George Way Harley was born in Asheville, North Carolina on 8 August 1894 to George Gamewell Harley (1862-1925), a Methodist minister, and Lillie Way Harley.
In 1924, Harley applied successfully for a position at the Methodist Episcopal church mission in Ganta, Liberia.