- Producer
- Kanye West, Mano, Baauer, Q-Tip, Timbaland, Millibeatz, Honorable C.N.O.T.E., Diddy, Mario Winans, Sean C & LV, Yung Dev, Deafh Beats, Donald Davidson, Nashiem Myrick, Metro Boomin, G Koop, J. Cole, Che Pope
- Recording Engineer
- Robert Ulsh, Blair Wells, Chris Godbey, Hector Delgado, Noah Goldstein, Che Pope
- Mixing Engineer
- Fabian Marasciullo, Q-Tip, David Kennedy, Chris Godbey
- Mastering Engineer
- Dave Kutch
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