In many markets, there is likely to be correlation both across periods in terms of the choices of one consumer and across consumers in terms of their choices in each period. The former is caused by consumer heterogeneity, and the latter may be the result of demand common shocks across consumers. Furthermore, if firms partially observe these common shocks, their market decisions may end up being…