When you rotate the black part you are rotating more than one bearing. So it is best to remove the tension on the belt so that you can isolate the sound to a particular bearing. I would put my money on the bearing in pulley, which is about $50 and easy to change if you do it carefully.
While you have it apart change the oil in the SC.