Consider the situation where an analyst has a Bayesian statistical model that performs well for continuous data. However, suppose observed dataset consists of multiple response-types (e.g., continuous, count-valued, Bernoulli trials, etc.), which are distributed from more than one class distributions. We refer to these types data as “multiple response-type” datasets. The goal this article is in...