Producer: Kanye West
Producer, Associated Performer, String Arranger: Jon Brion
Studio Personnel, Recording Engineer: Anthony Kilhoffer
Studio Personnel, Mixer: Craig Bauer
Studio Personnel, Asst. Recording Engineer: Richard Reitz
Studio Personnel, Asst. Recording Engineer: Matt Green
Studio Personnel, Asst. Recording Engineer: Nate Connelly
Studio Personnel, Asst. Recording Engineer: Mike Mo
Studio Personnel, Asst. Recording Engineer: James Aurwarter
Studio Personnel, Asst. Recording Engineer: Ryan Neuschafer
Studio Personnel, Engineer: Tom Biller
Unknown, Other, Associated Performer, Violin: Eric Gorfain
Associated Performer, Violin: Daphne Chen
Associated Performer, Violin: Victoria Lanier
Associated Performer, Violin: Julie Rogers
Associated Performer, Violin: Alyssa Park
Associated Performer, Violin: Audrey Solomon
Associated Performer, Violin: Terry Glenny
Associated Performer, Violin: Susan Chatman
Associated Performer, Violin: Marisa Kuney
Associated Performer, Violin: Amy Wickman
Associated Performer, Viola: Marda Todd
Associated Performer, Viola: Piotr Jandule
Associated Performer, Viola: Tom Tally
Associated Performer, Viola: David Sage
Associated Performer, Cello: Richard Dodd
Associated Performer, Cello: Matt Cooker
Associated Performer, Cello: Armen Ksajikian
Associated Performer, Cello: Victor Lawrence
Associated Performer, Contrabass Recorder: Jason Torreano
Associated Performer, Contrabass Recorder: Frances Senger
Associated Performer, Contrabass Recorder: Denise Briese
Associated Performer, Trumpet: Gary Grant
Associated Performer, Trumpet: Dan Fornero
Associated Performer, Trombone: Andrew Martin
Associated Performer, Trombone: Steve Holtman
Associated Performer, Bass Trombone: Bruce Otto
Associated Performer, French Horn: Rick Todd
Associated Performer, French Horn: Brad Warnaar
Composer Lyricist: Kanye West
Composer Lyricist: A. Williams
