I use shampoo. I have no idea why, but when I just use soap, my scalp feels slick and slimy all day. The rest of my body on which I use soap does not have this problem. I stopped trying to figure it out about a month after I shaved my head.
(and yes, I get some pretty weird looks in the checkout lane when I’m buying shampoo)