1. Department of Marketing, Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong;
2. Graduate School of Business, Columbia University, New York, New York 10027;
3. Wharton Customer Analytics, The Wharton School, University of Pennsylvania, Philadelphia, Pennsylvania 19104