adopted in many works analyzing brand choice (e.g., Chintagunta & Prasad, 1998). In a previous work to this, as well as estimating this previous loyalty variable, the initialization period was used to incorporate the heterogeneity of the individuals’ preferences through a historic loyalty variable. But, in the model, following principles of parsimony, we opted to include only the individuals’ previous loyalty2