Shifting Patterns of Social Interaction: Exploring the Social Life of Urban Spaces Through A.I

16 Pages Posted: 26 Nov 2024 Last revised: 5 Mar 2025

See all articles by Arianna Salazar-Miranda

Arianna Salazar-Miranda

Yale University

Zhuangyuan Fan

The University of Hong Kong

Michael Baick

Carlo Ratti Associati

Keith N. Hampton

Michigan State University - Department of Media and Information

Fábio Duarte

Massachusetts Institute of Technology (MIT)

Becky P.Y. Loo

The University of Hong Kong

Edward L. Glaeser

Harvard University - Department of Economics; Brookings Institution; National Bureau of Economic Research (NBER)

Carlo Ratti

Massachusetts Institute of Technology (MIT)

Date Written: November 2024

Abstract

We analyze changes in pedestrian behavior over a 30-year period in four urban public spaces located in New York, Boston, and Philadelphia. Building on William Whyte's observational work from 1980, where he manually recorded pedestrian behaviors, we employ computer vision and deep learning techniques to examine video footage from 1979-80 and 2008-10. Our analysis measures changes in walking speed, lingering behavior, group sizes, and group formation. We find that the average walking speed has increased by 15%, while the time spent lingering in these spaces has halved across all locations. Although the percentage of pedestrians walking alone remained relatively stable (from 67% to 68%), the frequency of group encounters declined, indicating fewer interactions in public spaces. This shift suggests that urban residents increasingly view streets as thoroughfares rather than as social spaces, which has important implications for the role of public spaces in fostering social engagement.

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Suggested Citation

Salazar-Miranda, Arianna and Fan, Zhuangyuan and Baick, Michael and Hampton, Keith N. and Duarte, Fábio and Loo, Becky P.Y. and Glaeser, Edward L. and Ratti, Carlo, Shifting Patterns of Social Interaction: Exploring the Social Life of Urban Spaces Through A.I (November 2024). NBER Working Paper No. w33185, Available at SSRN: https://ssrn.com/abstract=5032549

Arianna Salazar-Miranda (Contact Author)

Yale University ( email )

493 College St
New Haven, CT 06520
United States

Zhuangyuan Fan

The University of Hong Kong ( email )

Pokfulam Road
Hong Kong, HK
China

Michael Baick

Carlo Ratti Associati ( email )

491 Laurel St
Longmeadow, MA 01106

Keith N. Hampton

Michigan State University - Department of Media and Information ( email )

406 Communication Arts Building
East Lansing, MI 48824-1212
United States

Fábio Duarte

Massachusetts Institute of Technology (MIT) ( email )

77 Massachusetts Avenue
50 Memorial Drive
Cambridge, MA 02139-4307
United States

Becky P.Y. Loo

The University of Hong Kong ( email )

Pokfulam Road
Hong Kong, Pokfulam HK
China

Edward L. Glaeser

Harvard University - Department of Economics ( email )

Littauer Center
Room 315A
Cambridge, MA 02138
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617-496-1722 (Fax)

Brookings Institution

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National Bureau of Economic Research (NBER)

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Carlo Ratti

Massachusetts Institute of Technology (MIT) ( email )

77 Massachusetts Avenue
50 Memorial Drive
Cambridge, MA 02139-4307
United States

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