Iowa Gambling Task: The ORL Computational Model and Hierarchical Bayesian Analysis Improve Re-Test Reliability.

Using Iowa Gambling Task data (n=50) collected at two testing sessions, we show that re-test reliability was substantially improved using a generative model comprised of a computational model of behavior wherein individual- and group-level effects are estimated hierarchically. Generative modeling offers promise for improving individual difference research using learning paradigms.