Examined the relationship of race, traditional academic measures (high school GPA and rank, ACT scores), and nonacademic variables (measured by the Bryson Instrument for Noncognitive Assessment, or BINA) to the first-year grades of specially-admitted college students. Found that predictors of college success functioned differently for blacks and whites, and that nonacademic variables measured by BINA offered predictive information. (EV)