IDEAS home Printed from https://ideas.repec.org/a/pal/palcom/v11y2024i1d10.1057_s41599-024-03068-4.html
   My bibliography  Save this article

Estimating and modeling spontaneous mobility changes during the COVID-19 pandemic without stay-at-home orders

Author

Listed:
  • Baining Zhao

    (Tsinghua University
    Peng Cheng Laboratory)

  • Xuzhe Wang

    (Tsinghua University)

  • Tianyu Zhang

    (Tsinghua University)

  • Rongye Shi

    (Beihang University)

  • Fengli Xu

    (Tsinghua University)

  • Fanhang Man

    (Tsinghua University)

  • Erbing Chen

    (Shenzhen University)

  • Yang Li

    (Tsinghua University)

  • Yong Li

    (Tsinghua University)

  • Tao Sun

    (Peng Cheng Laboratory)

  • Xinlei Chen

    (Tsinghua University
    Peng Cheng Laboratory
    RISC-V International Open Source Laboratory)

Abstract

Comprehending the complex interplay among urban mobility, human behavior, and the COVID-19 pandemic could deliver vital perspectives to steer forthcoming public health endeavors. In late 2022, China lifted its "Zero-COVID" policy and rapidly abandoned nearly all interventions. It provides a unique opportunity to observe spontaneous mobility changes without government restriction throughout such a pandemic with high infection. Based on 148 million travel data from the public bus, subway, and taxi systems in Shenzhen, China, our analysis reveals discernible spatial discrepancies within mobility patterns. This phenomenon can be ascribed to the heterogeneous responses of mobility behavior tailored to specific purposes and travel modes in reaction to the pandemic. Considering both the physiological effects of virus infection and subjective willingness to travel, a dynamic model is proposed and capable of fitting fine-grained urban mobility. The analysis and model can interpret mobility data and underlying population behavior to inform policymakers when evaluating public health strategies against future large-scale infectious diseases.

