Jack Cipperly grew up in Madison, in the residential Westside neighborhood. After serving in the Marine Corps, he enrolled at the University of Wisconsin on the G.I. Bill, working as a construction worker part-time. Cipperly continued at the university for his Masters and Ph.D. degrees. By 1967, he was an assistant dean there.