First person, generally speaking. That's because I like games where I aim at stuff. If I liked games where I'm jumping on stuff then my answer might be different. Aiming at stuff in third person isn't nearly as not frustrating.
I also like to immerse myself in the character I'm playing and I don't get that with third person. First person is like driving a car; third person is like watching a car that you're steering by remote control.