Carter was born in Atlanta in 1899, the daughter of William Alphaeus Hunton, Sr. (founder of the black division of the Y.M.C.A.) and Addie Waites Hunton (a social worker); both were college educated.
Eunice graduated from Smith College in Northampton, Massachusetts, receiving a Bachelor's and a Master's degree.