Since January 2006 all Medicare beneficiaries have been eligible to obtain outpatient prescription drug coverage through private stand-alone drug plans (PDPs). We estimate a model of beneficiary demand for PDPs and use it to compute the loss of consumer surplus due to tightening PDP formularies...