Child was born Julia Carolyn McWilliams in Pasadena, California, the daughter of John McWilliams, Jr., a Princeton University graduate and prominent land manager, and his wife, the former Julia Carolyn ("Caro") Weston, a paper-company heiress whose father, Byron Curtis Weston, served as lieutenant governor of Massachusetts.
Child grew up with a cook who served her family.