Strategic Location of Air Polluters," American Journal of Political Science, John Wiley & Sons, vol. 61(2), pages 257-270, April.
    42. Panle Jia Barwick & Shanjun Li & Liguo Lin & Eric Zou, 2019. "From Fog to Smog: the Value of Pollution Information," NBER Working Papers 26541, National Bureau of Economic Research, Inc.
    43. Jarosch, Gregor, 2021. "Searching for Job Security and the Consequences of Job Loss," CEPR Discussion Papers 15814, C.E.P.R. Discussion Papers.
    44. Anne Case & Darren Lubotsky & Christina Paxson, 2002. "Economic Status and Health in Childhood: The Origins of the Gradient," American Economic Review, American Economic Association, vol. 92(5), pages 1308-1334, December.
    45. Shihe Fu & V Brian Viard & Peng Zhang, 2021. "Air Pollution and Manufacturing Firm Productivity: Nationwide Estimates for China [Management and shocks to worker productivity]," The Economic Journal, Royal Economic Society, vol. 131(640), pages 3241-3273.
    46. repec:oup:restud:v:84:y::i:1:p:464-502. is not listed on IDEAS
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Pan, Siyu, 2023. "Health, air pollution, and location choice," Journal of Environmental Economics and Management, Elsevier, vol. 119(C).
    2. Benjamin A. Jones, 2020. "Labor Market Impacts of Deforestation Caused by Invasive Species Spread," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 77(1), pages 159-190, September.
    3. Ran Du & Qiyun Fang & Ke Liu, 2023. "Landscape Fire and Entrepreneurial Activity: An Empirical Study Based on Satellite Monitoring Data," Land, MDPI, vol. 12(7), pages 1-22, July.
    4. Clara Kögel, 2022. "The impact of air pollution on labour productivity in France," Documents de travail du Centre d'Economie de la Sorbonne 22020, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
    5. Avila Uribe, Antonio, 2023. "The effect of air pollution on US aggregate production," LSE Research Online Documents on Economics 118481, London School of Economics and Political Science, LSE Library.
    6. Xudong An & Stuart A. Gabriel & Nitzan Tzur-Ilan, 2024. "Extreme Wildfires, Distant Air Pollution, and Household Financial Health," Working Papers 24-01, Federal Reserve Bank of Philadelphia.
    7. Merfeld, Joshua D., 2023. "Air Pollution and Agricultural Productivity in a Developing Country," IZA Discussion Papers 16316, Institute of Labor Economics (IZA).
    8. Ron Chan & Martino Pelli & Veronica Vienne, 2023. "Air Pollution, Smoky Days and Hours Worked," CIRANO Working Papers 2023s-15, CIRANO.
    9. Gellman, Jacob & Walls, Margaret A. & Wibbenmeyer, Matthew, 2023. "Welfare Losses from Wildfire Smoke: Evidence from Daily Outdoor Recreation Data," RFF Working Paper Series 23-31, Resources for the Future.
    10. Graff Zivin, Joshua & Liu, Tong & Song, Yingquan & Tang, Qu & Zhang, Peng, 2020. "The unintended impacts of agricultural fires: Human capital in China," Journal of Development Economics, Elsevier, vol. 147(C).
    11. Lu, Pin & Malone, Trey & Lusk, Jayson L. & Wu, Kaidi, 2020. "Air Pollution and (Ir)rational Food Choice," 2020 Annual Meeting, July 26-28, Kansas City, Missouri 304330, Agricultural and Applied Economics Association.
    12. Brooke Lappe & Jason Vargo, 2022. "Disruptions from Wildfire Smoke: Vulnerabilities in Local Economies and Disadvantaged Communities in the U.S," Community Development Research Brief, Federal Reserve Bank of San Francisco, vol. 2022(06), pages 1-34, November.
    13. Walls, Margaret A. & Wibbenmeyer, Matthew, 2023. "How Local are the Local Economic Impacts of Wildfires?," RFF Working Paper Series 23-03, Resources for the Future.
    14. Seung Min Kim & Kenneth Gillingham, 2024. "Air Pollution and Solar Energy: Evidence from Wildfires," CESifo Working Paper Series 10948, CESifo.
    15. Raphaelle G. Coulombe & Akhil Rao, 2023. "Fires and Local Labor Markets," Papers 2308.02739, arXiv.org.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Shihe Fu & V. Brian Viard, 2022. "A mayors perspective on tackling air pollution," Chapters, in: Charles K.Y. Leung (ed.), Handbook of Real Estate and Macroeconomics, chapter 16, pages 413-437, Edward Elgar Publishing.
    2. Clara Kögel, 2022. "The impact of air pollution on labour productivity in France," Documents de travail du Centre d'Economie de la Sorbonne 22020, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
