A nightclub singer in the early 1930s, Baker was a regular on Jack Benny's radio show and appeared in numerous musicals in the '30s and '40s, including George Marshall's The Goldwyn Follies, the Gilbert and Sullivan adaptation The Mikado, the Marx Brothers comedy At The Circus, and George Sidney's The Harvey Girls.