At West Point, under coach
Earl Blaik, Davis played
fullback in his freshman season. Blaik moved him to
halfback for his three varsity seasons, while
Doc Blanchard took over at fullback. With Davis and Blanchard, Army went 27–0–1 in 1944, 1945, and 1946. Davis was nicknamed "Mr. Outside", while Blanchard was "Mr. Inside". Davis averaged 8.3 yards per carry over his career and 11.5 yards per carry in 1945; both results are records which still stand today. Davis led the nation in 1944 with 120 points. He scored 59 touchdowns, including eight on his freshman squad, in his career. His single-season mark of 20 touchdowns stood as a record for 10 years. Blanchard and he set a then-record 97 career touchdowns by two teammates. (The record was broken by
USC backs
Reggie Bush and
LenDale White, who had 99 career touchdowns.) In 2007, Davis was ranked No. 13 on
ESPN's list of Top 25 Players in College Football History. For all three varsity years at West Point, Davis was a "consensus"
All-America player (that is, selected by all the different groups picking All-America teams). In 1944, he won the
Maxwell Award and the
Walter Camp Trophy, and was runner-up for the
Heisman Trophy. In 1945, he was again runner-up for the Heisman (won by his teammate Blanchard). In 1946, he won the Heisman and was named the
Associated Press Male Athlete of the Year. In 1961, Davis was inducted into the
College Football Hall of Fame. Davis also starred in
baseball,
basketball, and
track at West Point. ==After West Point==