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What mobile phone data reveal about mobility patterns of teleworkers

Author

Listed:
  • Dai, Tianxing
  • Bella, Gretchen
  • Kivestu, Peeter
  • Chen, Ying
  • Stathopoulos, Amanda
  • Nie, Yu (Marco)

Abstract

In a short period, the COVID-19 pandemic has transformed telework into a common practice for a significant portion of the workforce. This shift has profound implications for land use, urban development, and transportation. Traditional survey-based methods for tracking these changes are struggling to keep pace with the rapidity of this transformation. Here, we propose a method to identify different types of workers using mobile phone data, enabling a detailed examination of the correlation between work arrangements, mobility patterns and key socio-demographic attributes. By applying a hierarchical clustering algorithm to features extracted from a mobile phone dataset, six different worker types are identified and their validity is confirmed using different approaches. We find teleworkers tend to travel slower than regular workers but faster than non-workers. They also travel shorter distances to reach their primary activity locations than regular workers, but longer distances to other activity locations than both regular and non-workers. Our regression analysis further reveals that, largely in agreement with findings in literature, racial minority and low income groups are less likely to telework.

Suggested Citation

  • Dai, Tianxing & Bella, Gretchen & Kivestu, Peeter & Chen, Ying & Stathopoulos, Amanda & Nie, Yu (Marco), 2025. "What mobile phone data reveal about mobility patterns of teleworkers," Transportation Research Part A: Policy and Practice, Elsevier, vol. 201(C).
  • Handle: RePEc:eee:transa:v:201:y:2025:i:c:s0965856425002988
    DOI: 10.1016/j.tra.2025.104670
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    References listed on IDEAS

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    1. Caldarola, Bernardo & Sorrell, Steve, 2022. "Do teleworkers travel less? Evidence from the English National Travel Survey," Transportation Research Part A: Policy and Practice, Elsevier, vol. 159(C), pages 282-303.
    2. Obeid, Hassan & Anderson, Michael L. & Bouzaghrane, Mohamed Amine & Walker, Joan, 2024. "Does telecommuting reduce trip-making? Evidence from a U.S. panel during the COVID-19 pandemic," Transportation Research Part A: Policy and Practice, Elsevier, vol. 180(C).
    3. Marta C. González & César A. Hidalgo & Albert-László Barabási, 2009. "Understanding individual human mobility patterns," Nature, Nature, vol. 458(7235), pages 238-238, March.
    4. Alexander W. Bartik & Zoë Cullen & Edward L. Glaeser & Michael Luca & Christopher T. Stanton, 2020. "What Jobs are Being Done at Home During the Covid-19 Crisis? Evidence from Firm-Level Surveys," NBER Working Papers 27422, National Bureau of Economic Research, Inc.
    5. Wang, Xinyi & Mokhtarian, Patricia L., 2024. "Examining the treatment effect of teleworking on vehicle-miles driven: Applying an ordered probit selection model and incorporating the role of travel stress," Transportation Research Part A: Policy and Practice, Elsevier, vol. 186(C).
    6. Coupet, Ernst & Yamani, Ehab, 2022. "The impact of the coronavirus on African American unemployment: lessons from history," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 56, pages 1-003.
    7. de Palma, André & Vosough, Shaghayegh & Liao, Feixiong, 2022. "An overview of effects of COVID-19 on mobility and lifestyle: 18 months since the outbreak," Transportation Research Part A: Policy and Practice, Elsevier, vol. 159(C), pages 372-397.
    8. Barrero, Jose Maria & Bloom, Nick & Davis, Steven J., 2020. "Why Working From Home Will Stick," SocArXiv wfdbe, Center for Open Science.
    9. Nida Çakır Melek & Sungil Kim, 2021. "Cell Phone Data Suggest Persistent Differences in Work from Home by Income, Race, and Education during the Pandemic," Economic Bulletin, Federal Reserve Bank of Kansas City, issue March 31,, pages 1-4, March.
    10. R. M. Faber & M. Hamersma & J. Brimaire & M. Kroesen & E. J.E. Molin, 2024. "The relations between working from home and travel behaviour: a panel analysis," Transportation, Springer, vol. 51(6), pages 2173-2197, December.
    11. Asif Ahmed & Peter Stopher, 2014. "Seventy Minutes Plus or Minus 10 - A Review of Travel Time Budget Studies," Transport Reviews, Taylor & Francis Journals, vol. 34(5), pages 607-625, September.
    12. repec:iab:iabjlr:v:56:p:art.03 is not listed on IDEAS
    13. Xiao Fu & Yi Zhang & Juan de Dios Ortúzar & Guonian Lü, 2025. "Activity-travel pattern inference based on multi-source big data," Transport Reviews, Taylor & Francis Journals, vol. 45(1), pages 26-48, January.
    14. José María Barrero & Nicholas Bloom & Steven J. Davis, 2023. "The Evolution of Work from Home," Journal of Economic Perspectives, American Economic Association, vol. 37(4), pages 23-50, Fall.
    15. Ernst Coupet & Ehab Yamani, 2022. "The impact of the coronavirus on African American unemployment: lessons from history," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 56(1), pages 1-18, December.
    16. Jonathan Jay & Jacob Bor & Elaine O. Nsoesie & Sarah K. Lipson & David K. Jones & Sandro Galea & Julia Raifman, 2020. "Neighbourhood income and physical distancing during the COVID-19 pandemic in the United States," Nature Human Behaviour, Nature, vol. 4(12), pages 1294-1302, December.
    17. Pengyu Zhu, 2012. "Are telecommuting and personal travel complements or substitutes?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 48(2), pages 619-639, April.
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