Dodd was quarterback for the University of Tennessee football team from 1928 to 1930. He played for its coach, Robert Neyland. Dodd wanted to play for Georgia Tech but was not offered a scholarship. In the games that Dodd started at Tennessee, they had a record of 27–1–2.