1. Department of Retailing and Customer Management, University of Cologne, Germany
2. Center for Research in Retailing (IFH), Department of Retailing and Customer Management, University of Cologne, Germany
3. Darden Graduate School of Business, University of Virginia, Charlottesville, Virginia, USA