1. Department of Marketing and Decision Sciences; San Jose State University; San Jose CA 95192 USA
2. Industrial & Systems Engineering Department; University of Minnesota; Minneapolis MN 55455 USA
3. School of Business, Center for Retail Innovation; Wake Forest University; Winston-Salem NC 27106 USA