We propose the use of Bayesian estimation risk preferences individuals for applications behavioral welfare economics to evaluate observed choices that involve risk. provides more systematic control informative priors over inferences about each individual in a sample. demonstrate these methods make difference rigorous normative evaluation decisions case study insurance purchases. also show hiera...