Albright won the silver medal at the 1952 Olympics. She won her first World title in 1953, silver in 1954, a second gold medal in 1955, and her fourth medal, silver, in 1956. In 1955 she recorded a triple— winning the US, North American and World Championships that year. She managed to do this while enrolled as a full-time pre-med student at Radcliffe College.