Producer: Kanye West
Producer, Unknown, Other: Eric Hudson
Studio Personnel, Recording Engineer: Anthony Kilhoffer
Studio Personnel, Recording Engineer, Mixer: Andrew Dawson
Studio Personnel, Assistant Mixer: Matty Green
Studio Personnel, Assistant Mixer: Anthony Palazzole
Studio Personnel, Assistant Mixer: Andy Marcinkowski
Associated Performer, Violin: Emma Kummrow
Associated Performer, Violin: Igor Szwec
Associated Performer, Violin: Gloria Justen
Associated Performer, Violin: Olga Konopelsky
Associated Performer, Violin: Luigi Mazzochi
Associated Performer, Violin: Charles Parker
Associated Performer, Viola: Peter Nocella
Associated Performer, Viola: Alexandria Leen
Associated Performer, Cello: Jennie Lorenzo
Associated Performer, Bass (vocal): Tim Ressler
Associated Performer, String Arranger: Larry Gold
Associated Performer, Keyboards: DJ A-Trak
Associated Performer, Additional Vocals: Dwele
Associated Performer, Additional Vocals: Connie Mitchell
Associated Performer, Additional Vocals: Tony \"Penafire\" Williams
Composer Lyricist: Kanye West
Composer Lyricist: Eric Hudson
