Walker's coaching career began in 1926 at Atlantic Christian College, today known as Barton College, in Wilson, North Carolina, where he also played professional baseball for the Wilson Bugs of the Virginia League. In his one year as head football coach, Walker was 6–1–1 and his "Little Christians" (later, "Bulldogs") were scored upon only once. He also had success with the Atlantic Christian basketball and baseball teams.
