Judy Norton was the U.S. national junior 100-meter backstroke champion in 1961 and a member of the national indoor championship 4 x 100-yard freestyle relay team for the American Swim Team in 1962 and 1963. She was a member of the U.S. Pan-American Games Swim Team, and was named Athlete of the Year by the Cleveland Athletic Club in 1963.