1. Technology and Operations Management Area, INSEAD, 77300 Fontainebleau, France
2. Department of Industrial Engineering and Operations Research, Columbia University, New York, New York 10027
3. Department of Statistics, University of Haifa, Haifa 31905, Israel
4. Amazon, Seattle, Washington 98109