Representing the United States, Shipp won two gold medals in less than two years while playing for the basketball team. At the 1963 Pan American Games in São Paulo, Brazil, the U.S. swept the competition en route to a perfect 6–0 record. He averaged 15.0 points per game, the highest on the team, while making 42 field goals and six free throws.