Both records have been eagerly anticipated, with Cole's LP following 2010's Messy Little Raindrops and being her first outside of the X Factor machine.
Meanwhile, Bieber's follow-up to his globally successful My World features a host of talent, including Nicki Minaj, Drake and Ludacris.
But which album do you think will fare better in the charts? Can Cole make it three number one records in a row? Or will the army of Beliebers ensure Bieber wins the top spot?
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