Valerie J Karplus1, Shuang Zhang2, Douglas Almond3. 1. Sloan School of Management, Massachusetts Institute of Technology, Cambridge, MA 02139. 2. Department of Economics, University of Colorado Boulder, Boulder, CO 80309; shuang.zhang@colorado.edu. 3. School of International and Public Affairs, Columbia University, New York, NY 10027.