The 27-year-old Girls Aloud star, who has worked on the past three series of the UK show, is expected to start filming on Friday.
“I’m so excited to be taking part in the American version of The X Factor,” Cole said in a statement.
It is not clear whether she will have a role in the UK version of the show.
Cole will join Cowell and former record boss Antonio LA Reid on the US panel.
