 Simpson married Meryl Leavell, women's tennis champion at the University of Missouri, in May 1918 after a short engagement.They had a daughter named Phyllis and a son named Robert.Simpson is a charter member of both the National Track and Field Hall of Fame and the University of Missouri Intercollegiate Athletics Hall of Fame.