IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v19y2022i19p12614-d932174.html
   My bibliography  Save this article

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
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/19/19/12614/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/19/19/12614/
    Download Restriction: no
    ---><---

    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.
    Full references (including those not matched with items on IDEAS)

    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. Kuroda, Yuta, 2022. "The effect of pollen exposure on consumption behaviors: Evidence from home scanner data," Resource and Energy Economics, Elsevier, vol. 67(C).
    2. Wang, Fei & Yuan, Yu & Lu, Liangdong, 2021. "Dynamical prediction model of consumers’ purchase intentions regarding anti-smog products during smog risk: Taking the information flow perspective," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 563(C).
    3. Mariano J. Rabassa & Mariana Conte Grand & Christian M. García-Witulski, 2021. "Heat warnings and avoidance behavior: evidence from a bike-sharing system," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 23(1), pages 1-28, January.
    4. Deschenes, Olivier, 2014. "Temperature, human health, and adaptation: A review of the empirical literature," Energy Economics, Elsevier, vol. 46(C), pages 606-619.
    5. Shrader, Jeffrey, 2014. "Forecasts and Adaptation," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 170626, Agricultural and Applied Economics Association.
    6. 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.
    7. 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.
    8. Luechinger, Simon, 2014. "Air pollution and infant mortality: A natural experiment from power plant desulfurization," Journal of Health Economics, Elsevier, vol. 37(C), pages 219-231.
    9. Alison L. Sexton Ward & Timothy K. M. Beatty, 2016. "Who Responds to Air Quality Alerts?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 65(2), pages 487-511, October.
    10. 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.
    11. Shr, Yau-Huo & Hsu, Wen & Hwang, Bing-Fang & Jung, Chau-Ren, 2023. "Air quality and risky behaviors on roads," Journal of Environmental Economics and Management, Elsevier, vol. 118(C).
    12. Joshua Graff Zivin & Matthew Neidell, 2013. "Environment, Health, and Human Capital," Journal of Economic Literature, American Economic Association, vol. 51(3), pages 689-730, September.
    13. Jans, Jenny & Johansson, Per & Nilsson, J. Peter, 2018. "Economic status, air quality, and child health: Evidence from inversion episodes," Journal of Health Economics, Elsevier, vol. 61(C), pages 220-232.
    14. Saberian, Soodeh & Heyes, Anthony & Rivers, Nicholas, 2017. "Alerts work! Air quality warnings and cycling," Resource and Energy Economics, Elsevier, vol. 49(C), pages 165-185.
    15. Han, Ahram & Ten, Gi Khan & Wang, Shun, 2023. "Gray skies and blue moms: The effect of air pollution on parental life satisfaction," World Development, Elsevier, vol. 163(C).
    16. Wes Austin & Stefano Carattini & John Gomez Mahecha & Michael Pesko, 2020. "Covid-19 Mortality and Contemporaneous Air Pollution," CESifo Working Paper Series 8609, CESifo.
    17. 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.
    18. He, Guojun & Fan, Maoyong & Zhou, Maigeng, 2016. "The effect of air pollution on mortality in China: Evidence from the 2008 Beijing Olympic Games," Journal of Environmental Economics and Management, Elsevier, vol. 79(C), pages 18-39.
    19. Zhengtao Li & Henk Folmer, 2023. "Air pollution and perception-based averting behaviour in the Jinchuan mining area, China," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 70(2), pages 477-505, April.
    20. 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.

    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:gam:jijerp:v:19:y:2022:i:19:p:12614-:d:932174. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.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.