Backing Vocals – Andrew Watt (3), Miley CyrusDrums, Percussion – Chad SmithEngineer – Louis Bell (4), Paul LaMalfaEngineer [For Mix] – Geoff Swan, Michael Freeman (13)Guitar, Bass Guitar – Andrew Watt (3)Keyboards – Andrew Watt (3), Louis Bell (4)Mixed By – Mark "Spike" Stent*Piano – Louis Bell (4)Producer – Andrew Watt (3), Louis Bell (4)Vocals – Miley CyrusWritten-By – Ali Tamposi, Andrew Wotman, Louis Bell (4), Miley Cyrus, Ryan Tedder

Arranged By [Strings] – Will Malone*Backing Vocals – Miley CyrusEngineer – Louis Bell (4), Paul LaMalfaEngineer [For Mix] – Geoff Swan, Michael Freeman (13)Engineer [Strings] – Andrew Dudman, Ryan CarlineGuitar, Bass Guitar, Piano, Drums, Percussion – Andrew Watt (3)Mixed By – Mark "Spike" Stent*Producer – Andrew Watt (3), Louis Bell (4)Programmed By, Keyboards – Louis Bell (4)Vocals – Miley CyrusWritten-By – Ali Tamposi, Andrew Wotman, Louis Bell (4), Miley Cyrus, Ryan Tedder

Backing Vocals – Andrew Watt (3), Dua Lipa, Jon Bellion, Michael Pollack (5), Miley CyrusEngineer – Paul LaMalfaEngineer [For Mix] – John HanesFeaturing – Dua LipaGuitar, Bass, Drums – Andrew Watt (3)Keyboards – Andrew Watt (3), The Monsters & StrangerzMixed By – Serban GheneaProducer – Andrew Watt (3), The Monsters & StrangerzProducer [Additional Production] – Jon BellionProgrammed By – The Monsters & StrangerzVocals – Dua Lipa, Miley CyrusWritten-By – Ali Tamposi, Andrew Wotman, Dua Lipa, Jonathan Bellion*, Jordan K. Johnson*, Marcus Lomax, Michael Pollack (5), Miley Cyrus, Stefan Johnson

Backing Vocals – Majid Jordan, Miley CyrusEngineer – Louis Bell (4), Paul LaMalfaEngineer [For Mix] – Geoff Swan, Michael Freeman (13)Guitar, Bass Guitar, Drums – Andrew Watt (3)Keyboards – Andrew Watt (3), Louis Bell (4)Mixed By – Mark "Spike" Stent*Producer – Andrew Watt (3), Louis Bell (4)Programmed By – Louis Bell (4), Paul LaMalfaVocals – Miley CyrusWritten-By – Ali Tamposi, Andrew Wotman, Louis Bell (4), Majid Al-Maskati*, Miley Cyrus

Backing Vocals – Ali Tamposi, Andrew Watt (3), Billy Idol, Miley CyrusBass Guitar, Piano – Andrew WattDrums – Taylor HawkinsEngineer – Paul LaMalfaEngineer [For Mix] – Geoff Swan, Michael Freeman (13)Featuring – Billy IdolKeyboards – Andrew Watt, Happy Perez, Michael Pollack (5)Mixed By – Mark "Spike" Stent*Producer – Andrew Watt (3), Happy PerezProgrammed By – Happy PerezVocals – Billy Idol, Miley CyrusWritten-By – Ali Tamposi, Andrew Wotman, Billy Idol, Michael Pollack (5), Miley Cyrus, Nathan Perez, Ryan Tedder

Backing Vocals – Ali Tamposi, Andrew Watt (3), Ilsey Juber, Miley CyrusDrums, Bass, Guitar – Andrew Watt (3)Engineer – Paul LaMalfaEngineer [For Mix] – John HanesKeyboards – Andrew Watt (3), Louis Bell (4)Mixed By – Serban GheneaProducer – Andrew Watt (3), Louis Bell (4)Vocals – Miley CyrusWritten-By – Ali Tamposi, Andrew Wotman, Ilsey Juber, Jonathan Bellion*, Louis Bell (4), Miley CyrusWritten-By [Portion Of "Edge Of Seventeen"] – Stevie Nicks

