In 2021 we presented how 9 simple behavioral questions can enhance choice models. The recall of past shopping experiences has a relevant impact on the results of the following choice exercise. Building on these findings we go the next step by using the behavioral framework to set up a Bayesian model for simultaneous attribute and parameter selection. This more sophisticated approach is used to understand the diversity of consumer preferences in even more detail.