Drums, Keyboards, Producer, Programmed By, Recorded By – David GamsonEngineer [Assistant] – Daniel Zaidenstadt, Dave Rowland, Ghazi HouraniGuitar – David Gamson, Scott HarrisMixed By – Manny MarroquinMixed By [Assistant] – Chris Galland, Ike SchultzWritten-By – David Gamson, Emily Warren, Scott Harris

Backing Vocals – Ricky ReedEngineer – AxidentEngineer [For Mix] – John HanesFeaturing – 2 ChainzGuitar – Rickard Göransson, Ricky ReedMixed By – Serban GheneaProducer, Programmed By, Recorded By – Axident, Ricky ReedRecorded By [2 Chainz Vocals] – Jack Brown Written-By – Andreas Schuller, Chloe Angelides, Eric Frederic, Gamal Lewis*, Jacob Kasher Hindlin*, Jessica Cornish, Rickard Göransson, Tauheed Epps

Engineer – Daniel ZaidenstadtMixed By – Manny MarroquinMixed By [Assistant] – Chris Galland, Ike SchultzProducer – Diplo, The Picard Brothers*Programmed By – Picard BrothersWritten-By – Alessia Degasperis Brigante*, Clément Picard, James Somani, Jessica Cornish, Maxime Picard, Thomas Pentz*, Yonatan Ayal

Backing Vocals – Chonita Gillespie*, Ilya*, Joi Gilliam, Rickard Göransson, Taura StinsonBass, Guitar – Rickard GöranssonDrums, Edited By [Vocals], Engineer [Vocals] – Peter Carlsson Engineer – Sam HollandEngineer [Assistant] – Cory BiceEngineer [For Mix] – John HanesEngineer [Jessie J's Vocals, Assistant], Producer [Jessie J's Vocals, Assistant] – Paul NorrisKeyboards – Johan Carlsson , Max Martin, Rickard GöranssonMixed By – Serban GheneaPercussion – Peter Carlsson , Rickard GöranssonPerformer – Ariana Grande, Jessie J, Nicki MinajProducer – Max Martin, Rickard GöranssonProgrammed By – Ilya*, Max Martin, Rickard GöranssonWritten-By – Max Martin, Onika Maraj, Rickard Göransson, Savan Kotecha

Arranged By [Strings], Bass, Guitar, Keyboards, Mixed By, Percussion, Producer, Programmed By – Steve BookerBacking Vocals – Jessie JCello – Adrian Bradbury, Ivan McCready, Joy Hawley, Sophie HarrisConductor [Orchestra] – Audrey RileyDrums – Derrick McKenzieEngineer – Daniel ZaidenstadtEngineer [Assistant], Programmed By [Additional] – Antonio Rizzello, Smit Leader [Orchestra] – Chris TomblingRecorded By [Drums] – Arek KoperaRecorded By [Strings] – Gary Thomas Viola – Andy Parker*, Bridget Carey, Peter Lale, Sue DenchViolin – Boguslav Kostecki*, Cathy Thompson, Chris Tombling, Clare Thompson, Fenella Barton, Greg Warren Wilson, Ian Humphries, Joan Atherton, Jon Hill*, Kathy Gowers, Laura Melhuish, Leo Payne, Nick Barr, Richard George, Roland Roberts, Warren ZielinskiWritten-By – John Newman , Steve Booker

Backing Vocals, Instruments [All] – William Wiik LarsenMixed By – Manny MarroquinMixed By [Assistant] – Chris Galland, Ike SchultzProducer – Will IDapProducer [Vocals, Additional] – Jenna AndrewsWritten-By – Elle Varner, Jenna Andrews, William Wiik Larsen

Edited By [Logic And Pro-Tools] – Scott RoeweEngineer – Daniel Zaidenstadt, Josh AlexanderInstruments [All], Producer, Programmed By – Josh AlexanderMixed By – Manny MarroquinMixed By [Assistant] – Chris Galland, Ike SchultzWritten-By – Britt Burton*, Emily Warren, Josh Alexander

Coordinator [Production] – Donnie Meadows, Tanisha BroadwaterFeaturing – De La SoulMixed By – Manny MarroquinMixed By [Assistant] – Chris Galland, Ike SchultzMusic By [All] – Oak , Pop*Producer – @Oakwud*, @Popwansel*Written-By – Andrew Wansel, David Jolicouer*, George Clinton, Jessica Cornish, Kelvin Mercer, Philippe Wynn*, Warren Felder

Engineer [Assistant], Recorded By [Assistant] – Daniel Zaidenstadt, Dave RowlandMixed By – Tony MaseratiProducer, Recorded By – Jonas JebergWritten-By – Jason Evigan, Jessica Cornish, Jonas Jeberg, Sean Douglas

Engineer – Andrew Wuepper, Brian "B-Luv" Thomas, Pat ThrallEngineer [Assistant] – Jordan LewisFeaturing – Lindsey StirlingMixed By – Manny MarroquinMixed By [Assistant] – Chris Galland, Ike SchultzProducer – C. "Tricky" Stewart*, Godz Of Analog, Terius "The-Dream" Nash*Programmed By, Sequenced By [All] – C. "Tricky" Stewart*, Pat Thrall, Terius "The-Dream" Nash*Written-By – Christopher A. Stewart*, Terius "The-Dream" Nash*

Backing Vocals – Courtney HarrellKeyboards, Programmed By – Lifted , Louis BiancanielloMixed By – Manny MarroquinMixed By [Assistant] – Chris Galland, Ike SchultzProducer – Lifted , Louis Biancaniello, Ryan VojtesakRecorded By – Louis BiancanielloWritten-By – Corey Rooney*, Louis Biancaniello, Ryan Vojtesak, Sevyn Streeter, Stephan Taft

Arranged By [Strings], Piano – Steve Mac Engineer – Chris Laws, Dann Pursey*Engineer [Assistant] – Dave RowlandEngineer [For Mix] – John HanesMixed By – Serban GheneaProducer – Kuk Harrell, Steve Mac Written-By – Jessica Cornish, Steve Mac , Wayne Hector

Mixed By – Manny MarroquinMixed By [Assistant] – Chris Galland, Ike SchultzProducer – Kuk Harrell, The DFRNSRecorded By [All Instruments] – H. Huijsman*, M. Cacciapuoti*Written-By – Hiddie Huijsman, Jessica Cornish, Kuk Harrell, Massimo Cacciapuoti, Michael Van Der Zanden

Engineer [For Mix] – John HanesEngineer [Vocals] – Jonathan Sher, Kassa Guitar – Ammo , Kevin Figs, Matt Beckley, O.C. Mixed By – Serban GheneaProducer – Ammo Producer [Additional] – Kevin Figs, O.C. Producer [Vocals] – Claude KellyWritten-By – Claude Kelly, Jessica Cornish, Joshua Coleman

Engineer [Assistant] – Dave RowlandMixed By – Manny MarroquinMixed By [Assistant] – Chris Galland, Ike SchultzProducer – Kuk HarrellWritten-By – Jessica Cornish, Lewis Allen