In this paper, we validate the performance of the MKMV EDF credit measure in its timeliness of default prediction, ability to discriminate good firms from bad firms, and accuracy of levels, with a focus on U.S. markets. We focus on the period 1996-2004 for most of our tests. Wherever possible, we compare the performance to that of other popular alternatives like agency ratings, Z-Scores, and a ...