The increasing digitization of cultural, political and economic activity (clickstreams, opinion mining, and so on) offers an unique opportunity to study human behavior while minimizing biases. The results are not only relevant to the domain of economics-- a deep understanding of changes in human behavior is central to multiple disciplines, from Behavioral Finance, to Marketing, to Political Campaign Financing.