We sought to simulate COVID-19 spread in a large, synthetic U.S. city, focusing on contributions of three domains in driving spread of COVID-19 and related racial disparities: a) low-wage, essential work, b) police-public contact, and c) jail and prison churn (specifically, the movement of people from local jails and state prisons to their home communities). Our focus is on community spread.