IDEAS home Printed from https://ideas.repec.org/a/spr/anresc/v67y2021i2d10.1007_s00168-021-01055-0.html
   My bibliography  Save this article

Immediate effect of air pollution on labor mobility: empirical evidence from online résumé data

Author

Listed:
  • Xiangnan Feng

    (Fudan University)

  • Shuang Ma

    (Guangzhou University)

  • Lingling Wen

    (Xiamen University)

  • Yan Zhao

    (Southwest Jiaotong University)

Abstract

Using résumé data from a large Chinese online job board, we explore how daily fluctuations in air pollution affect workers’ mobility intentions in China. Users can update their résumés daily to attract employers’ attention, reflecting their intentions to relocate from the city of residence to the desired destination city for work. We find that daily differences in the air quality index (AQI) between the city of residence and destination city significantly affect workers’ mobility intentions. A one-unit decrease in the daily relative AQI (destination AQI—residence AQI) leads to a 0.018% increase in the number of workers willing to relocate on that day, indicating that air pollution has a “push–pull” effect on labor mobility intentions. This effect is stronger when air pollution is more severe locally than in the destination city and for workers aged 25–40, with higher educational levels, and from more developed cities. These results suggest that workers may be influenced by temporary air pollution conditions when deciding whether to relocate for work; this influence is potentially explained by the psychological mechanisms of salience and projection bias.

Suggested Citation

  • Xiangnan Feng & Shuang Ma & Lingling Wen & Yan Zhao, 2021. "Immediate effect of air pollution on labor mobility: empirical evidence from online résumé data," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 67(2), pages 483-512, October.
  • Handle: RePEc:spr:anresc:v:67:y:2021:i:2:d:10.1007_s00168-021-01055-0
    DOI: 10.1007/s00168-021-01055-0
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s00168-021-01055-0
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s00168-021-01055-0?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    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. Everett Lee, 1966. "A theory of migration," Demography, Springer;Population Association of America (PAA), vol. 3(1), pages 47-57, March.
    3. Joshua Graff Zivin & Matthew Neidell, 2014. "Temperature and the Allocation of Time: Implications for Climate Change," Journal of Labor Economics, University of Chicago Press, vol. 32(1), pages 1-26.
    4. Bauernschuster, Stefan & Falck, Oliver & Heblich, Stephan & Suedekum, Jens & Lameli, Alfred, 2014. "Why are educated and risk-loving persons more mobile across regions?," Journal of Economic Behavior & Organization, Elsevier, vol. 98(C), pages 56-69.
    5. Levinson, Arik, 2012. "Valuing public goods using happiness data: The case of air quality," Journal of Public Economics, Elsevier, vol. 96(9-10), pages 869-880.
    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. Stefano DellaVigna, 2009. "Psychology and Economics: Evidence from the Field," Journal of Economic Literature, American Economic Association, vol. 47(2), pages 315-372, June.
    8. John Horton & William R. Kerr & Christopher Stanton, 2017. "Digital Labor Markets and Global Talent Flows," NBER Chapters, in: High-Skilled Migration to the United States and Its Economic Consequences, pages 71-108, National Bureau of Economic Research, Inc.
    9. Pedro Bordalo & Nicola Gennaioli & Andrei Shleifer, 2013. "Salience and Consumer Choice," Journal of Political Economy, University of Chicago Press, vol. 121(5), pages 803-843.
    10. Su, Yaqin & Tesfazion, Petros & Zhao, Zhong, 2018. "Where are the migrants from? Inter- vs. intra-provincial rural-urban migration in China," China Economic Review, Elsevier, vol. 47(C), pages 142-155.
    11. George Loewenstein & Ted O'Donoghue & Matthew Rabin, 2003. "Projection Bias in Predicting Future Utility," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1209-1248.
    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. Yu Qin & Hongjia Zhu, 2018. "Run away? Air pollution and emigration interests in China," Journal of Population Economics, Springer;European Society for Population Economics, vol. 31(1), pages 235-266, January.
    14. Viard, V. Brian & Fu, Shihe, 2015. "The effect of Beijing's driving restrictions on pollution and economic activity," Journal of Public Economics, Elsevier, vol. 125(C), pages 98-115.
    15. Zhang, Junjie & Mu, Quan, 2018. "Air pollution and defensive expenditures: Evidence from particulate-filtering facemasks," Journal of Environmental Economics and Management, Elsevier, vol. 92(C), pages 517-536.
    16. Tom Y Chang & Wei Huang & Yongxiang Wang, 2018. "Something in the Air: Pollution and the Demand for Health Insurance," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(3), pages 1609-1634.
    17. Stefano Banfi & Benjamín Villena-Roldán, 2019. "Do High-Wage Jobs Attract More Applicants? Directed Search Evidence from the Online Labor Market," Journal of Labor Economics, University of Chicago Press, vol. 37(3), pages 715-746.
    18. Evan Herrnstadt & Erich Muehlegger, 2015. "Air Pollution and Criminal Activity: Evidence from Chicago Microdata," NBER Working Papers 21787, National Bureau of Economic Research, Inc.
    19. Ding Li & Yan Zhang & Shuang Ma, 2017. "Would Smog Lead to Outflow of Labor Force? Empirical Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 53(5), pages 1122-1134, May.
    20. Oded Stark, 1991. "The Migration of Labor," Blackwell Books, Wiley Blackwell, number 1557860300, June.
    21. 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.
    22. Lavy, Victor & Ebenstein, Avraham & Roth, Sefi, 2014. "The Impact of Short Term Exposure to Ambient Air Pollution on Cognitive Performance and Human Capital Formation," CEPR Discussion Papers 10302, C.E.P.R. Discussion Papers.
    23. Larry A. Sjaastad, 1970. "The Costs and Returns of Human Migration," Palgrave Macmillan Books, in: Harry W. Richardson (ed.), Regional Economics, chapter 9, pages 115-133, Palgrave Macmillan.
    24. Andrea Caragliu & Chiara Del Bo & Henri Groot & Gert-Jan Linders, 2013. "Cultural determinants of migration," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 51(1), pages 7-32, August.
    25. Ghanem, Dalia & Zhang, Junjie, 2014. "‘Effortless Perfection:’ Do Chinese cities manipulate air pollution data?," Journal of Environmental Economics and Management, Elsevier, vol. 68(2), pages 203-225.
    26. Uri Simonsohn, 2010. "Weather To Go To College," Economic Journal, Royal Economic Society, vol. 120(543), pages 270-280, March.
    27. Thomas Niedomysl, 2011. "How Migration Motives Change over Migration Distance: Evidence on Variation across Socio-economic and Demographic Groups," Regional Studies, Taylor & Francis Journals, vol. 45(6), pages 843-855.
    28. Michael Conlin & Ted O'Donoghue & Timothy J. Vogelsang, 2007. "Projection Bias in Catalog Orders," American Economic Review, American Economic Association, vol. 97(4), pages 1217-1249, September.
    29. Christina M. Dalton & Gautam Gowrisankaran & Robert Town, 2015. "Salience, Myopia, and Complex Dynamic Incentives: Evidence from Medicare Part D," NBER Working Papers 21104, National Bureau of Economic Research, Inc.
    30. 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.
    31. Meghan R. Busse & Devin G. Pope & Jaren C. Pope & Jorge Silva-Risso, 2015. "The Psychological Effect of Weather on Car Purchases," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(1), pages 371-414.
    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. Ma, Shuang & Li, Xueluan & Li, Ding & Guo, Huanxiu, 2023. "Does air pollution induce international migration? New evidence from Chinese residents," Economic Modelling, Elsevier, vol. 120(C).

