Fairfield and her two sisters entered the George Watson's Ladies College, after which Fairfield was accepted into the Edinburgh Medical College for Women, an extramural school for the University of Edinburgh.
In 1907, Fairfield graduated MB ChB, and was awarded her MD degree in 1911.