 He trained at a variety of hospitals in Philadelphia and spent six weeks training with Howard Atwood Kelly at Johns Hopkins Hospital.In 1901, Dunton was appointed clinical assistant in the department of Clinical Neurology and in 1903 became an assistant professor in psychiatry at the Johns Hopkins School of Medicine.He retained his faculty position until 1942.