Whiting was born in Detroit in 1924 into a musical family. Her father, Dick Whiting, was a song writer, and her mother, Eleanor Whiting, managed several performers. She began her recording career while she was still a teenager. Her father had worked with Johnny Mercer, and Mercer wrote songs and recorded with Whiting. Their duet, "Baby It's Cold Outside", was huge hit.