- Production
- Madonna – producer
- Mirwais Ahmadzaï – producer (except "Your Honesty")
- Dallas Austin – producer ("Your Honesty")
- Ray Carroll – additional production; remixer ("American Life", "Love Profusion")
- Mount Sims – additional production; remixer ("Nobody Knows Me")
- Jason Nevins – additional production; remixer ("Nothing Fails")
- Vin Nigro – additional production ("Nothing Fails")
- Joe "Magic" – additional production ("Nothing Fails")
- Soul Diggaz – remixer ("Into the Hollywood Groove")
- The Passengerz – editor ("Into the Hollywood Groove")
- Chris Giffin – mixing ("Into the Hollywood Groove")
- Pat Kraus – mastering
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- Additional musicians
- Missy Elliott – "Into the Hollywood Groove", "Like a Virgin"/"Hollywood"
- Christina Aguilera – "Like a Virgin"/"Hollywood"
- Britney Spears – "Like a Virgin"/"Hollywood"
- Design
- Bret Healey – art direction
- Kevin Reagan – art direction
- Regan Cameron – photography
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