While at Tulane, Hilliard rushed for 2,948 yards and 30 touchdowns and caught 70 passes for 740 yards and four touchdowns over the course of four seasons (47 games). As a senior, Hilliard was third in the American Athletic Conference with 1,091 rushing yards and rushed for 12 touchdowns and was named second-team All-AAC.
