Arranged By [Strings Arrangements] – Larry GoldBacking Vocals – Mr Hudson, Tony Williams Bass – Miles Davis Cello – James Cooper III, Jennie LorenzoEngineer – Jeff ChestekEngineer [Assistant] – John Stahl, Montez Roberts, Rick FriedrichEngineer [Mix] – Manny MarroquinKeyboards – Jeff BhaskerProducer – Kanye WestRecorded By – Anthony KilhofferRecorded By [Recorder] – Andrew DawsonSongwriter – Jeff Bhasker, Kanye WestViola – Alexandra Leem, Davis BarnettViolin – Charles Parker, Emma Kummrow, Gregory Teperman, Igor Szwec, Luigi Mazzochi*, Olga KonopelskyVocals – The Kadockadee Kwire

Arranged By [String Arrangements] – Larry GoldBacking Vocals – Jeff BhaskerBass – Miles DavisCello – James J. Cooper, III*, Jennie LorenzoEngineer – Jeff ChestekEngineer [Assistant] – John Stahl, Montez Roberts, Rick FriedrichKeyboards – Jeff BhaskerMixed By – Manny MarroquinProducer – Jeff Bhasker, Kanye West, Plain PatRecorded By – Andrew Dawson, Anthony Kilhoffer, Ryan WestSongwriter – Jeff Bhasker, Kanye West, Patrick Reynolds, Scott MescudiViola – Alexandra Leem, Davis BarnettViolin – Charles Parker, Emma Kummrow, Gregory Teperman, Igor Szwec, Luigi Mazzochi*, Olga Konopelsky

Engineer [Assistant] – Christian Plata, Erik MadridEngineer [Mix] – Manny MarroquinKeyboards – Jeff BhaskerProducer – Kanye West, No I.D.Recorded By – Andrew Dawson, Anthony KilhofferSongwriter – Ernest Wilson , Kanye West, Malik Jones, Scott Mescudi

Backing Vocals – Mr Hudson, Tony Williams Keyboards – Jeff BhaskerMixed By – Manny MarroquinProducer – Jeff Bhasker, Kanye WestRecorded By – Andrew Dawson, Anthony KilhofferSongwriter – Dexter Mills*, Jay Jenkins, Jeff Bhasker, Kanye West, Malik Jones

Drums, Percussion – Gibi, Lula Almeida, Rodney Dassis, Zé BrunoKeyboards – Jeff BhaskerProducer – Jeff Bhasker, Kanye WestSongwriter – Jan Menzies, Jean-Bea Englishman, Jeff Bhasker, Kanye West, Malik Jones

Backing Vocals – Kid CudiEngineer [Assistant] – Christian Plata, Erik MadridEngineer [Mix] – Manny MarroquinKeyboards – Jeff BhaskerProducer – Jeff Bhasker, Kanye West, Plain PatRecorded By – Andrew Dawson, Anthony KilhofferSongwriter – Dexter Mills*, Jeff Bhasker, Kanye West, Patrick Reynolds, Scott Mescudi

Arranged By [Strings] – Larry GoldBacking Vocals – Jeff Bhasker, Tony Williams Bass – Miles DavisCello – James J. Cooper, III*, Jennie LorenzoEngineer – Jeff ChestekEngineer [Assistant] – Christian Plata, Erik Madrid, John Stahl, Montez Roberts, Rick FriedrichEngineer [Mix] – Manny MarroquinKeyboards – Jeff BhaskerProducer – Kanye WestRecorded By – Andrew Dawson, Anthony KilhofferSongwriter – A. Williams, Dexter Mills*, Faheem Najm, Jay Jenkins, Jean-Bea Englishman, Jeff Bhasker, Kanye West, Malik Jones, Patrick Doyle, Scott MescudiViola – Alexandra Leem, Davis BarnettViolin – Charles Parker, Emma Kummrow, Gregory Teperman, Igor Szwec, Luigi Mazzochi*, Olga Konopelsky

Backing Vocals – Esthero, Tony Williams Engineer [Assistant] – Christian Plata, Erik MadridEngineer [Mix] – Manny MarroquinKeyboards – Jeff BhaskerProducer – Kanye West, Mr HudsonRecorded By – Andrew Dawson, Anthony KilhofferSongwriter – A. Williams, B. McIldowie*, Jean-Bea Englishman, Kanye West

Arranged By [Strings] – Larry GoldBass – Miles DavisCello – James J. Cooper, III*, Jennie LorenzoEngineer – Jeff ChestekEngineer [Assistant] – Christian Plata, Erik Madrid, John Stahl, Montez Roberts, Rick FriedrichEngineer [Mix] – Manny MarroquinKeyboards – Jeff BhaskerProducer – Kanye WestRecorded By – Andrew Dawson, Anthony KilhofferSongwriter – George Bass, Kanye WestViola – Alexandra Leem, Davis BarnettViolin – Charles Parker, Emma Kummrow, Gregory Teperman, Igor Szwec, Luigi Mazzochi*, Olga Konopelsky

Arranged By [Strings Arrangements] – Larry GoldBass – Miles Davis Cello – James J. Cooper, III*, Jennie LorenzoEngineer – Jeff ChestekEngineer [Assistant] – John Stahl, Montez Roberts, Rick FriedrichKeyboards – Jeff BhaskerMixed By – Manny MarroquinProducer – Kanye West, No I.D.Recorded By – Andrew Dawson, Anthony KilhofferSongwriter – Dwayne Carter, Ernest Wilson , Jeff Bhasker, Kanye WestViola – Alexandra Leem, Davis BarnettViolin – Charles Parker, Emma Kummrow, Gregory Teperman, Igor Szwec, Luigi Mazzochi*, Olga Konopelsky

Engineer [Assistant] – Christian Plata, Erik MadridEngineer [Mix] – Manny MarroquinKeyboards – Jeff BhaskerProducer – Jeff Bhasker, Kanye West, No I.D.Recorded By – Andrew Dawson, Anthony KilhofferSongwriter – Ernest Wilson , Kanye West, Roland Orzabal

Songwriter – Kanye West