Differences between inferences obtained from Bayesian reliability models using system-level data versus component-level data have motivated a call for a 'basic restructuring of the Bayes procedure'. This paper explores the source of such differences and demonstrates that Bayesian models would be aberrant only if such differences did not exist. Copyright 2010 Inderscience Enterprises Ltd.
