Starfield studied medicine between 1954 and 1959 at the State University of New York Downstate Medical Center and graduated magna cum laude. She specialized in pediatrics between 1959 and 1962 at the Johns Hopkins Hospital. She obtained her Masters in Public Health in 1963 at the Johns Hopkins University School of Hygiene and Public Health.
