How to prioritize what's most important; what's your method?

Every morning, I look at my list of projects and tasks, and I experience some amount of mental agony trying to decide what I should work on. There’s such a strong sense of opportunity cost, no matter what I choose. How do you go about prioritizing what gets done next?