It's optional. Most medium-starch potatoes are thin-skinned and their skin provides another edge to crisp up. That said, if you have potatoes that have a lot of dirt stuck on them that won't come off with a good scrub, or you don't enjoy the taste or texture of potato skin, you can peel them.