Costs of equity for individual firms are estimated in a Bayesian framework
using several factor-based pricing models. Substantial prior uncertainty ab
out mispricing often produces an estimated cost of equity close to that obt
ained with mispricing precluded, even for a stock whose average return depa
rts significantly from the pricing model's prediction. Uncertainty about wh
ich pricing model to use is less important, on average, than within-model p
arameter uncertainty. In the absence of mispricing uncertainty, uncertainty
about factor premiums is generally the largest source of overall uncertain
ty about a firm's cost of equity, although uncertainty about betas is nearl
y as important.