The only child of James Robert Anderson, a medical practitioner, and Mary Kendall,[2] Phyllis Anderson was born in Petersham, New South Wales and educated at the Methodist Ladies' College in Burwood. Anderson entered the faculty of medicine and went on to earn an MB and a ChM at the University of Sydney, graduating in 1925.[3]