Moore was trained as a longer-distance swimmer, but only 100-metre swimming events were available for women at the 1912 Olympics; she was eliminated in the semi-finals of the women's 100-metre freestyle. At 17 years and 226 days old, she remains the youngest British woman to win an Olympic gold medal; she is also the only Scottish woman to win an Olympic gold medal in swimming.