 Burke attended Winston-Salem State University before graduating in 1924 from the St. Agnes Training School for Nurses in Raleigh.She married a childhood friend, Durant Woodward, in 1928, although the marriage ended with his death less than a year later.She later moved to Harlem to work as a private nurse.