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Air Pollution Increased the Demand for Gym Sports under COVID-19: Evidence from Beijing, China

Author

Listed:
  • Xin Dong

    (School of Information Engineering, China University of Geosciences, Beijing 100083, China)

  • Shili Yang

    (Beijing Meteorological Observation Centre, Beijing Meteorological Bureau, Beijing 100089, China)

  • Chunxiao Zhang

    (School of Information Engineering, China University of Geosciences, Beijing 100083, China)

Abstract

Air pollution may change people’s gym sports behavior. To test this claim, first, we used big data crawler technology and ordinary least square (OLS) models to investigate the effect of air pollution on people’ gym visits in Beijing, China, especially under the COVID-19 pandemic of 2019–2020, and the results showed that a one-standard-deviation increase in PM2.5 concentration (fine particulate matter with diameters equal to or smaller than 2.5 μm) derived from the land use regression model (LUR) was positively associated with a 0.119 and a 0.171 standard-deviation increase in gym visits without or with consideration of the COVID-19 variable, respectively. Second, using spatial autocorrelation analysis and a series of spatial econometric models, we provided consistent evidence that the gym industry of Beijing had a strong spatial dependence, and PM2.5 and its spatial spillover effect had a positive impact on the demand for gym sports. Such a phenomenon offers us a new perspective that gym sports can be developed into an essential activity for the public due to this avoidance behavior regarding COVID-19 virus contact and pollution exposure.

Suggested Citation

  • Xin Dong & Shili Yang & Chunxiao Zhang, 2022. "Air Pollution Increased the Demand for Gym Sports under COVID-19: Evidence from Beijing, China," IJERPH, MDPI, vol. 19(19), pages 1-16, October.
    • Handle: RePEc:gam:jijerp:v:19:y:2022:i:19:p:12614-:d:932174
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    References listed on IDEAS

    as
    1. Cong Sun & Siqi Zheng & Jianghao Wang & Matthew E. Kahn, 2019. "Does clean air increase the demand for the consumer city? Evidence from Beijing," Journal of Regional Science, Wiley Blackwell, vol. 59(3), pages 409-434, June.
    2. 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).
    3. Liu, Zhaoyang & Hanley, Nick & Campbell, Danny, 2020. "Linking urban air pollution with residents’ willingness to pay for greenspace: A choice experiment study in Beijing," Journal of Environmental Economics and Management, Elsevier, vol. 104(C).
    4. 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.
    5. Li, Tao & Rong, Lili & Zhang, Anming, 2021. "Assessing regional risk of COVID-19 infection from Wuhan via high-speed rail," Transport Policy, Elsevier, vol. 106(C), pages 226-238.
    6. He, Xiaobo & Luo, Zijun & Zhang, Junjie, 2022. "The impact of air pollution on movie theater admissions," Journal of Environmental Economics and Management, Elsevier, vol. 112(C).
    7. Luc Anselin, 2001. "Spatial Effects in Econometric Practice in Environmental and Resource Economics," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(3), pages 705-710.
    8. Kapser, Sebastian & Abdelrahman, Mahmoud & Bernecker, Tobias, 2021. "Autonomous delivery vehicles to fight the spread of Covid-19 – How do men and women differ in their acceptance?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 148(C), pages 183-198.
    9. Ingrid Acevedo Bohórquez & Ermilson Velásquez Ceballos, 2008. "Algunos conceptos de la econometría espacial y el análisis exploratorio de datos espaciales," Revista Ecos de Economía, Universidad EAFIT, September.
    10. Sumit Agarwal & J. Bradford Jensen & Ferdinando Monte, 2017. "Consumer Mobility and the Local Structure of Consumption Industries," NBER Working Papers 23616, National Bureau of Economic Research, Inc.
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