    3. Colmer, Jonathan & Lin, Dajun & Liu, Siying & Shimshack, Jay, 2021. "Why are pollution damages lower in developed countries? Insights from high-Income, high-particulate matter Hong Kong," Journal of Health Economics, Elsevier, vol. 79(C).
    4. Edoardo Porto & Joanna Kopinska & Alessandro Palma, 2021. "Labor market effects of dirty air. Evidence from administrative data," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(3), pages 887-921, October.
    5. Felix Holub & Laura Hospido & Ulrich J. Wagner, 2020. "Urban air pollution and sick leaves: evidence from social security data," Working Papers 2041, Banco de España.
    6. Gillingham, Kenneth & Huang, Pei, 2021. "Racial disparities in the health effects from air pollution: Evidence from ports," ZEW Discussion Papers 21-058, ZEW - Leibniz Centre for European Economic Research.
    7. Agarwal, Sumit & Wang, Long & Yang, Yang, 2021. "Impact of transboundary air pollution on service quality and consumer satisfaction," Journal of Economic Behavior & Organization, Elsevier, vol. 192(C), pages 357-380.
    8. Bellani, Luna & Ceolotto, Stefano & Elsner, Benjamin & Pestel, Nico, 2021. "Air Pollution Affects Decision-Making: Evidence from the Ballot Box," IZA Discussion Papers 14718, Institute of Labor Economics (IZA).
    9. Graff Zivin, Joshua & Liu, Tong & Song, Yingquan & Tang, Qu & Zhang, Peng, 2020. "The unintended impacts of agricultural fires: Human capital in China," Journal of Development Economics, Elsevier, vol. 147(C).
    10. Huang, Jialin & Xing, Jianwei & Yongchen Zou, Eric, 2023. "(Re)scheduling pollution exposure: The case of surgery schedules," Journal of Public Economics, Elsevier, vol. 219(C).
    11. Luis Sarmiento & Adam Nowakowski, 2023. "Court Decisions and Air Pollution: Evidence from Ten Million Penal Cases in India," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 86(3), pages 605-644, November.
    12. Wolfgang Habla & Vera Huwe & Martin Kesternich, 2019. "Tempolimits und Grenzwerte: für eine evidenzbasierte verkehrspolitische Debatte [Plea for Evidence-based Policy in the Context of Air Pollution Thresholds and Speed Limits]," Wirtschaftsdienst, Springer;ZBW - Leibniz Information Centre for Economics, vol. 99(5), pages 330-334, May.
    13. Yu SHEN & Wenkai SUN, 2023. "Information and avoidance behaviour: The effect of air pollution disclosure on labour supply in China," International Labour Review, International Labour Organization, vol. 162(4), pages 665-686, December.
    14. Ron Chan & Martino Pelli & Veronica Vienne, 2023. "Air Pollution, Smoky Days and Hours Worked," CIRANO Working Papers 2023s-15, CIRANO.
    15. Liu, Haoming & Salvo, Alberto, 2017. "Severe Air Pollution and School Absences: Longitudinal Data on Expatriates in North China," IZA Discussion Papers 11134, Institute of Labor Economics (IZA).
    16. Andrea La Nauze & Edson R. Severnini, 2021. "Air Pollution and Adult Cognition: Evidence from Brain Training," NBER Working Papers 28785, National Bureau of Economic Research, Inc.
    17. Luis Sarmiento, 2020. "Waiting for My Sentence: Air Pollution and the Productivity of Court Rulings," Discussion Papers of DIW Berlin 1878, DIW Berlin, German Institute for Economic Research.
    18. Diane Alexander & Hannes Schwandt, 2022. "The Impact of Car Pollution on Infant and Child Health: Evidence from Emissions Cheating [Management and Shocks to Worker Productivity]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(6), pages 2872-2910.
    19. Michelle Marcus, 2021. "Pollution at schools and children's aerobic capacity," Health Economics, John Wiley & Sons, Ltd., vol. 30(12), pages 3016-3031, December.
    20. Yao, Yao & Li, Xue & Smyth, Russell & Zhang, Lin, 2022. "Air pollution and political trust in local government: Evidence from China," Journal of Environmental Economics and Management, Elsevier, vol. 115(C).

    More about this item

    Keywords

    air pollution; labor market; wildfires;
    All these keywords.

    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • Q52 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Pollution Control Adoption and Costs; Distributional Effects; Employment Effects
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:iza:izadps:dp15373. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Holger Hinte (email available below). General contact details of provider: https://edirc.repec.org/data/izaaade.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.