SUMMARY This paper exposits and develops Bayesian methods of model criticism and robustness analysis. The objectives are to clarify the Bayesian interpretation of non-Bayesian diagnostic tests, and provide explicitly Bayesian procedures accessible to practical investigators. Speciic methods for prior density criticism and robustness analysis, and data density criticism, are presented. All are b...