TY - JOUR AU - Carrell,Scott E. AU - Sacerdote,Bruce I. AU - West,James E. TI - From Natural Variation to Optimal Policy? The Lucas Critique Meets Peer Effects JF - National Bureau of Economic Research Working Paper Series VL - No. 16865 PY - 2011 Y2 - March 2011 UR - http://www.nber.org/papers/w16865 L1 - http://www.nber.org/papers/w16865.pdf N1 - Author contact info: Scott E. Carrell Department of Economics University of California, Davis One Shields Avenue Davis, CA 95616 Tel: 530/302-1038 Fax: 530/752-9382 E-Mail: secarrell@ucdavis.edu Bruce Sacerdote 6106 Rockefeller Hall Department of Economics Dartmouth College Hanover, NH 03755-3514 Tel: 603/646-2121 Fax: 603/646-2122 E-Mail: Bruce.I.Sacerdote@dartmouth.edu James West Baylor University Department of Economics One Bear Place # 98003 Waco, TX 76798-8003 Tel: 254-710-6126 Fax: 254-710-6142 E-Mail: j_west@baylor.edu AB - We take cohorts of entering freshmen at the United States Air Force Academy and assign half to peer groups with the goal of maximizing the academic performance of the lowest ability students. Our assignment algorithm uses peer effects estimates from the observational data. We find a negative and significant treatment effect for the students we intended to help. We show that within our “optimal” peer groups, students self-selected into bifurcated sub-groups with social dynamics entirely different from those in the observational data. Our results suggest that using reduced-form estimates to make out-of-sample policy predictions can lead to unanticipated outcomes. ER -