 After serving in the United States Marines during World War II, Arnsparger attended Miami University in Oxford, Ohio, where he played for the Miami football team under coach Woody Hayes and was a member of Sigma Chi Fraternity (Alpha Chapter).He graduated with bachelor's and master's degrees in 1950.After graduating, Arnsparger remained at Miami to begin his coaching career as an assistant under Hayes for the 1950 season.