Keyboards – Andy ChatterleyProducer – Kanye WestRecorded By – Andrew DawsonRecorded By, Mixed By – Anthony KilhofferVocals [Additional] – Connie Mitchell, Jay-Z, Tony "Penafire" Williams*

Producer – Brian "All Day" Miller, Kanye WestRecorded By – Anthony KilhofferRecorded By, Mixed By – Andrew DawsonVocals [Additional] – Connie Mitchell, Tony "Penafire" Williams*

Keyboards – Andy Chatterley, La Mar 'Mars' Edwards*Keyboards, Guitar – Mike DeanMixed By – Manny MarroquinProducer – Kanye WestProgrammed By [Additional Programming] – TimbalandRecorded By – Andrew Dawson, Anthony Kilhoffer, Seiji Sekine

Keyboards – Jon BrionProducer – Kanye WestRecorded By – Anthony Kilhoffer, Greg KollerRecorded By, Mixed By – Andrew Dawson

Backing Vocals – John Legend, Ne-YoDrum Programming [Additional Drum Programming] – TimbalandFeaturing – T-PainMixed By – Mike DeanProducer – Toomp*, Kanye WestRecorded By – Anthony Kilhoffer, Paul SheehyRecorded By, Mixed By – Andrew Dawson

Mixed By – Mike DeanProducer – Toomp*, Kanye WestRecorded By – Anthony Kilhoffer, Tony ReyRecorded By, Mixed By – Andrew DawsonVocals [Additional] – Connie Mitchell, Young Jeezy

Co-producer – Kanye WestFeaturing – Lil WayneMixed By, Keyboards – Mike DeanProducer – NottzRecorded By – Andrew Dawson, D. Sloan*, Nottz Raw*

Featuring – Mos DefMixed By – Mike DeanProducer – Kanye WestProducer [Additional] – Jon BrionRecorded By – Andrew Dawson, Greg Koller

Featuring – DweleProducer – Eric Hudson, Kanye WestRecorded By – Anthony KilhofferRecorded By, Mixed By – Andrew Dawson

Mixed By – Mike DeanProducer – Kanye WestRecorded By – Andrew Dawson, Anthony KilhofferScratches – DJ PremierVocals [Additional] – Tony "Penafire" Williams*

Co-producer – Gee Roberson, Patrick 'Plain Pat' Reynolds*Producer – Kanye WestRecorded By – Andrew DawsonRecorded By, Mixed By – Anthony Kilhoffer

Mixed By – Mike DeanProducer – Kanye West, Warren "Baby Dubb" Campbell*Recorded By – Anthony Kilhoffer, Bruce Buechner, Greg KollerRecorded By, Mixed By – Andrew DawsonVocals [Additional] – Chris Martin

Producer – Toomp*Recorded By – Paul SheehyRecorded By, Mixed By – Andrew Dawson