Bayesian Analysis (2006) 1, Number 3, pp. 515–533 Prior distributions for variance parameters in hierarchical models Andrew Gelman Department of Statistics and Department of Political Science Columbia University Abstract. Various noninformative prior distributions have been suggested for scale parameters in hierarchical models. We construct a new folded-noncentral-t family of conditionally conjuga