After working in the Cleveland, Ohio, recreation department the following year, he was hired as an assistant at Kent State University in 1948. He spent eleven seasons with the Golden Flashes until accepting an assistant coaching position with the Baltimore Colts in 1959 under head coach Weeb Ewbank. During that first season at the professional level, McCafferty was part of the Colts' second straight championship team.