How Do You Find Affiliate Programs That Convert So Well?

How do you find affiliate programs that convert so well, pay so well and have such good terms? It's very difficult to ascertain if they're going to do well. You throw up an affiliate product into some of your higher traffic pages with a thousand clicks there and one person converts. But then there's the risk of just not getting anywhere with it.