 Sue Elvie Bailey was born on August 26, 1903, in Pine Bluff, Arkansas, to Reverend Isaac and Susie (née Ford) Bailey.She attended primary school at Nannie Burroughs' School for Girls in Washington, D.C.In 1920, she graduated from the college preparatory school, Spelman Seminary (now Spelman College) in Atlanta, Georgia.