Arranged By, Electric Bass [Callowhill], Written-By – Derrick HodgeDrums – Karriem RigginsHarp – Brandee YoungerKeyboards – James PoyserMixed By, Recorded By – Andrew Dawson

Backing Vocals – BilalCello – Zoe' Cartier*Keyboards, Synthesizer – Omar EdwardsMixed By – Mike DeanProducer – Kanye WestRecorded By – Andrew Dawson, Anthony KilhofferRecorded By [Live] – Brian Atkins, Phil StrongViola – Hannah KleinViolin – Laura Rajanen, Margherita BiederbickWritten-By – Alan Bergman, Kanye West, Lonnie R. Lynn*, Marilyn Bergman, Michael Legrand*

Backing Vocals – DweleElectric Bass [Callowhill] – Derrick HodgeKeyboards – Omar EdwardsMixed By – Mike DeanProducer – Kanye WestRecorded By – Andrew DawsonWritten-By – Gil Scott-Heron, Kanye West, Lonnie R. Lynn*

Featuring – Lily AllenKeyboards – Omar EdwardsMixed By – Jimmy Douglas*Producer – Kanye WestRecorded By – Anthony Kilhoffer, Neil BaldockRecorded By [Assistant] – Dave Paul Written-By – Charles Stepney, Kanye West, Lloyd Webber, Lonnie R. Lynn*

Backing Vocals – Rhea WilliamsKeyboards, Synthesizer – Omar EdwardsMixed By – Dylan DresdowProducer, Recorded By, Vocals [Chorus] – will.i.am*Recorded By – Patrick Kerin*Written-By – Gene McDaniels*, Lonnie R. Lynn*, Will Adams

Keyboards – Omar EdwardsMixed By – DILLA*Producer [Prelude] – J DillaProducer, Featuring – Kanye WestRecorded By – Andrew Dawson, Anthony Kilhoffer, Neil BaldockRecorded By [Assistant] – Dave Paul Vocals [Prelude, Outro] – Rhea WilliamsWritten-By – Don Covay, Kanye West, Lonnie R. Lynn*

Mixed By – Mike DeanOther [Prelude Phone Message] – ChillzProducer – Kanye WestRecorded By – Andrew DawsonScratches – DJ PremierWritten-By – Kanye West, Lonnie R. Lynn*, Soul Ekos

Backing Vocals – BilalElectric Bass [Callowhill] – Derrick HodgeKeyboards – James PoyserKeyboards, Synthesizer – Omar EdwardsMixed By – Mike DeanPercussion – Karriem RigginsProducer – Kanye WestRecorded By – Andrew Dawson, Anthony KilhofferWritten-By – Kanye West, Lonnie R. Lynn*, Stevie Wonder

Featuring, Vocals – D'AngeloMixed By, Recorded By – Andrew DawsonProducer – DILLA*Recorded By – Anthony KilhofferWritten-By – C. Jasper*, E. Isley*, James Yancey, Lonnie R. Lynn*, M. Isley*, Michael Archer , O. Isley*, R. Isley*, R. Isley*

Bass [Prelude] – Derrick HodgeDrums [Prelude] – Karriem RigginsElectric Bass [Callowhill] – Derrick HodgeKeyboards – Omar EdwardsKeyboards [Prelude] – James PoyserMixed By – Mike DeanProducer – Kanye WestProducer [Prelude] – Derrick Hodge, James Poyser, Karriem RigginsRecorded By – Andrew Dawson, Anthony KilhofferWritten-By – George Duke, Kanye West, Lonnie R. Lynn*

Keyboards, Flute – Omar EdwardsMixed By – Mike DeanProducer – Devo SpringsteenRecorded By – Andrew Dawson, Anthony KilhofferVocals [Additional] – BilalWritten-By – Benne Benjamin*, Devon Harris*, Gloria Caldwell, Lonnie R. Lynn*, Sol Marcus

Arranged By [Strings], Conductor, Electric Bass [Callowhill] – Derrick HodgeCello – Alana E. BennettDrums – Karriem RigginsKeyboards – James PoyserMixed By, Recorded By – Andrew DawsonPiano, Keyboards, Synthesizer – Omar EdwardsProducer – Kanye WestViola – Dawn SmithViolin – Edith Dawn Yorkley, Monique SpencerVocals [Additional] – Bilal, Lonnie Lynn Jr.*Written-By – Kanye West, Lonnie R. Lynn*, Paul Simon

Vocals [Additional] – Bilal