Born in New York City, Pinchot was the daughter of Amos Pinchot, a wealthy lawyer and a key figure in the Progressive Party and Gertrude Minturn Pinchot, the daughter of shipping magnate Robert Bowne Minturn, Jr.
Her parents divorced in 1918.