Baker was born and raised in a musical household in Yale, Oklahoma; his father, Chesney Baker, Sr., was a professional guitar player, and his mother, Vera (née Moser) was a talented pianist who worked in a perfume factory.[5] Baker began his musical career singing in a church choir. His father introduced him to brass instruments with a trombone, which was replaced with a trumpet when the trombone proved too large.