program. An on-the-job search model with crime is used to model criminal behavior, derive the estimation method and analyze … of various labor market and crime policies such as unemployment insurance, hiring subsidies and the duration of jail … sentences. For example, wage subsidies reduce unemployment, the crime rates of employed and unemployed workers, and improve …