IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i15p11591-d1203771.html
   My bibliography  Save this article

Population Mobility and Urban Air Quality: Causal Inference and Impact Measurement

Author

Listed:
  • Fu Huang

    (Yangtze River Delta Economics and Social Development Research Center, Nanjing University, Nanjing 210093, China
    School of Economics, Nanjing University, Nanjing 210093, China)

  • Qiang Wu

    (Yangtze River Delta Economics and Social Development Research Center, Nanjing University, Nanjing 210093, China
    School of Economics, Nanjing University, Nanjing 210093, China)

  • Pei Wang

    (Yangtze River Delta Economics and Social Development Research Center, Nanjing University, Nanjing 210093, China
    School of Economics, Nanjing University, Nanjing 210093, China)

Abstract

This paper treats the lockdown of Hubei Province during the outbreak of COVID-19 in early 2020 as a quasi-experiment, and uses the prefecture-level data of 328 cities in China to identify the causal effects of population mobility and urban air quality. This paper uses the DID model to eliminate the ‘Spring Festival effect’ with data from the same period of the lunar calendar in 2019 as the control group, and finds the reduction in population mobility has a clear causal impact on the improvement of urban air quality. The vast majority of air pollutants decreased, but ozone, which has a special generation mechanism, increased. This paper also constructs 29-day panel data of 328 prefecture-level cities from January to February in 2020 to quantitatively estimate the impact of population flow on urban air quality. After controlling for fixed effects, the results reveal that 1% increases in intra-city and inter-city population flows correspond to respective increases of 0.433% and 0.201% in the urban air quality index. Compared with inter-city flow, intra-city population flow increases air pollution more severely.

