Backing Vocals – Aimee Mann, Buddy JudgeBass – Aimee MannDrums – Ric MenckPiano, Chamberlin – Benmont TenchWritten-By – Mann*

Backing Vocals – Aimee Mann, Buddy JudgeBass, Acoustic Guitar – Aimee MannChamberlin – Benmont TenchDrum Programming – Buddy JudgeDrums [Drums & Fills] – Dan MacCarroll*Electric Guitar – Michael LockwoodPerformer [Intro] – Michael PennPiano, Chamberlin – Patrick WarrenSlide Guitar – Michael PennTambourine – Michael HausmanWritten-By – Mann*

Backing Vocals – Aimee Mann, Buddy JudgeBass – Aimee MannDrums – John SandsElectric Guitar – Clayton Scoble, Jon Brion, Michael LockwoodKeyboards – Jon BrionWritten-By – Mann*, Costello*

Backing Vocals – Jon Brion, Juliana HatfieldBass, Acoustic Guitar – Aimee MannDrums – Jon BrionElectric Guitar – Jon BrionSoloist – Michael Lockwood, Patrick WarrenWritten-By – Mann*

Backing Vocals – Aimee Mann, Buddy JudgeBass, Guitar – Aimee MannDrums – John SandsElectric Guitar – Jen Trynin*, Michael LockwoodKeyboards – Patrick WarrenTambourine – Aimee MannWritten-By – Mann*

Backing Vocals – Aimee Mann, Buddy JudgeBass, Acoustic Guitar – Aimee MannChamberlin – Patrick WarrenDrums – Ric MenckElectric Guitar – Michael LockwoodElectric Piano [Wurlitzer] – Buddy JudgeLoops [Drum Loops], Drum Programming – Buddy JudgePiano – Benmont TenchTrumpet – Mark FlannaganWritten-By – Mann*

Backing Vocals – Buddy Judge, Grant Lee Phillips, Michael PennBass – Aimee MannDrums – John SandsGuitar – Michael LockwoodGuitar [Guitar Feedback] – Michael PennKeyboards – Patrick WarrenPercussion – Michael HausmanWritten-By – Mann*

12-String Acoustic Guitar, Electric Guitar – Michael LockwoodBacking Vocals – Aimee Mann, Michael Lockwood, Michael PennBass, Slide Guitar – Brendan O'BrienDrums – Dan MacCarroll*Electric Guitar – Michael PennPiano – Patrick WarrenWritten-By – Mann*, Lockwood*

Acoustic Guitar, Bass – Aimee MannBacking Vocals – Buddy Judge, Jon Brion, Michael LockwoodDrums, Percussion – John SandsElectric Guitar, Melodica – Michael LockwoodKeyboards, Accordion – Patrick WarrenWritten-By – Mann*

Backing Vocals – Aimee Mann, Michael PennBass, Acoustic Guitar – Aimee MannDrum Programming – Hank LindermanDrums – Dan MacCarroll*Guitar – Michael LockwoodKeyboards – Patrick WarrenTambourine, Hihat [Bad Hi-hat] – Aimee MannWritten-By – Mann*

Backing Vocals – Aimee Mann, Buddy Judge, Jon BrionBass – Aimee MannDrums – Scott Mitchell (2)Euphonium – Randy BrionGuitar, Organ, Glockenspiel, Celesta, Percussion, Keyboards [Casio Orchestra] – Jon BrionOboe – Mike BreauxPiccolo Banjo – Keith BrionWritten-By – Mann*, Brion*

Accordion, Chamberlin – Patrick WarrenAcoustic Guitar, Bass – Aimee MannViolin – Michael PanesWritten-By – Mann*

Bass, Acoustic Guitar – Aimee MannChamberlin – Michael PennPiano – Jebin BruniWritten-By – Mann*

Backing Vocals – Chris Difford, Jon Brion, Neil InnesInstruments [All Instruments] – Jon BrionWritten-By – Harry Nilsson

Acoustic Guitar – Buddy JudgeBaritone Saxophone – Jon LupferBass, Keyboards, Instruments [Everything Else] – Jon BrionDrums – Dan MacCarroll*Written-By – Mann*

Backing Vocals – Buddy JudgeBass, Acoustic Guitar – Aimee MannDrums – John SandsElectric Guitar – Michael LockwoodKeyboards – Patrick WarrenWritten-By – Mann*, Brion*

Backing Vocals – Buddy JudgeBass, Acoustic Guitar – Aimee MannChamberlin, Celesta – Patrick WarrenDrum Programming – Michael HausmanElectric Guitar, Keyboards [Cheesy Keyboard] – Michael LockwoodGuitar – Michael PennWritten-By – Mann*