Arranged By [Horns] – Ricky ReedBass – Ricky ReedCo-producer [Additional production] – Terrace MartinDrums – Victor IndrizzoEngineer – Bill Malina, Patrick KehrierEngineer [Assistant] – James Kirk (14), Piece Eatah, Trey PearceFlute – LizzoGlockenspiel – Ricky ReedGuitar – Nate Mercereau, Ricky ReedMastered By – Michelle ManciniMixed By – Manny MarroquinMixed By [Assistant] – Anthony Vilchis, Trey Station, Zach PereyraPercussion – Victor IndrizzoPiano – Ricky ReedProducer – Blake Slatkin, Ricky ReedProgrammed By – Blake Slatkin, Ricky ReedSaxophone – Jesse McGintySynthesizer – Ricky ReedTrombone – Jesse McGintyTrumpet – Michael CordoneVocals – LizzoVocals [Additional] – Blake Slatkin, Chawntá Van, Doshiniq Green, Myke Wright, Ricky Reed, Shelbeniece SwainVocoder – Terrace MartinWritten-By – Blake Slatkin, Eric Frederic, Larry Price, Malcolm McLaren, Melissa "Lizzo" Jefferson*, Ronald Larkins, Stephen Hague, Theron Makiel Thomas*

Engineer – Benny Blanco (3), ILYA*, Patrick KehrierInstrumentation By, Programmed By – Benny Blanco (3), Blake Slatkin, ILYA*, Max Martin, Pop WanselKeyboards – Benny Blanco (3), Blake Slatkin, ILYA*Mastered By – Michelle ManciniMixed By – Serban GheneaMixed By [Assistant Mix Engineer] – Bryce BordoneProducer – Benny Blanco (3), Blake Slatkin, ILYA*, Max Martin, Pop WanselVocals – Lizzo, Max MartinWritten-By – Adam Keefe Horovitz*, Andrew Wansel, Benjamin Levin, Blake Slatkin, Ilya Salmanzadeh, Max Martin, Melissa "Lizzo" Jefferson*, Rick Rubin, Theron Makiel Thomas*

Arranged By, Programmed By, Guitar, Bass, Percussion, Drums, Backing Vocals – ILYA*, Max MartinDrums, Percussion, Guitar – Peter Karlsson (4)Engineer – Sam HollandGuitar, Bass – Rickard GöranssonMastered By – Michelle ManciniMixed By – Serban GheneaMixed By [Assistant Mix Engineer] – Bryce BordoneOrgan, Piano – Johan Carlsson (4)Producer – ILYA*, Max MartinWritten-By – Ilya Salmanzadeh, Max Martin, Melissa "Lizzo" Jefferson*, Peter Svensson (9), Savan Kotecha

Mastered By – Michelle ManciniMixed By – Serban GheneaMixed By [Assistant Mix Engineer] – Bryce BordonePiano – Jasper HarrisProducer – Blake Slatkin, Omer FediRecorded By [Vocals] – Patrick KehrierWritten-By – Blake Slatkin, Joseph Wayne McVey*, Melissa "Lizzo" Jefferson*, Mike Dean, Omer Fedi

Arranged By [Horns] – Lemar GuillaryBass – Ricky ReedEngineer – Bill Malina, Damien Lewis, Ian Kirkpatrick, Patrick KehrierGuitar – Daoud*Instrumentation By, Programmed By – Daoud*, Ian Kirkpatrick, Max Martin, Pop Wansel, Ricky ReedKeyboards – Daoud*, Ian Kirkpatrick, Pop WanselMastered By – Michelle ManciniMixed By – Serban GheneaMixed By [Engineered For Mix] – Bryce BordonePiano, Electric Piano [Rhodes] – Daoud*Producer – Daoud*, Ian Kirkpatrick, Max Martin, Pop WanselProducer [Vocals] – Max MartinProgrammed By [Additional Programming] – ILYA*Saxophone – Daoud*, Donald Hayes (2)Trombone – Lemar GuillaryTrumpet – Michael CordoneVocals – LizzoWritten-By – Andrew Wansel, Daoud Anthony, Ian Kirkpatrick, Max Martin, Melissa "Lizzo" Jefferson*, Theron Makiel Thomas*

Arranged By [Strings] – Larry Gold, Mark RonsonBass – Nick MovshonCo-producer [Additional production] – Ricky ReedConductor – Larry GoldGuitar – Tommy "TNT" Brenneck*Keyboards – Leon Michels, Mark RonsonMastered By – Michelle ManciniMixed By – Manny Marroquin, Ricky ReedMixed By [Additional] – Ricky ReedMixed By [Assisted] – Anthony Vilchis, Trey Station, Zach PereyraProducer – Mark RonsonRecorded By – Jacob Ferguson*, Jens Jungkurth, Patrick KehrierRecorded By [Strings] – Jeff ChestekSaxophone – Ian Hendrickson-SmithTrombone – Raymond J Mason*Trumpet – Dave GuyViola – Jonathan Kim (2), Yoshihiko NakanoViolin – Blake Espy, Chris Jesel, Emma Kummrow, Gared Crawford, Luigi Mazzocchi, Natasha ColkettWritten-By – Booker T. Jones, Lauryn Hill, Leon Michels, Mark Ronson, Melissa "Lizzo" Jefferson*, Nick Movshon, Thomas Brenneck, William Bell

