A versatile track athlete, Moore led the mile relay team to victory and also won individual titles in the 220-yard run and the long jump at the 1954 Indoor Met Championships. In 1955, he was a member of two winning relay teams at the Penn Relays and he won the 100, 200, and long jump at the indoor Met's. As a senior, he won the long jump at the indoor and outdoor IC4A's.