1. Peter Radchenko is Assistant Professor and Gareth James is Professor , Marshall School of Business, University of Southern California, Los Angeles, CA 90089. We would like to thank the associate editor, two referees, and Kyle Matoba for their useful comments and suggestions. This work was partially supported by NSF grants DMS-0705312 and DMS-0906784.