Bayesian psychometrics

The application of Bayesian methods in psychometrics is getting popular. It offers a set powerful and flexible statistical tools for analyzing psychometric data. In this entry, we provide a brief introduction of essential concepts of Bayesian data analysis - model formulation, posterior computation, and model fit evaluation. These concepts are demonstrated by using a simple 1-parameter normal ogive IRT model as an example.