This report explores the relationship between the current scoring of data for applicants to the U.S. Military Academy at West Point and two subsequent outcomes: probability of graduating and probability of officer promotion. Using a series of logistic regression models and a boosted logistic regression, the results suggest that that the current candidate scoring system as the primary basis for admission decisions at West Point is effective.