Acoustic Guitar – Jennifer DecilveoAcoustic Guitar, Electric Guitar – Leo AbrahamsBacking Vocals – Miley CyrusEngineer [For Mix] – John HanesKeyboards – Andrew Watt (3)Lap Steel Guitar – Ben Lester*Mixed By – Serban GheneaProducer – Andrew Watt (3), Mark Ronson, Take A DaytripProgrammed By – Riccardo DamianProgrammed By, Keyboards – Take A DaytripProgrammed By, Percussion, Keyboards – Mark RonsonRecorded By – Andrew Wyatt, Riccardo DamianRecorded By [Assistant] – Lizzie ArnoldVocals – Miley CyrusWritten-By – Caitlyn Smith, Jennifer Decilveo, Miley Cyrus

Backing Vocals – Andrew Watt (3), Miley CyrusEngineer – Louis Bell (4), Paul LaMalfaEngineer [For Mix] – Geoff Swan, Michael FreemanGuitar, Bass Guitar, Piano, Drums, Percussion – Andrew Watt (3)Keyboards – Louis Bell (4)Mixed By – Mark "Spike" Stent*Producer – Andrew Watt (3), Louis Bell (4)Programmed By – Louis Bell (4)Vocals – Miley CyrusWritten-By – Ali Tamposi, Andrew Wotman, Louis Bell (4), Miley Cyrus

Backing Vocals – Miley CyrusCo-producer – The Picard Brothers*Directed By [Additional Vocal Direction] – Kenny LagunaDrums – Homer SteinweissEngineer – Jacob Munk, Riccardo Damian, Todd MonfalconeEngineer [For Mix] – Brandon BostEngineer [Vocals] – Paul LaMalfaFeaturing – Joan JettGuitar – Angel OlsenMixed By – Tom ElmhirstMixed By [Mix Assisted By] – Matthew ScatchellProducer – Mark RonsonProgrammed By, Synth – The Picard Brothers*Recorded By [Joan Jett Vocals] – Fader IsthemanSynth – John Caroll Kirby*, Mark RonsonVocals – Miley CyrusWritten-By – Ilsey Juber, Miley Cyrus

Backing Vocals – Miley CyrusCo-producer – Brandon BostDrums – Homer SteinweissEngineer – Jacob Munk, Riccardo Damian, Todd MonfalconeEngineer [Assistant] – Todd Monfalcone, Tyler BeansKeyboards – Teo HalmKeyboards, Programmed By – Brandon BostMixed By – Brandon Bost, Tom ElmhirstProducer – Mark RonsonSynth – John Caroll Kirby*Synth, Guitar – Mark RonsonVocals – Miley CyrusWritten-By – Ilsey Juber, Mark Ronson, Miley Cyrus

Arranged By [String Arrangement] – Andrew WyattCello – Justin KantorDrum Programming – Emilie HaynieEngineer – Andrew Wyatt, Jacob MunkEngineer [For Mix] – John HanesInstruments [All] – Andrew WyattMixed By – Serban GheneaProducer – Andrew Wyatt, Emilie HaynieViola – Mario GotohViolin – Christina Liberis, Marc SzammerWritten-By – Andrew Wyatt, Miley Cyrus

Backing Vocals – Ali Tamposi, Andrew Watt (3), Ilsey Juber, Miley CyrusDrums, Bass, Guitar – Andrew Watt (3)Engineer – Paul LaMalfaEngineer [For Mix] – John HanesFeaturing – Stevie NicksKeyboards – Andrew Watt (3), Louis Bell (4)Mixed By – Serban GheneaProducer – Andrew Wyatt, Louis Bell (4)Vocals – Miley Cyrus, Stevie NicksWritten-By – Ali Tamposi, Andrew Wotman, Ilsey Juber, Jonathan Bellion*, Louis Bell (4), Miley Cyrus, Stephanie Nicks*

Bass – Joe AyoubDrums – Stacy JonesGuitar – Jamie Arentzen, Max BernsteinKeyboards – Mike Schmid (2)Mixed By – Paul David HagerProducer – Stacy JonesWritten-By – Chris Stein, Deborah Harry

Bass – Josh Moreau*Drums – Stacy JonesGuitar – Andrew Watt (3), Jaco Caraco, Jamie ArentzenKeyboards – Mike Schmid (2)Mixed By – Paul David HagerProducer – Stacy JonesWritten-By – Dolores O'Riordan