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Air Pollution and Workplace Choice: Evidence from China

Author

Listed:
  • Tao Lin

    (School of Economics, Shanghai University of Finance and Economics, 777 Guoding Rd., Shanghai 200433, China)

  • Wenhao Qian

    (School of Public Economics and Administration, Shanghai University of Finance and Economics, 777 Guoding Rd., Shanghai 200433, China)

  • Hongwei Wang

    (School of Public Economics and Administration, Shanghai University of Finance and Economics, 777 Guoding Rd., Shanghai 200433, China)

  • Yu Feng

    (School of Public Economics and Administration, Shanghai University of Finance and Economics, 777 Guoding Rd., Shanghai 200433, China)

Abstract

Understanding the impacts of air pollution on public health and individual behavior is crucial for optimal environmental policy design. Using 2015 census microdata in China, this paper examined the causal effect of air pollution on working place choice. The research design relies on a regression discontinuity design based on China’s Huai River Policy. The discontinuity in air pollution caused by the Huai River Policy provides a natural experiment to estimate the impact of air pollution. The results show that air pollution significantly increases the possibility of individuals working near home. The positive effect of air pollution on working near home is more significant for women, the elderly, urban individuals and those individuals working in secondary and tertiary industries. This study improves our understanding of the health effects and avoidance behavior associated with environmental hazards, discusses the negative impact of air pollution on labor mobility and mismatch by making individuals work nearby, and emphasizes that strengthening air pollution control should be a long-term policy.

