Born in Selma, Alabama, Jordan was nicknamed "Shug" as a child because of his love for sugar cane. A 1932 graduate of Auburn, he lettered in football, basketball, and baseball and was voted the Most Outstanding Athlete in 1932. Jordan was initiated into Theta Chi Fraternity at Auburn, and he started the Delta Beta chapter of Theta Chi at the University of Georgia.