distribution, and updates using Bayes's formula --- is often viewed as the gold-standard, while Buhlmann's credibility estimator … lead to inaccurate inference and prediction. The credibility estimator, on the other hand, is not sensitive at all to model …. Furthermore, we argue that this Gibbs perspective provides a new characterization of Buhlmann's credibility estimator …