The authors are grateful to Morten Bennedsen, Matt Backus, Zack Cooper, Mathijs De Vaan, Mert Demirer, Carola Frydman, Paul Gertler, Matt Grennan, Atul Gupta, Hans Christian Kongsted, Adam Leive, Sarah Moshary, Adam Sacarny, Brian Silverman, Toby Stuart, Ashley Swanson, Steve Tadelis, Maggie Zhou as well as numerous conference and seminar participants, and Stefan Scholtes, the associate editor, and three anonymous referees for their helpful comments and suggestions.