The author thanks Jean-Pierre Dubé, Pradeep Chintagunta, Anita Rao, and Ali Hortaçsu for advice and support; Winnie Xiao for excellent research assistance; Junhong Chu, Mark Dean, Connor Dowd, Jessica Fong, Ali Goli, Sam Hirshman, Przemek Jeziorski, Joonhwi Joo, Julie Holland Mortimer, Oren Reshef, Stephan Seiler, Uyen Tran, Raluca Ursu, Walter Zhang, and participants at various seminars and conferences for thoughtful comments; Catherine Tucker and the review team for helpful feedback; and the data provider. All errors are my own.