We thank Pedro Bordalo, Alex Imas, and Andrei Shleifer for helpful discussions, participants at a number of seminars and conferences for comments, and Smriti Ganapathi and Tobias Auer for outstanding research assistance. The views expressed here are our own, and do not necessarily reflect those of Greater Manchester Police or the National Bureau of Economic Research.