We are grateful to seminar audiences at Berkeley Haas School of Business, Columbia University, MIT Sloan, The World Bank, Microsoft Research, MIT, Michigan University, George Washington University, and the University of Washington for comments. No financial support was needed for this project. We worked with the Commercial Bank of Africa to get data access from their M-Shwari platform under an NDA.