Born in Elmira, New York, Hutchinson played varsity football and baseball and ran track at Princeton University. In football, he was a quarterback and later played the position as a player-coach for the Greensburg Athletic Association, an early professional football team out of Greensburg, Pennsylvania, in 1900.