I don't mind paint on my hands. They wash off pretty easily. But for those particular about eecky things under their fingernails, I highly recommend disposable gloves.

You need to be able to feel the tools well if you want to paint well. The reusable gloves are often too loose and you will not get a good grip. The tighter the gloves, the better.