It was one of the last tracks to be recorded for her fourth album, "Let's Get to It".
Prvi LP glasbene skupine Chairmen of the Board, poimenovan po njih samih, je vključeval tudi singl; po uspehu pesmi so LP "Chairmen of the Board" ponovno izdali pod imenom "Give Me Just a Little More Time".