 Johnson was born in Hopkinsville, Kentucky and moved to Owensboro, Kentucky after her freshman year of high school, graduating from Owensboro High School in 1929.She showed early promise, starring in school plays and singing in churches.After high school, she studied voice at the Nashville Conservatory of Music and sang for radio station WSM in Nashville, Tennessee.