parker was born in framingham, massachusetts in 1804 to an orthodox congregational family. his parents were farmers. parker received a b.a. degree from yale university in 1831, and his m.d. degree from the yale medical school, then called medical institution of yale college, in 1834. in january 1834, he completed his theological studies at yale and was ordained as a presbyterian minister.