 Raney was born in Carrollton, Kentucky, to William Wallace and Katherine Raney.Without having attended high school, he obtained his Bachelor's degree in Mechanical Engineering from the University of Kentucky in 1909.Following his graduation he became a teacher at the Eastern Kentucky State Normal College and was also in charge of the heating and lighting facilities there until 1910.