Louis. He received a Ph.D. in Economics at Yale University in 2001. His research interests are in empirical modeling consumer choice and firm competition using econometric methodologies. He has conducted various research projects in the domain of economics and marketing. His research has been published in top journals such as Journal of Political Economy, RAND Journal of Economics, Marketing Science, Journal of Marketing Research and Management Science.