Alexander played football under John Heisman and was appointed captain of the "scrubs." In his senior year he played in the Georgia and Clemson games long enough to win a letter. Alexander graduated from Georgia Tech in 1912 with a degree in civil engineering. Valedictorian of his class, he was also a brother of the Kappa Sigma fraternity.