The authors thank seminar and conference participants at The American Real Estate and Urban Economics Association National, Baruch College, University of Notre Dame Conference on Housing Markets and Housing Affordability, Pre-Western Finance Association Summer Real Estate Research Symposium, University of Alberta, Indiana University Conference on Housing Affordability, University of California Berkeley Housing Politics and Policy Conference, and the Urban Economic Association.