In this reflection on MOA’s A Portrait of LA County report, Kelly Lytle Hernandez and Terry Allen connect their research on incarceration and policing in LA to the report’s findings. The same neighborhoods coded as Struggling LA and Precarious LA by the report have the highest incarceration rates, as well as high “collateral damage” of the prison system such as the cost of bail. The authors refer to these parts of the city and county as Caged LA, and argue that an understanding of urban inequality needs to incorporate patterns of incarceration into measures of human development.