Crime, inequality and subsidized housing: Evidence from South Africa

We study the relationship between housing inequality and crime in South Africa. We create a novel panel dataset combining information on crime at the police station level with census data. Our analysis shows that housing inequality explains a significant share of the variation in both property and violent crimes, net of spillover effects, time and district fixed effects. An increase of roughly one standard deviation in housing inequality explains 10-12 percent of total crime increases. Additionally, we analyze a prominent housing program for low-income South Africans to show that policies that decrease inequality in housing conditions may also reduce crime. We suggest that these policies can help mitigate the societal and indi-vidual strains that are often correlated with criminal engagement.(c) 2023 Elsevier Ltd. All rights reserved.