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- A&R - Keith Naftaly
- Design - Anita Marisa Boriboon
- Design - Sia
- Design [Font Created By] - Zöe Zag
- Engineer - Greg Kurstin
- Engineer - Jesse Shatkin (A1 to B7, B9 to C12)
- Engineer [Additional] - Alex Pasco
- Engineer [Additional] - Julian Burg (A1 to B7, B9 to C12)
- Executive-Producer, Photography By, Art Direction - Sia
- Management [Crush Music] - Bob McLynn (2)
- Management [Crush Music] - David Russell (6)
- Management [Crush Music] - Jonathan Daniel
- Mastered By - Emily Lazar
- Mastered By [Assistant] - Rich Morales
- Mastered By [Mastered For Vinyl By] - Tobin Jones
- Mixed By - Manny Marroquin (A1, A2, A4, B8, C12)
- Mixed By [Assistant] - Chris Galland (A1, A2, A4, B8, C12)
- Mixed By [Assistant] - Delbert Bowers (A1, A2, A4, B8, C12)
- Performer [Italian Stallion] - Joe Riccitelli
- Production Manager - Rachel Kurstin
