No. The short answer is you never need to peel potatoes. The long answer is - do what you prefer! If you really don't enjoy eating the skin, don't feel bad peeling the potatoes. If you don't mind skin and don't want to waste your time, leave it on. Your oven-roasted potatoes will be perfect either way.