A descendant of Cyrus Hall McCormick, inventor of the reaper, she was the daughter of a physician, Dr. James Pittman, and Virginia Alice McCormick Pittman. Young Margaret, with her sister Helen and brother James, would often accompany her father in his practice. In 1919, her father died of unsuccessful surgery for appendicitis, leaving instructions that all his children attend Hendrix College in Conway, Arkansas.