Pickett was born on January 19, 1904 in Beverly, Massachusetts to Lucy Weston, a former schoolteacher and elementary school principal, and George Ernest Pickett, a former seaman.
Pickett received her B.A., summa cum laude, in 1925 and an MA in 1927 both in chemistry from Mount Holyoke.