When is DIY Cost Effective?

Ah, the power of being able to say "I Did it Myself!" and the feeling that somehow you have saved untold amounts of money is very seductive and empowering. Yet, doing it yourself is not always the most overall cost effective path both in terms of time, money, and opportunity cost. So, how can you best decide when to DIY and when to hire an expert?