This paper uses a stochastic frontier multiproduct cost function to de
rive hospital-specific measures of inefficiency. The cost function inc
ludes direct measures of illness severity, output quality, and patient
outcomes to reduce the likelihood that the inefficiency estimates are
capturing unmeasured differences in hospital outputs. Models are esti
mated using data from the AHA Annual Survey, Medicare Hospital Cost Re
ports, and MEDPAR. We explicitly test the assumption of output endogen
eity and reject it in this application. We conclude that inefficiency
accounts for 13.6 percent of total hospital costs. This estimate is ro
bust with respect to model specification and approaches to pooling dat
a across distinct groups of hospitals.