According to Spears's mother Lynne, the video was "about capturing gorgeous close-ups and very subtle movement" since Spears could not do any choreography due to her knee injury at the "Outrageous" music video shoot.
In 2004, Britney Spears recorded a cover of "My Prerogative" with Swedish production team Bloodshy & Avant, who produced her single "Toxic" from her fourth studio album, In the Zone (2003).
Bloodshy & Avant recorded the song at Murlyn Studios in Stockholm, Sweden.
Spears recorded the vocals at Teldex Studios in Berlin, Germany.
Spears' cover of "My Prerogative" is musically different from its original version, with the bass and new jack swing sound replaced with a synth-pop sound, synthesizers and elements typical of Bloodshy & Avant productions.