Suggested Citation

  • Baining Zhao & Xuzhe Wang & Tianyu Zhang & Rongye Shi & Fengli Xu & Fanhang Man & Erbing Chen & Yang Li & Yong Li & Tao Sun & Xinlei Chen, 2024. "Estimating and modeling spontaneous mobility changes during the COVID-19 pandemic without stay-at-home orders," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-15, December.
  • Handle: RePEc:pal:palcom:v:11:y:2024:i:1:d:10.1057_s41599-024-03068-4
    DOI: 10.1057/s41599-024-03068-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1057/s41599-024-03068-4
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1057/s41599-024-03068-4?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. Junyi Zhang, 2021. "People’s responses to the COVID-19 pandemic during its early stages and factors affecting those responses," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-13, December.
    2. Serina Chang & Emma Pierson & Pang Wei Koh & Jaline Gerardin & Beth Redbird & David Grusky & Jure Leskovec, 2021. "Mobility network models of COVID-19 explain inequities and inform reopening," Nature, Nature, vol. 589(7840), pages 82-87, January.
    3. Cyril Atkinson-Clement & Eléonore Pigalle, 2021. "What can we learn from Covid-19 pandemic’s impact on human behaviour? The case of France’s lockdown," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-12, December.
    4. Anping Zhang & Ke Zhang & Wanda Li & Yue Wang & Yang Li & Lin Zhang, 2022. "Optimising self-organised volunteer efforts in response to the COVID-19 pandemic," Palgrave Communications, Palgrave Macmillan, vol. 9(1), pages 1-12, December.
    5. Konstantinos Gkiotsalitis & Oded Cats, 2021. "Public transport planning adaption under the COVID-19 pandemic crisis: literature review of research needs and directions," Transport Reviews, Taylor & Francis Journals, vol. 41(3), pages 374-392, May.
    6. Lin Chen & Fengli Xu & Zhenyu Han & Kun Tang & Pan Hui & James Evans & Yong Li, 2022. "Strategic COVID-19 vaccine distribution can simultaneously elevate social utility and equity," Nature Human Behaviour, Nature, vol. 6(11), pages 1503-1514, November.
    7. Lina Martínez & John Rennie Short, 2021. "The Pandemic City: Urban Issues in the Time of COVID-19," Sustainability, MDPI, vol. 13(6), pages 1-10, March.
    8. Heng Sun & Wayne Forsythe & Nigel Waters, 2007. "Modeling Urban Land Use Change and Urban Sprawl: Calgary, Alberta, Canada," Networks and Spatial Economics, Springer, vol. 7(4), pages 353-376, December.
    9. Qian, Tong & Chen, Xingyu & Xin, Yanli & Tang, Wenhu & Wang, Lixiao, 2022. "Resilient decentralized optimization of chance constrained electricity-gas systems over lossy communication networks," Energy, Elsevier, vol. 239(PB).
    10. Bastian A. Betthäuser & Anders M. Bach-Mortensen & Per Engzell, 2023. "A systematic review and meta-analysis of the evidence on learning during the COVID-19 pandemic," Nature Human Behaviour, Nature, vol. 7(3), pages 375-385, March.
    11. Tigist F. Menkir & Taylor Chin & James A. Hay & Erik D. Surface & Pablo M. Salazar & Caroline O. Buckee & Alexander Watts & Kamran Khan & Ryan Sherbo & Ada W. C. Yan & Michael J. Mina & Marc Lipsitch , 2021. "Estimating internationally imported cases during the early COVID-19 pandemic," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    12. Ben Balmford & James D. Annan & Julia C. Hargreaves & Marina Altoè & Ian J. Bateman, 2020. "Cross-Country Comparisons of Covid-19: Policy, Politics and the Price of Life," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(4), pages 525-551, August.
    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. Pongou, Roland & Tchuente, Guy & Tondji, Jean-Baptiste, 2021. "Optimally Targeting Interventions in Networks during a Pandemic: Theory and Evidence from the Networks of Nursing Homes in the United States," GLO Discussion Paper Series 957, Global Labor Organization (GLO).
    2. Roland Pongou & Guy Tchuente & Jean-Baptiste Tondji, 2021. "Optimally Targeting Interventions in Networks during a Pandemic: Theory and Evidence from the Networks of Nursing Homes in the United States," Papers 2110.10230, arXiv.org.
    3. Roland Pongou & Guy Tchuente & Jean-Baptiste Tondji, 2023. "Optimal interventions in networks during a pandemic," Journal of Population Economics, Springer;European Society for Population Economics, vol. 36(2), pages 847-883, April.
    4. Yunke Zhang & Fengli Xu & Lin Chen & Yuan Yuan & James Evans & Luis Bettencourt & Yong Li, 2024. "Counterfactual mobility network embedding reveals prevalent accessibility gaps in U.S. cities," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-12, December.
    5. Lindsey Devers Basileo & Merewyn Elizabeth Lyons & Michael David Toth, 2024. "Leading Indicators of Academic Achievement: Investigating the Predictive Validity of an Observation Instrument in a Large District," SAGE Open, , vol. 14(2), pages 21582440241, June.
    6. Tianxing Dai & Brian D. Taylor, 2023. "Three’s a crowd? Examining evolving public transit crowding standards amidst the COVID-19 pandemic," Public Transport, Springer, vol. 15(2), pages 321-341, June.
    7. Anthony Goerzen & Christian Geisler Asmussen & Bo Bernhard Nielsen, 2024. "Global cities, the liability of foreignness, and theory on place and space in international business," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 55(1), pages 10-27, February.
    8. Eugenio Valdano & Davide Colombi & Chiara Poletto & Vittoria Colizza, 2023. "Epidemic graph diagrams as analytics for epidemic control in the data-rich era," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    9. Brandily, Paul & Brébion, Clément & Briole, Simon & Khoury, Laura, 2021. "A poorly understood disease? The impact of COVID-19 on the income gradient in mortality over the course of the pandemic," European Economic Review, Elsevier, vol. 140(C).
    10. Dang, Hai-Anh H. & Oseni, Gbemisola & Abanokova, Kseniya, 2025. "Educational inequalities during COVID-19: Results from longitudinal surveys in Sub-Saharan Africa," International Journal of Educational Development, Elsevier, vol. 112(C).
    11. Li, Weiwei & Qian, Tong & Zhao, Wei & Huang, Wenwei & Zhang, Yin & Xie, Xuehua & Tang, Wenhu, 2023. "Decentralized optimization for integrated electricity–heat systems with data center based energy hub considering communication packet loss," Applied Energy, Elsevier, vol. 350(C).
    12. Singh, Abhijeet & Romero, Mauricio & Muralidharan, Karthik, 2024. "COVID-19 Learning loss and recovery," University of California at San Diego, Economics Working Paper Series qt3jj1b8hb, Department of Economics, UC San Diego.
    13. Kuzmanic, Danilo & Valenzuela, Juan Pablo & Claro, Susana & Canales, Andrea & Cerda, Daniela & Undurraga, Eduardo A., 2023. "Socioeconomic disparities in the reopening of schools during the pandemic in Chile," International Journal of Educational Development, Elsevier, vol. 100(C).
    14. Lu, Xuefei & Borgonovo, Emanuele, 2023. "Global sensitivity analysis in epidemiological modeling," European Journal of Operational Research, Elsevier, vol. 304(1), pages 9-24.
    15. Contreras, M. Ignacia & Duryea, Suzanne & Martínez A., Claudia, 2023. "The effect of the pandemic on the transition to tertiary education in Chile: A focus on students with disabilities," International Journal of Educational Development, Elsevier, vol. 100(C).
    16. Ferreira, Sara & Amorim, Marco & Lobo, António & Kern, Mira & Fanderl, Nora & Couto, António, 2022. "Travel mode preferences among German commuters over the course of COVID-19 pandemic," Transport Policy, Elsevier, vol. 126(C), pages 55-64.
    17. Jaydarifard, Saeed & Morawska, Lidia & Paz, Alexander, 2024. "Mitigating airborne infection risks in public transportation: A systematic review," Transport Policy, Elsevier, vol. 155(C), pages 309-320.
    18. Zambon, Ilaria & Serra, Pere & Grigoriadis, Efstathios & Carlucci, Margherita & Salvati, Luca, 2017. "Emerging urban centrality: An entropy-based indicator of polycentric development and economic growth," Land Use Policy, Elsevier, vol. 68(C), pages 365-371.
    19. Yoon, Jisung & Park, Jinseo & Yun, Jinhyuk & Jung, Woo-Sung, 2023. "Quantifying knowledge synchronization with the network-driven approach," Journal of Informetrics, Elsevier, vol. 17(4).
    20. Jie Bao & Chengcheng Xu & Pan Liu & Wei Wang, 2017. "Exploring Bikesharing Travel Patterns and Trip Purposes Using Smart Card Data and Online Point of Interests," Networks and Spatial Economics, Springer, vol. 17(4), pages 1231-1253, December.

    More about this item

    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:pal:palcom:v:11:y:2024:i:1:d:10.1057_s41599-024-03068-4. 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: https://www.nature.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.