A common misconception is that precautionary motives in public policy cannot be justified within the Bayesian rational-choice framework, and that decision criteria that appeal to ambiguity and pessimism are needed. This paper critically evaluates these claims, arguing that a rational policy process must be Bayesian in order to avoid paradoxical, even absurd, recommendations, such as policies th...