Arranged By [Horns] – Lemar GuillaryBass – Ricky ReedCo-producer [Additional production] – Nate MercereauDrums – Thomas Pridgen, Victor IndrizzoEngineer – Bill Malina, Damien Lewis, Ian Kirkpatrick, Patrick KehrierGuitar – Nate MercereauInstrumentation By, Programmed By – Ian Kirkpatrick, Pop Wansel, Ricky ReedKeyboards – Ian Kirkpatrick, Pop Wansel, Ricky ReedMastered By – Michelle ManciniMixed By – Manny MarroquinMixed By [Mix Assisted By] – Anthony Vilchis, Trey Station, Zach PereyraPercussion – Victor IndrizzoProducer – Ian Kirkpatrick, Pop Wansel, Ricky ReedSaxophone – Donald Hayes (2)Trombone – Lemar GuillaryTrumpet – Michael CordoneVocals – LizzoWritten-By – Andrew Wansel, Eric Frederic, Ian Kirkpatrick, James Johnson (8), Melissa "Lizzo" Jefferson*, Theron Makiel Thomas*

Co-producer – Ricky ReedEngineer – Damien Lewis, Ian Kirkpatrick, Patrick KehrierGuitar – Daoud*, Nate MercereauInstrumentation By, Programmed By – Ian Kirkpatrick, Pop Wansel, Ricky ReedKeyboards – Ian Kirkpatrick, Pop Wansel, Ricky ReedMastered By – Michelle ManciniMixed By – Manny MarroquinMixed By [Mix Assisted By] – Anthony Vilchis, Trey Station, Zach PereyraProducer – Ian Kirkpatrick, Pop WanselVocals – LizzoWritten-By – Alton Taylor, Andrew Wansel, Claydes Smith, Daoud Anthony, Dennis Ronald Thomas*, Emily Warren, Eric Frederic, George Melvin Brown*, Ian Kirkpatrick, Melissa "Lizzo" Jefferson*, Richard Westfield, Robert E Bell*, Robert Spike Mickens, Ronald Bell

Arranged By [Horns] – Jerry HeyBacking Vocals – Jonathan Bellion*, Michael Pollack (5), Theron ThomasEngineer – Stefan JohnsonEngineer [Assistant] – Patrick KehrierEngineer [Horns] – Andrew HeyKeyboards – Jordan Johnson (2), Michael Pollack (5)Mastered By – Michelle ManciniMixed By – Manny MarroquinMixed By [Mix Assisted By] – Anthony Vilchis, Trey Station, Zach PereyraProducer – The Monsters & StrangerzProgrammed By, Instruments – Jordan K Johnson*, Stefan JohnsonSaxophone – Dan HigginsTrombone – Andy MartinTrumpet – Wayne BergeronWritten-By – Jonathan Bellion*, Jordan K Johnson*, Melissa "Lizzo" Jefferson*, Michael Pollack (5), Stefan Johnson, Theron Makiel Thomas*

Acoustic Guitar – Nate MercereauBass Guitar – Nate MercereauDrum Programming – Kid HarpoonDrums – Nate MercereauElectric Guitar – Nate MercereauEngineer – Jeremy HatcherEngineer [Assistant] – Nate Ramer, Patrick Kehrier, Tom PeltierMastered By – Michelle ManciniMellotron – Kid HarpoonMixed By – Manny MarroquinMixed By [Mix Assisted By] – Anthony Vilchis, Trey Station, Zach PereyraPiano – Kid Harpoon, Nate MercereauProducer – Kid Harpoon, Nate MercereauSynth – Kid HarpoonVocals – LizzoWritten-By – Amy Allen (3), Kid Harpoon, Melissa "Lizzo" Jefferson*, Nate Mercereau

Arranged By [Strings] – Ray ChewCello – Adrianne Woods, Ryan CrossContractor [Strings] – Jaynell GraysonEngineer – Bill Malina, Patrick KehrierEngineer [Assistant] – Ira GrylackMastered By – Michelle ManciniMixed By – Manny MarroquinMixed By [Mix Assisted By] – Anthony Vilchis, Trey Station, Zach PereyraOther [Strings Music Preparation] – Jon KubisProducer – Chris Key*, Quelle Chris, Ricky ReedProgrammed By – Ricky ReedViola – Chris Woods (2), Jarvis Benson, Jonah Sirota, Leah KatzViolin – Charlie Bisharat, Daphne Chen, Jenny Takamatsu, Marisa Kuney, Melissa Reiner, Radu Pieptea, Richard Adkins, Songa LeeVocals [Additional] – Quelle ChrisWritten-By – Chris Martin, Christian DeVivo, Eric Frederic, Gavin "Quelle" Chris Tennille*, Guy Berryman, Jonny Buckland*, Melissa "Lizzo" Jefferson*, Nate Mercereau, Will Champion