How to Make Money from Affiliate Marketing

For people just getting into the domain name business, you will learn quick that it is tough to buy names. Ones you think may be gold are absolute crap and then you will pass on a steal that you could have flipped for a huge amount. I think it is safe to say that almost all in the business have been in the same boat. So how do you help speed the learning curve?