    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. 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).
    3. Chen, Shuai & Oliva, Paulina & Zhang, Peng, 2022. "The effect of air pollution on migration: Evidence from China," Journal of Development Economics, Elsevier, vol. 156(C).
    4. Ma, Shuang & Li, Xueluan & Li, Ding & Guo, Huanxiu, 2023. "Does air pollution induce international migration? New evidence from Chinese residents," Economic Modelling, Elsevier, vol. 120(C).
    5. 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).
    6. Fu, Shihe & Viard, V. Brian & Zhang, Peng, 2022. "Trans-boundary air pollution spillovers: Physical transport and economic costs by distance," Journal of Development Economics, Elsevier, vol. 155(C).
    7. Wang, Li & Dai, Yunhao & Kong, Dongmin, 2021. "Air pollution and employee treatment," Journal of Corporate Finance, Elsevier, vol. 70(C).
    8. Qin, Yu & Wu, Jing & Yan, Jubo, 2019. "Negotiating housing deal on a polluted day: Consequences and possible explanations," Journal of Environmental Economics and Management, Elsevier, vol. 94(C), pages 161-187.
    9. Stefan Lamp, 2023. "Sunspots That Matter: The Effect of Weather on Solar Technology Adoption," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 84(4), pages 1179-1219, April.
    10. Zhonghua Huang & Xuejun Du, 2022. "Does air pollution affect investor cognition and land valuation? Evidence from the Chinese land market," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 50(2), pages 593-613, June.
    11. Kam C. Chan & Tao Chen & Baohua Liu & Junfeng Wu, 2022. "Air pollution and CEO compensation: Evidence from China," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 31(2), pages 448-469, April.
    12. Bonan, Jacopo & Cattaneo, Cristina & D'Adda, Giovanna & Tavoni, Massimo, 2023. "Daily Temperature and Sales of Energy-using Durables," RFF Working Paper Series 23-43, Resources for the Future.
    13. Pan, Yinghao & Qin, Yu & Zhang, Fan & Zhu, Hongjia, 2022. "Acquiring land in cold winter: Consequences and possible explanations," Journal of Environmental Economics and Management, Elsevier, vol. 116(C).
    14. Lukas Buchheim & Thomas Kolaska, 2017. "Weather and the Psychology of Purchasing Outdoor Movie Tickets," Management Science, INFORMS, vol. 63(11), pages 3718-3738, November.
    15. Nguyen, Hung T. & Pham, Mia Hang, 2021. "Air pollution and behavioral biases: Evidence from stock market anomalies," Journal of Behavioral and Experimental Finance, Elsevier, vol. 29(C).
    16. Pan He & Pengfei Liu & Yueming (Lucy) Qiu & Lufan Liu, 2022. "The weather affects air conditioner purchases to fill the energy efficiency gap," Nature Communications, Nature, vol. 13(1), pages 1-8, December.
    17. Chen, Shiyi & Jiang, Lingduo & Liu, Wanlin & Song, Hong, 2022. "Fireworks regulation, air pollution, and public health: Evidence from China," Regional Science and Urban Economics, Elsevier, vol. 92(C).
    18. 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).
    19. 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).
    20. Yu, Shuangli & Shen, Yuxin & Zhang, Fan & Shen, Yongjian & Xu, Zefeng, 2022. "Air pollution and executive incentive: Evidence from pay-performance sensitivity," International Review of Financial Analysis, Elsevier, vol. 82(C).

    More about this item

    JEL classification:

    • J61 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Geographic Labor Mobility; Immigrant Workers
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling
    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making

    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:spr:anresc:v:67:y:2021:i:2:d:10.1007_s00168-021-01055-0. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.