 On the day of its release, Numan quit his job in a warehouse to become a professional musician.Although it failed to enter the UK singles charts, "That's Too Bad" nonetheless sold relatively well, taking into account the small numbers pressed (4,000) and the lowly status of both label and artist.Numan later said, "The song was written 99% to get a contract.