 In the early 1980s, with Andrew Ehrenberg and Chris Chatfield, he extended the NBD model to account for brand choices.Finally published in 1984 the NBD-Dirichlet model of brand choice successfully modeled the repeated category and brand purchases within a wide variety of markets.