Phillips graduated from Union High School in 1922 at the age of fifteen. Intending to become an educator, Phillips studied mathematics at Oakland City College in Indiana, where she earned a bachelor of arts degree in 1926. Afterwards, Phillips taught at her former high school for two years before entering graduate school.