Predicting Performance at Graduation From Early ACGME Milestone Ratings: Longitudinal Learning Analytics in Professionalism and Communication in Vascular Surgery.

As many as 1 in 4 vascular surgery trainees did not achieve the ACGME vascular surgery Milestones targets for graduation in at least one of the PROF and ICS sub-competencies. Biannual ACGME Milestone assessment ratings of PROF and ICS during early training can be used to predict achievement of competency targets at time of graduation. Early clues to problems in PROF and ICS enable programs to address potential deficits early in training to ensure competency in these essential non-technical skills prior to entering unsupervised practice.