- Scarlett Johansson – vocals
- Tunde Adebimpe – vocals, loops
- Sean Antanaitis – organ ; wind chimes ; tambourine, jingle bells ; pump organ ; electric piano ; vibes ; synthesizer ; bass pedals, bowls ; guitorgan ; banjo ; piano ; guitar ; acoustic guitar, kalimba ; music box
- Dave Bergander – Nigerian logs
- Stuart Bogie – saxophone ; bass harmonica
- David Bowie – vocals
- Jaleel Bunton – bass ; synthesizer ; acoustic guitar ; electric piano ; slide guitar
- Greg Calbi – mastering
- Steve Fallone – mastering assistant
- David Farrell – assistant engineer ; tambourine, triangle
- Rick Kwan – assistant engineer
- Paul McMenamin – design
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- Chris Moore – engineer, mixing ; synthesizer
- Sara Newkirk – management
- Martin Perna – saxophone ; flute
- Korey Richey – assistant engineer ; jingle bells, tambourine ; Tibetan bowls ; acoustic guitar, guitar, rainstick, vocals, piano
- Ryan Sawyer – drums ; Tibetan bowls ; dog bowl ; tambourine ; bowed vibes ; bowed cymbal ; tom tom ; jingle bells ; bells, snare drum ; Nigerian logs
- Liuba Shapiro – product manager
- David Andrew Sitek – producer, engineer, mixing ; guitar ; sampler ; drum machine ; synthesizer ; drums, acoustic guitar ; kalimba ; vocals ; photography
- Brea Souders – photography, diorama creation
- Colin Suzuki – assistant engineer
- Ivo Watts-Russell – sequencing
- Brett Westfall – illustration
- Nick Zinner – guitar ; slide guitar
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