Modern information technologies make it possible to store, analyze, and trade unprecedented amounts of detailed about individuals. This has led public discussions on whether individuals' privacy should be better protected by restricting the amount or precision that is collected commercial institutions their participants. We contribute this discussion proposing a Bayesian approach measure loss i...