Patrick, it sounds like you're performing "orthodox" statistics. That's likely to be good enough for this problem, but have you considered Bayesian statistics a

Patrick, it sounds like you're performing "orthodox" statistics. That's likely to be good enough for this problem, but have you considered Bayesian statistics at all? Your conclusions could be very different.