Fincher was head coach of a college football team for one season. In 1921, he led the William & Mary Indians football team to a 4–3–1 record. In 1925, he joined Georgia Tech's coaching staff as a line coach, replacing Fay Wood. He was still a line coach for the school through 1927.
