Yeager was born , 1923, to farming parents Susie Mae and Albert Hal Yeager in Myra, West Virginia, and graduated from high school in Hamlin, West Virginia, in June 1941.
The name "Yeager" () is an Anglicized form of the German name Jäger or Jaeger (German: "hunter").