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Behaviour-based dependency networks between places shape urban economic resilience

Author

Listed:
  • Takahiro Yabe

    (Massachusetts Institute of Technology
    New York University
    New York University)

  • Bernardo García Bulle Bueno

    (Massachusetts Institute of Technology)

  • Morgan R. Frank

    (University of Pittsburgh
    Stanford University
    Massachusetts Institute of Technology)

  • Alex Pentland

    (Massachusetts Institute of Technology
    Massachusetts Institute of Technology)

  • Esteban Moro

    (Massachusetts Institute of Technology
    Massachusetts Institute of Technology
    Northeastern University)

Abstract

Disruptions, such as closures of businesses during pandemics, not only affect businesses and amenities directly but also influence how people move, spreading the impact to other businesses and increasing the overall economic shock. However, it is unclear how much businesses depend on each other during disruptions. Leveraging human mobility data and same-day visits in five US cities, we quantify dependencies between points of interest encompassing businesses, stores and amenities. We find that dependency networks computed from human mobility exhibit significantly higher rates of long-distance connections and biases towards specific pairs of point-of-interest categories. We show that using behaviour-based dependency relationships improves the predictability of business resilience during shocks by around 40% compared with distance-based models, and that neglecting behaviour-based dependencies can lead to underestimation of the spatial cascades of disruptions. Our findings underscore the importance of measuring complex relationships in patterns of human mobility to foster urban economic resilience to shocks.

Suggested Citation

  • Takahiro Yabe & Bernardo García Bulle Bueno & Morgan R. Frank & Alex Pentland & Esteban Moro, 2025. "Behaviour-based dependency networks between places shape urban economic resilience," Nature Human Behaviour, Nature, vol. 9(3), pages 496-506, March.
  • Handle: RePEc:nat:nathum:v:9:y:2025:i:3:d:10.1038_s41562-024-02072-7
    DOI: 10.1038/s41562-024-02072-7
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    1. Seock, Yoo-Kyoung, 2009. "Influence of retail store environmental cues on consumer patronage behavior across different retail store formats: An empirical analysis of US Hispanic consumers," Journal of Retailing and Consumer Services, Elsevier, vol. 16(5), pages 329-339.
    2. Baltas, George & Argouslidis, Paraskevas C. & Skarmeas, Dionysis, 2010. "The Role of Customer Factors in Multiple Store Patronage: A Cost–Benefit Approach," Journal of Retailing, Elsevier, vol. 86(1), pages 37-50.
    3. Takahiro Yabe & Yunchang Zhang & Satish Ukkusuri, 2020. "Quantifying the Economic Impact of Extreme Shocks on Businesses using Human Mobility Data: a Bayesian Causal Inference Approach," Papers 2004.11121, arXiv.org.
    4. Laetitia Gauvin & Michele Tizzoni & Simone Piaggesi & Andrew Young & Natalia Adler & Stefaan Verhulst & Leo Ferres & Ciro Cattuto, 2020. "Gender gaps in urban mobility," Palgrave Communications, Palgrave Macmillan, vol. 7(1), pages 1-13, December.
    5. Anders Levermann, 2014. "Climate economics: Make supply chains climate-smart," Nature, Nature, vol. 506(7486), pages 27-29, February.
    6. Célian Colon & Stéphane Hallegatte & Julie Rozenberg, 2021. "Criticality analysis of a country’s transport network via an agent-based supply chain model," Nature Sustainability, Nature, vol. 4(3), pages 209-215, March.
    7. Riccardo Di Clemente & Miguel Luengo-Oroz & Matias Travizano & Sharon Xu & Bapu Vaitla & Marta C. González, 2018. "Sequences of purchases in credit card data reveal lifestyles in urban populations," Nature Communications, Nature, vol. 9(1), pages 1-8, December.
    8. Takahiro Yabe & Bernardo García Bulle Bueno & Xiaowen Dong & Alex Pentland & Esteban Moro, 2023. "Behavioral changes during the COVID-19 pandemic decreased income diversity of urban encounters," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    9. Esteban Moro & Dan Calacci & Xiaowen Dong & Alex Pentland, 2021. "Mobility patterns are associated with experienced income segregation in large US cities," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    10. Wei Zhai & Haoyu Yue, 2022. "Economic resilience during COVID-19: An insight from permanent business closures," Environment and Planning A, , vol. 54(2), pages 219-221, March.
    11. Peter Klimek & Sebastian Poledna & Stefan Thurner, 2019. "Quantifying economic resilience from input–output susceptibility to improve predictions of economic growth and recovery," Nature Communications, Nature, vol. 10(1), pages 1-9, December.
    12. Pierre-Alexandre Balland & Cristian Jara-Figueroa & Sergio G. Petralia & Mathieu P. A. Steijn & David L. Rigby & César A. Hidalgo, 2020. "Complex economic activities concentrate in large cities," Nature Human Behaviour, Nature, vol. 4(3), pages 248-254, March.
    13. Hiroyasu Inoue & Yasuyuki Todo, 2019. "Firm-level propagation of shocks through supply-chain networks," Nature Sustainability, Nature, vol. 2(9), pages 841-847, September.
    14. Thomas Elmqvist & Erik Andersson & Niki Frantzeskaki & Timon McPhearson & Per Olsson & Owen Gaffney & Kazuhiko Takeuchi & Carl Folke, 2019. "Sustainability and resilience for transformation in the urban century," Nature Sustainability, Nature, vol. 2(4), pages 267-273, April.
    15. Marco Modica & Aura Reggiani, 2015. "Spatial Economic Resilience: Overview and Perspectives," Networks and Spatial Economics, Springer, vol. 15(2), pages 211-233, June.
    16. Maruyama, Masayoshi & Wu, Lihui, 2014. "Multiple store patronage: The effects of store characteristics," Journal of Retailing and Consumer Services, Elsevier, vol. 21(4), pages 601-609.
    17. Marta C. González & César A. Hidalgo & Albert-László Barabási, 2009. "Understanding individual human mobility patterns," Nature, Nature, vol. 458(7235), pages 238-238, March.
    18. Peter Klimek & Sebastian Poledna & Stefan Thurner, 2019. "Economic resilience from input-output susceptibility improves predictions of economic growth and recovery," Papers 1903.03203, arXiv.org.
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