I usually use the speed/stealth character, it's more fun, I guess. I don't usually pick the "strongest" character, but the most interesting to play.
If all of them are the same, here is my order: archer/thief, then healer (or support), then offensive warrior, then offensive magician, and finally defensive warrior without healing capabilities.