Hosted by the DSI Computational Social Science Working Group as part of their Research & Networking Series
Speaker: Gerard Torrats-Espinosa, Assistant Professor of Sociology, Columbia University
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Policing Across the Divide: How Social Distance Between Where Officers Live and Where They Patrol Shapes the Racial Patterning of Police Contact
Abstract: Police officers in the United States routinely patrol neighborhoods where they do not live, yet the consequences of this residential separation for racial disparities in policing remain underexplored. Drawing on more than four million daily officer–patrol assignments linked to officers' residential addresses from the Illinois voter file, we construct a composite index of social distance between the neighborhoods where officers live and the neighborhoods they patrol on a given day. The index combines demographic composition, socioeconomic conditions, and crime rates to capture the gap between officers' home contexts and their work environments. We use a multi-way fixed effects design that absorbs officer, beat, and day-level variation to isolate within-officer changes in patrol assignments and hold constant both stable officer characteristics and time-varying ground conditions. We find that on days when officers patrol neighborhoods more socially distant from their own, white officers use force more often and conduct more discretionary stops of Black civilians, with smaller effects on arrests. Effects are concentrated in low-discretion encounters and persist across robustness checks. Results suggest that the residential divide between officers and the communities they police is itself a structural source of the racial patterning of police contact.