William Harvey Mitchell was born on December 20, 1885 in Greensboro, North Carolina. Mitchell was a blacksmith and laborer who worked and lived in Morehead (Guilford County), North Carolina; Greensboro, North Carolina; Magnolia, West Virginia; and Washington, D.C., throughout the course of his life.