Suggested Citation

  • Fu Huang & Qiang Wu & Pei Wang, 2023. "Population Mobility and Urban Air Quality: Causal Inference and Impact Measurement," Sustainability, MDPI, vol. 15(15), pages 1-19, July.
  • Handle: RePEc:gam:jsusta:v:15:y:2023:i:15:p:11591-:d:1203771
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/15/11591/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/15/15/11591/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Joseph S. Shapiro & Reed Walker, 2018. "Why Is Pollution from US Manufacturing Declining? The Roles of Environmental Regulation, Productivity, and Trade," American Economic Review, American Economic Association, vol. 108(12), pages 3814-3854, December.
    2. Fang, Hanming & Wang, Long & Yang, Yang, 2020. "Human mobility restrictions and the spread of the Novel Coronavirus (2019-nCoV) in China," Journal of Public Economics, Elsevier, vol. 191(C).
    3. Douglas Almond & Xinming Du & Shuang Zhang, 2020. "Ambiguous Pollution Response to COVID-19 in China," NBER Working Papers 27086, 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. Robert J. R. Elliott & Ingmar Schumacher & Cees Withagen, 2020. "Suggestions for a Covid-19 Post-Pandemic Research Agenda in Environmental Economics," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(4), pages 1187-1213, August.
    2. Fang, Da & Guo, Yan, 2022. "Flow of goods to the shock of COVID-19 and toll-free highway policy: Evidence from logistics data in China," Research in Transportation Economics, Elsevier, vol. 93(C).
    3. Ichino, Andrea & Favero, Carlo A. & Rustichini, Aldo, 2020. "Restarting the economy while saving lives under Covid-19," CEPR Discussion Papers 14664, C.E.P.R. Discussion Papers.
    4. Brodeur, Abel & Clark, Andrew E. & Fleche, Sarah & Powdthavee, Nattavudh, 2021. "COVID-19, lockdowns and well-being: Evidence from Google Trends," Journal of Public Economics, Elsevier, vol. 193(C).
    5. Yan Wang & Yuan Gong & Caiquan Bai & Hong Yan & Xing Yi, 2023. "Exploring the convergence patterns of PM2.5 in Chinese cities," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(1), pages 708-733, January.
    6. LaPlue, Lawrence D., 2022. "Environmental consequences of natural gas wellhead pricing deregulation," Journal of Environmental Economics and Management, Elsevier, vol. 116(C).
    7. Guo, Shu & Zhang, ZhongXiang, 2023. "Green credit policy and total factor productivity: Evidence from Chinese listed companies," Energy Economics, Elsevier, vol. 128(C).
    8. Francesco Lamperti & Giovanni Dosi & Mauro Napoletano & Andrea Roventini & Alessandro Sapio, 2018. "And then he wasn't a she : Climate change and green transitions in an agent-based integrated assessment model," Working Papers hal-03443464, HAL.
    9. Lou, Jiehong & Shen, Xingchi & Niemeier, Deb, 2020. "Are stay-at-home orders more difficult to follow for low-income groups?," Journal of Transport Geography, Elsevier, vol. 89(C).
    10. Louis-Philippe Beland & Abel Brodeur & Taylor Wright, 2020. "COVID-19, Stay-at-Home Orders and Employment: Evidence from CPS Data," Carleton Economic Papers 20-04, Carleton University, Department of Economics, revised 19 May 2020.
    11. Aldo Carranza & Marcel Goic & Eduardo Lara & Marcelo Olivares & Gabriel Y. Weintraub & Julio Covarrubia & Cristian Escobedo & Natalia Jara & Leonardo J. Basso, 2022. "The Social Divide of Social Distancing: Shelter-in-Place Behavior in Santiago During the Covid-19 Pandemic," Management Science, INFORMS, vol. 68(3), pages 2016-2027, March.
    12. Carozzi, Felipe & Roth, Sefi, 2023. "Dirty density: Air quality and the density of American cities," Journal of Environmental Economics and Management, Elsevier, vol. 118(C).
    13. Francesco Vona & Giovanni Marin & Davide Consoli, 2019. "Measures, drivers and effects of green employment: evidence from US local labor markets, 2006–2014," Journal of Economic Geography, Oxford University Press, vol. 19(5), pages 1021-1048.
    14. Xiao Chen & Hanwei Huang & Jiandong Ju & Ruoyan Sun & Jialiang Zhang, 2022. "Endogenous cross-region human mobility and pandemics," CEP Discussion Papers dp1860, Centre for Economic Performance, LSE.
    15. Rebecca J. Davis & J. Scott Holladay & Charles Sims, 2022. "Coal-Fired Power Plant Retirements in the United States," Environmental and Energy Policy and the Economy, University of Chicago Press, vol. 3(1), pages 4-36.
    16. Pablo D. Fajgelbaum & Amit Khandelwal & Wookun Kim & Cristiano Mantovani & Edouard Schaal, 2021. "Optimal Lockdown in a Commuting Network," American Economic Review: Insights, American Economic Association, vol. 3(4), pages 503-522, December.
    17. Zhang, Ming-ang & Lu, Shuling & Zhang, Sihan & Bai, Yanfeng, 2023. "The unintended consequence of minimum wage hikes: Evidence based on firms' pollution emission," Energy Economics, Elsevier, vol. 125(C).
    18. Chen, Simiao & Jin, Zhangfeng & Bloom, David E., 2020. "Act Early to Prevent Infections and Save Lives: Causal Impact of Diagnostic Efficiency on the COVID-19 Pandemic," IZA Discussion Papers 13749, Institute of Labor Economics (IZA).
    19. Ling-Yun He & Liang Wang, 2019. "Import Liberalization of Intermediates and Environment: Empirical Evidence from Chinese Manufacturing," Sustainability, MDPI, vol. 11(9), pages 1-15, May.
    20. Becchetti, Leonardo & Conzo, Gianluigi & Conzo, Pierluigi & Salustri, Francesco, 2022. "Excess mortality and protected areas during the COVID-19 pandemic: Evidence from Italian municipalities," Health Policy, Elsevier, vol. 126(12), pages 1269-1276.

    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:jsusta:v:15:y:2023:i:15:p:11591-:d:1203771. 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.