Bill Cosby's real-life daughter, Ensa Cosby, makes a guest appearance in this episode as one of the girls playing the drinking game with Vanessa. She says, "Come on, Vanessa, you too."
An alternate title considered for this episode was "Nobody Ever Wins," taken from the end caption of the movie None But the Brave (1965).