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Urban air pollution and sick leaves: evidence from social security data

Author

Listed:
  • Felix Holub

    (University of Mannheim)

  • Laura Hospido

    (Banco de España)

  • Ulrich J. Wagner

    (University of Mannheim)

Abstract

We estimate the causal impact of air pollution on the incidence of sick leaves in a representative panel of employees affiliated to the Spanish social security system. Using over 100 million worker-by-week observations from the period 2005-2014, we estimate the relationship between the share of days an individual is on sick leave in a given week and exposure to particulate matter (PM10) at the place of residence, controlling for weather, individual effects, and a wide range of time-by-location controls. We exploit quasi-experimental variation in PM10 that is due to Sahara dust advection in order to instrument for local PM10 concentrations. We estimate that the causal effect of PM10 on sick leaves is positive and varies with respect to worker and job characteristics. The effect is stronger for workers with pre-existing medical conditions, and weaker for workers with low job security. Our estimates are instrumental for quantifying air pollution damages due to changes in labor supply. We estimate that improved ambient air quality in urban Spain between 2005 and 2014 saved at least €503 million in foregone production by reducing worker absence by more than 5.55 million days.

Suggested Citation

  • 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.
  • Handle: RePEc:bde:wpaper:2041
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    References listed on IDEAS

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    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. Eva Arceo & Rema Hanna & Paulina Oliva, 2016. "Does the Effect of Pollution on Infant Mortality Differ Between Developing and Developed Countries? Evidence from Mexico City," Economic Journal, Royal Economic Society, vol. 126(591), pages 257-280, March.
    4. Fernández-Val, Iván, 2009. "Fixed effects estimation of structural parameters and marginal effects in panel probit models," Journal of Econometrics, Elsevier, vol. 150(1), pages 71-85, May.
    5. Ostro, Bart D., 1983. "The effects of air pollution on work loss and morbidity," Journal of Environmental Economics and Management, Elsevier, vol. 10(4), pages 371-382, December.
    6. 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.
    7. Matthew Neidell & Nico Pestel, 2023. "Air pollution and worker productivity," IZA World of Labor, Institute of Labor Economics (IZA), pages 363-363, February.
    8. Juan J. Dolado & Marcel Jansen & Juan F. Jimeno, 2005. "Dual employment protection legislation: a framework for analysis," Working Papers 0510, Banco de España.
    9. Stéphane Bonhomme & Laura Hospido, 2017. "The Cycle of Earnings Inequality: Evidence from Spanish Social Security Data," Economic Journal, Royal Economic Society, vol. 127(603), pages 1244-1278, August.
    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. Matthew Neidell, 2009. "Information, Avoidance Behavior, and Health: The Effect of Ozone on Asthma Hospitalizations," Journal of Human Resources, University of Wisconsin Press, vol. 44(2).
    13. Janet Currie & Joshua Graff Zivin & Jamie Mullins & Matthew Neidell, 2014. "What Do We Know About Short- and Long-Term Effects of Early-Life Exposure to Pollution?," Annual Review of Resource Economics, Annual Reviews, vol. 6(1), pages 217-247, October.
    14. 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.
    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. Currie, Janet & Neidell, Matthew & Schmieder, Johannes F., 2009. "Air pollution and infant health: Lessons from New Jersey," Journal of Health Economics, Elsevier, vol. 28(3), pages 688-703, May.
    18. Jerry A. Hausman & Bart D. Ostro & David A. Wise, 1984. "Air Pollution and Lost Work," NBER Working Papers 1263, National Bureau of Economic Research, Inc.
    19. 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.
    20. 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.
    21. Card, David, 1996. "The Effect of Unions on the Structure of Wages: A Longitudinal Analysis," Econometrica, Econometric Society, vol. 64(4), pages 957-979, July.
    22. Juan J Dolado & Carlos Garcia--Serrano & Juan F. Jimeno, 2002. "Drawing Lessons From The Boom Of Temporary Jobs In Spain," Economic Journal, Royal Economic Society, vol. 112(721), pages 270-295, June.
    23. Magnus Henrekson & Mats Persson, 2004. "The Effects on Sick Leave of Changes in the Sickness Insurance System," Journal of Labor Economics, University of Chicago Press, vol. 22(1), pages 87-114, January.
    24. 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.
    25. Johansson, Per & Palme, Marten, 1996. "Do economic incentives affect work absence? Empirical evidence using Swedish micro data," Journal of Public Economics, Elsevier, vol. 59(2), pages 195-218, February.
    26. Janet Currie & Matthew Neidell, 2005. "Air Pollution and Infant Health: What Can We Learn from California's Recent Experience?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(3), pages 1003-1030.
    27. Cabrales, Antonio & Dolado, Juan J. & Mora, Ricardo, 2014. "Dual Labour Markets and (Lack of) On-the-Job Training: PIAAC Evidence from Spain and Other EU Countries," IZA Discussion Papers 8649, Institute of Labor Economics (IZA).
    28. Johansson, Per & Palme, Marten, 2005. "Moral hazard and sickness insurance," Journal of Public Economics, Elsevier, vol. 89(9-10), pages 1879-1890, September.
    29. Guillermo Montt, 2018. "Too polluted to work? The gendered correlates of air pollution on hours worked," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 7(1), pages 1-18, December.
    30. Jiaxiu He & Haoming Liu & Alberto Salvo, 2019. "Severe Air Pollution and Labor Productivity: Evidence from Industrial Towns in China," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 173-201, January.
    31. Wolfram Schlenker & W. Reed Walker, 2016. "Airports, Air Pollution, and Contemporaneous Health," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(2), pages 768-809.
    32. Kelly C. Bishop & Jonathan D. Ketcham & Nicolai V. Kuminoff, 2018. "Hazed and Confused: The Effect of Air Pollution on Dementia," NBER Working Papers 24970, National Bureau of Economic Research, Inc.
    33. Stéphane Bonhomme & Laura Hospido, 2017. "The Cycle of Earnings Inequality: Evidence From Spanish Social Security Data," Economic Journal, Royal Economic Society, vol. 127(603), pages 1244-1278.
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    Cited by:

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    3. Singh, Prachi & Dey, Sagnik, 2021. "Crop burning and forest fires: Long-term effect on adolescent height in India," Resource and Energy Economics, Elsevier, vol. 65(C).
    4. Beshir, H.A.; & Fichera, E.;, 2022. "“And Breathe Normally†: The Low Emission Zone impacts on health and well-being in England," Health, Econometrics and Data Group (HEDG) Working Papers 22/09, HEDG, c/o Department of Economics, University of York.
    5. Jiaxin Li & Shaoguo Zhan & Teng Huang & Debo Nie, 2022. "The Green Innovation Effect of Environmental Regulation: A Quasi–Natural Experiment from China," Energies, MDPI, vol. 15(20), pages 1-15, October.

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    More about this item

    Keywords

    air pollution; health; sickness insurance; labor supply;
    All these keywords.

    JEL classification:

    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I13 - Health, Education, and Welfare - - Health - - - Health Insurance, Public and Private
    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling

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