Joshua Graff Zivin1,2, Nicholas Sanders3. 1. School of Global Policy and Strategy, University of California San Diego, La Jolla, CA 92093; jgraffzivin@ucsd.edu. 2. Department of Economics, University of California San Diego, La Jolla, CA 92093. 3. Department of Policy Analysis and Management, Cornell University, Ithaca, NY 14850.