Suggested Citation

  • Tao Lin & Wenhao Qian & Hongwei Wang & Yu Feng, 2022. "Air Pollution and Workplace Choice: Evidence from China," IJERPH, MDPI, vol. 19(14), pages 1-23, July.
  • Handle: RePEc:gam:jijerp:v:19:y:2022:i:14:p:8732-:d:865221
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    as
    1. Xu, Fei & Li, Qiangyi & Yang, Mian, 2022. "The impacts of high-speed rail on the transformation of resource-based cities in China: A market segmentation perspective," Resources Policy, Elsevier, vol. 78(C).
    2. Regis Barnichon & Andrew Figura, 2015. "Labor Market Heterogeneity and the Aggregate Matching Function," American Economic Journal: Macroeconomics, American Economic Association, vol. 7(4), pages 222-249, October.
    3. Koichiro Ito & Shuang Zhang, 2020. "Willingness to Pay for Clean Air: Evidence from Air Purifier Markets in China," Journal of Political Economy, University of Chicago Press, vol. 128(5), pages 1627-1672.
    4. Trevor Tombe & Xiaodong Zhu, 2019. "Trade, Migration, and Productivity: A Quantitative Analysis of China," American Economic Review, American Economic Association, vol. 109(5), pages 1843-1872, May.
    5. Sebastian Calonico & Matias D. Cattaneo & Max H. Farrell, 2018. "On the Effect of Bias Estimation on Coverage Accuracy in Nonparametric Inference," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 113(522), pages 767-779, April.
    6. 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.
    7. Freeman, Richard & Liang, Wenquan & Song, Ran & Timmins, Christopher, 2019. "Willingness to pay for clean air in China," Journal of Environmental Economics and Management, Elsevier, vol. 94(C), pages 188-216.
    8. Avraham Ebenstein & Maoyong Fan & Michael Greenstone & Guojun He & Peng Yin & Maigeng Zhou, 2015. "Growth, Pollution, and Life Expectancy: China from 1991-2012," American Economic Review, American Economic Association, vol. 105(5), pages 226-231, May.
    9. Lehmann, Etienne & Montero Ledezma, Paola L. & Linden, Bruno Van der, 2016. "Workforce location and equilibrium unemployment in a duocentric economy with matching frictions," Journal of Urban Economics, Elsevier, vol. 91(C), pages 26-44.
    10. 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.
    11. Michael Greenstone & Justin Gallagher, 2008. "Does Hazardous Waste Matter? Evidence from the Housing Market and the Superfund Program," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(3), pages 951-1003.
    12. 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.
    13. Amitrajeet A. Batabyal & Peter Nijkamp, 2020. "Workplace choice, commuting costs, and wage taxation in urban and adjacent rural regions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 65(3), pages 775-786, December.
    14. Douglas Almond & Yuyu Chen & Michael Greenstone & Hongbin Li, 2009. "Winter Heating or Clean Air? Unintended Impacts of China's Huai River Policy," American Economic Review, American Economic Association, vol. 99(2), pages 184-190, May.
    15. H. Spencer Banzhaf & Randall P. Walsh, 2008. "Do People Vote with Their Feet? An Empirical Test of Tiebout," American Economic Review, American Economic Association, vol. 98(3), pages 843-863, June.
    16. Andrew Gelman & Guido Imbens, 2019. "Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(3), pages 447-456, July.
    17. Wangyang Lai & Shanjun Li & Yanan Li & Xiaohui Tian, 2022. "Air Pollution and Cognitive Functions: Evidence from Straw Burning in China," American Journal of Agricultural Economics, John Wiley & Sons, vol. 104(1), pages 190-208, January.
    18. Gaurav Khanna & Wenquan Liang & Ahmed Mushfiq Mobarak & Ran Song, 2021. "The Productivity Consequences of Pollution-Induced Migration in China," NBER Working Papers 28401, National Bureau of Economic Research, Inc.
    19. Sebastian Calonico & Matias D Cattaneo & Max H Farrell, 2020. "Optimal bandwidth choice for robust bias-corrected inference in regression discontinuity designs [Econometric methods for program evaluation]," The Econometrics Journal, Royal Economic Society, vol. 23(2), pages 192-210.
    20. 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.
    21. Zhao, Da & Yu, Ao & Guo, Jingyuan, 2022. "Judicial institutions, local protection and market segmentation: Evidence from the establishment of interprovincial circuit tribunals in China," China Economic Review, Elsevier, vol. 75(C).
    22. Piore, Michael J, 1983. "Labor Market Segmentation: To What Paradigm Does It Belong?," American Economic Review, American Economic Association, vol. 73(2), pages 249-253, May.
    23. Sun, Cong & Kahn, Matthew E. & Zheng, Siqi, 2017. "Self-protection investment exacerbates air pollution exposure inequality in urban China," Ecological Economics, Elsevier, vol. 131(C), pages 468-474.
    24. Harris, John R & Todaro, Michael P, 1970. "Migration, Unemployment & Development: A Two-Sector Analysis," American Economic Review, American Economic Association, vol. 60(1), pages 126-142, March.
    25. Zhang, Xin & Zhang, Xiaobo & Chen, Xi, 2017. "Happiness in the air: How does a dirty sky affect mental health and subjective well-being?," Journal of Environmental Economics and Management, Elsevier, vol. 85(C), pages 81-94.
    26. Alan C. Monheit & Jessica Primoff Vistnes, 1999. "Health Insurance Availability at the Workplace: How Important are Worker Preferences?," Journal of Human Resources, University of Wisconsin Press, vol. 34(4), pages 770-785.
    27. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    28. Fan, Maoyong & He, Guojun & Zhou, Maigeng, 2020. "The winter choke: Coal-Fired heating, air pollution, and mortality in China," Journal of Health Economics, Elsevier, vol. 71(C).
    29. Fu, Yuming & Gabriel, Stuart A., 2012. "Labor migration, human capital agglomeration and regional development in China," Regional Science and Urban Economics, Elsevier, vol. 42(3), pages 473-484.
    30. Bayer, Patrick & Keohane, Nathaniel & Timmins, Christopher, 2009. "Migration and hedonic valuation: The case of air quality," Journal of Environmental Economics and Management, Elsevier, vol. 58(1), pages 1-14, July.
    31. 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.
    32. Matthew E. Kahn, 2000. "Smog Reduction’s Impact on California County Growth," Journal of Regional Science, Wiley Blackwell, vol. 40(3), pages 565-582, August.
    33. Poncet, Sandra, 2006. "Provincial migration dynamics in China: Borders, costs and economic motivations," Regional Science and Urban Economics, Elsevier, vol. 36(3), pages 385-398, May.
    34. Shuai Chen & Paulina Oliva & Peng Zhang, 2018. "Air Pollution and Mental Health: Evidence from China," NBER Working Papers 24686, National Bureau of Economic Research, Inc.
    35. Sebastian Calonico & Matias D. Cattaneo & Max H. Farrell & Roc ́ıo Titiunik, 2017. "rdrobust: Software for regression-discontinuity designs," Stata Journal, StataCorp LP, vol. 17(2), pages 372-404, June.
    36. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    37. Lai, Wangyang, 2017. "Pesticide use and health outcomes: Evidence from agricultural water pollution in China," Journal of Environmental Economics and Management, Elsevier, vol. 86(C), pages 93-120.
    38. Shuai Chen & Paulina Oliva & Peng Zhang, 2017. "The Effect of Air Pollution on Migration: Evidence from China," NBER Working Papers 24036, National Bureau of Economic Research, Inc.
    39. John F. Kain, 1968. "Housing Segregation, Negro Employment, and Metropolitan Decentralization," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 82(2), pages 175-197.
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