Bass – MonoNeonGuitar, Synthesizer – Jon BrionProducer – Jon Brion, Mac MillerRecorded By – Eric Caudieux, Greg Koller, Victor WainsteinRecorded By [Assistant] – Ben Fletcher (3), Ben Sedano, John Armstrong, Rouble KapoorWritten-By – Jon Brion, Mac Miller

Producer – Guy Lawrence (3)Producer [Additional Production] – Jon BrionRecorded By – Guy Lawrence (3)Written-By – George Forrest, Guy Lawrence (3), Mac Miller, Robert Wright*

Bass – Wendy MelvoinDrums – Matt ChamberlainGuitar – Jon Brion, Wendy MelvoinKeyboards – Jon BrionProducer – Jon Brion, Mac MillerRecorded By – Eric Caudieux, Greg Koller, Victor WainsteinRecorded By [Assistant] – Rouble KapoorWritten-By – Mac Miller

Backing Vocals [Uncredited] – Ariana GrandeDrums, Horns, Strings – Shea TaylorKeyboards – Jon BrionProducer – Jon Brion, Shea TaylorRecorded By – Eric Caudieux, Greg Koller, Josh Berg, Shea Taylor, Victor WainsteinRecorded By [Assistant] – Ben Fletcher (3), Ben Sedano, John Armstrong, Rouble KapoorSynthesizer – Jon Brion, Shea TaylorWritten-By – Mac Miller, Shea Taylor

Bass – Mac MillerDrums – Jon Brion, Tony Royster Jr.Producer – Jon Brion, Mac MillerRecorded By – Eric Caudieux, Greg Koller, Victor WainsteinWritten-By – Arthur Lee

Guitar – Wendy MelvoinKeyboards, Bass – Jon BrionProducer – DAVID x ELI*, E. DanProducer [Additional Production] – Jon BrionRecorded By – Eric Caudieux, Greg Koller, Victor WainsteinWritten-By – David Ruoff, E. Dan, Elias Klughammer, Jon Brion, Mac Miller

Drums – Baro Sarka, Jon BrionGuitar – Jon BrionProducer – Jon Brion, Mac MillerRecorded By – Greg Koller, Ross Ferraro, Stefan DurandtVocals [Additional] – Baro SarkaWritten-By – Baro Sarka, Gabriel Stevenson, Mac Miller

Drums, Bass, Piano – Jon BrionGuitar – Jon Brion, Mac Miller, Wendy MelvoinProducer – Jon Brion, Mac MillerRecorded By – Eric Caudieux, Greg Koller, Victor WainsteinRecorded By [Assistant] – Ben Fletcher (3), Ben Sedano, John Armstrong, Rouble KapoorWritten-By – Mac Miller

Drums – Matt ChamberlainOrgan [Hammond], Harmonium, Percussion – Jon BrionProducer – Jon Brion, Mac MillerRecorded By – Eric Caudieux, Greg Koller, Victor WainsteinWritten-By – Jon Brion, Mac Miller

Guitar, Drums, Bass – Jon BrionProducer – Jon Brion, Mac MillerRecorded By – Eric Caudieux, Greg Koller, Victor WainsteinRecorded By [Assistant] – Ben Fletcher (3), Ben Sedano, John Armstrong, Rouble KapoorWritten-By – Jon Brion, Mac Miller

Bass, Percussion – Jon BrionProducer – Mac MillerProducer [Additional Production] – Jon BrionRecorded By – Eric Caudieux, Greg Koller, Victor WainsteinRecorded By [Assistant] – Ben Fletcher (3), Ben Sedano, John Armstrong, Rouble KapoorWritten-By – Mac Miller