The Jamaica international joins Roma on a season-long loan with an option to buy.
Roma have announced Bailey arrives for a €2m loan fee with his permanent option set at €22m.
The winger will earn €3.5m this season - and that salary will remain should he stay next term.
Bailey becomes the first Jamaican to join the Giallorossi.