Mixed By – Jaycen JoshuaMixed By [Assistant] – Maddox Chhim*, Ryan KaulProducer – The Family Recorded By – Nate Alford*Written-By – Anton Malmberg Hård Af Segerstad, Joy Deb, Linnéa Deb*, Maurice "Verse" Simmonds*

Horns – Daniel KyriakidesMastered By – Tom CoyneMixed By – Jaycen JoshuaMixed By [Assistant] – Maddox Chhim*, Ryan KaulProducer [Vocals] – Taylor ParksProducer, Programmed By – Daylight , Joe London, Ricky ReedRecorded By – Daniel Zaidenstadt, Daylight , Joe London, Ricky ReedWritten-By – Daniel Kyriakides, Eric Frederic, Gamal "Lunchmoney" Lewis, J. Kasher*, Joe Spargur, Taylor Parks

Backing Vocals [Additional] – Meghan TrainorBacking Vocals, Lead Vocals – Fifth HarmonyEngineer – Andrew Hey, Jonas JebergInstruments [All], Producer – Jonas JebergMixed By – Jaycen JoshuaMixed By [Assistant] – Maddox Chhim*, Ryan KaulProducer [Vocals] – Harvey Mason, Jr.*, Jonas JebergWritten-By – Jonas Jeberg, Meghan Trainor, Sean Douglas

Co-producer, Saxophone – Ori KaplanExecutive-Producer – Danny D*, Tim Blacksmith Featuring – Kid InkInstruments [All Other] – Mikkel S. Eriksen, Tor Erik HermansenMixed By – Jaycen JoshuaMixed By [Assistant] – Maddox Chhim*, Ryan KaulProducer – StarGate Recorded By – Mike Anderson , Mikkel S. Eriksen, Miles WalkerWritten-By – Mikkel S. Eriksen, Ori Kaplan, Priscilla Rene*, Tor Erik Hermansen

Coordinator [Production] – Irene RichterEngineer – Christopher "Tito JustMusic" Trujillo, Clint GibbsEngineer [Assistant] – Cameron Montgomery, Matts Larson, Rachael FindlenEngineer [For Mix] – John HanesInstruments [All], Producer, Programmed By – Cirkut*, Dr. LukeMastered By – Chris GehringerMixed By – Serban GheneaProducer [Vocals, Additional] – Tommy Parker Written-By – Henry Walter, Lukasz Gottwald, Theron Thomas

Mixed By – Jaycen JoshuaMixed By [Assistant] – Maddox Chhim*, Ryan KaulProducer – Tommy Brown , Travis SaylesRecorded By – Christopher "Tito JustMusic" TrujilloWritten-By – Shane Stevens, Victoria Monét*

Engineer, Mixed By – Samuel KalandjianFeaturing – TygaProducer – JR Rotem*Written-By – Jermaine Dupri, JR Rotem*, Justin Tranter, Manuel Seal, Jr.*, Mariah Carey, Michael Ray Nguyen-Stevenson*, Raja Kumari

Mastered By – Tom CoyneMixed By – Jean-Marie HorvatProducer – T-CollarProducer [Vocals] – Victoria Monét*Recorded By – Benjamin Rice*, Daniel Zaidenstadt, T-CollarRecorded By [Assistant] – Bradford H. Smith*Written-By – Brit Burton*, Emily Warren, James Abrahart*, Tinashe Sibanda*, Victoria Monét*

Backing Vocals, Mixed By, Musician, Programmed By – Julian BunettaProducer [Vocals] – Victoria Monét*Recorded By – Daniel Zaidenstadt, Julian BunettaRecorded By [Assistant] – Henrique AndradeWritten-By – J. Kasher*, Julian Bunetta, Victoria Monét*

Mixed By – Jaycen JoshuaMixed By [Assistant] – Maddox Chhim*, Ryan KaulPiano – Kyle TownsendProducer – Chris "Flict" AparriRecorded By – Aldo LehmanRecorded By [Assistant] – Brandon WoodWritten-By – Chris "Flict" Aparri, Meghan Trainor

Keyboards [Additional] – DJ CamperMastered By – Tom CoyneMixed By – Jaycen JoshuaMixed By [Assistant] – Maddox Chhim*, Ryan KaulProducer – Tommy "Tbhits" Brown*Recorded By – Daniel ZaidenstadtRecorded By [Assistant] – Tim McClain Written-By – Kyle "K2" Stewart II*, Victoria Monét*Written-By ["A Dream" Portion] – Jordan Etterlene*

Engineer [Additional/Assistant] – Daniela RiveraMixed By – Phil TanProducer – Chris "Flict" AparriProducer [Vocals] – Andre Merritt, Breana Marin, Priscilla Rene*, Taylor ParksRecorded By – Aldo LehmanWritten-By – Andre Merritt, Breana Marin, Chris "Flict" Aparri, Priscilla Rene*

Guitar – Edgar "JV" Etienne*Mixed By – Jaycen JoshuaMixed By [Assistant] – Maddox Chhim*, Ryan KaulProducer – Harmony SamuelsRecorded By – Brian B-Luv Thomas*Written-By – Donald Markowitz, Franke Previte, Harmony Samuels, John Denicola, Theron Thomas

Featuring, Written-By – Meghan TrainorMixed By – Jaycen JoshuaMixed By [Assistant] – Maddox Chhim*, Ryan KaulProducer – Chris "Flict" AparriProducer [Vocals] – Meghan Trainor, Taylor ParksRecorded By – Aldo Lehman, Christopher "Tito JustMusic" Trujillo