I explore the application of Bayesian statistical modelling, and in particular Bayesian nonparametric methods in … marketing research. I apply Bayesian nonparametric methods in both chapters of my dissertation to model two types of customer … also accounting for latent attrition and customer heterogeneity, I build a hierarchical, Bayesian nonparametric model of …