It became her first album not to debut at number one.
Kompilacija "Greatest Hits: My Prerogative" je vključevala tri nove pesmi: »My Prerogative«, »I've Just Begun (Having My Fun)« in »Do Somethin'«, vse pa je producirala skupina Bloodshy & Avant.