“…Even though models of criminal activity are based on individual behavior, we often test these models using aggregate area-based relationships like unemployment shocks (Agan and Makowsky, 2018;Bennett and Ouazad, 2018;Cornwell and Trumbull, 1994;Entorf, 2000;Foley, 2011;Fougere et al, 2009;Gould et al, 2002;Karin, 2005;Lin, 2008;Machin and Meghir, 2004;Raphael and Winter-Ember, 2001). Area-based relationships are meaningful and policy relevant as they inform how to broadly target crime deterrence strategies.…”