I'll start on normal, but if I start getting killed within a couple of hours (which is worryingly common) I'll move down.
The only exceptions to this, as far as I can remember, have been Ninja Gaiden and I Wanna Be The Guy. I don't care if my character ends up with a bow or a ribbon, I want to finish the damn game without being eviscerated every five seconds!