In this paper, we combine revealed preference and survey data on attribute importance to estimate parameters that represent average perceived differences in the quality and convenience of competing health benefit plans. We find that consumers do not perceive differences in provider quality across options, though they do perceive differences related to waiting time and access to specialists. In order to validate our approach, we estimate parameters representing perceived premiums and compare the estimates to actual premium differences.