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Mobility patterns are associated with experienced income segregation in large US cities

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  • Esteban Moro

    (Massachusetts Institute of Technology
    Universidad Carlos III de Madrid)

  • Dan Calacci

    (Massachusetts Institute of Technology)

  • Xiaowen Dong

    (Massachusetts Institute of Technology
    University of Oxford)

  • Alex Pentland

    (Massachusetts Institute of Technology)

Abstract

Traditional understanding of urban income segregation is largely based on static coarse-grained residential patterns. However, these do not capture the income segregation experience implied by the rich social interactions that happen in places that may relate to individual choices, opportunities, and mobility behavior. Using a large-scale high-resolution mobility data set of 4.5 million mobile phone users and 1.1 million places in 11 large American cities, we show that income segregation experienced in places and by individuals can differ greatly even within close spatial proximity. To further understand these fine-grained income segregation patterns, we introduce a Schelling extension of a well-known mobility model, and show that experienced income segregation is associated with an individual’s tendency to explore new places (place exploration) as well as places with visitors from different income groups (social exploration). Interestingly, while the latter is more strongly associated with demographic characteristics, the former is more strongly associated with mobility behavioral variables. Our results suggest that mobility behavior plays an important role in experienced income segregation of individuals. To measure this form of income segregation, urban researchers should take into account mobility behavior and not only residential patterns.

Suggested Citation

  • 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.
  • Handle: RePEc:nat:natcom:v:12:y:2021:i:1:d:10.1038_s41467-021-24899-8
    DOI: 10.1038/s41467-021-24899-8
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