Original Article The authors thank Bing Han, Jacquelyn Humphrey, Jonathan Lee, Lin Peng, and the participants at the 2019 Conference on Financial Technology and Finance Development in China for their helpful comments. All errors and omissions are the responsibility of the authors. The authors acknowledge funding support from the fundamental research funds for central universities, the University of International Business and Economics (CXTD12-03).