McArthur was born on August 19, 1956 to a lower-class family from Boston, Massachusetts, USA. He was extremely smart and diligent in his academic studies. As such, he was offered a spot to attend West Point Military Academy by Senator Ted Kennedy in 1972. After spending four years studying, he graduated in 1976 alongside his close personal friend, Stanley McChrystal.