There is a large gap between new ideas constantly emerging in the Statistics literature and methods used by scientists in various application domains for problem-specific hierarchical models. A major reason for this gap is the state of general statistical software. Implementing a new method that can be used for a wide range of models can require re-inventing systems for model specification,...