The Collaborators. Composer Frederick Loewe, left, and lyricist Alan Jay Lerner, right, wrote My Fair Lady together. The new title, My Fair Lady, was taken from the last line of the nursery rhyme "London Bridge Is Falling Down" and appears nowhere in the musical.