"Greatest Hits: My Prerogative" included three new tracks: "My Prerogative", "I've Just Begun (Having My Fun)" and "Do Somethin'", all of them produced by Bloodshy & Avant.
Seznam pesmi s kompilacije so uradno izdali 13. septembra 2004.