I don't mean this to be spammy (feel free to delete it if you feel otherwise) but I'd like to show proof of how well smaller programs convert. Here is a screen cap I took a while back of one of our affiliates for a one week period
http://www.naughtyniche.com/temp/affiliate.jpg
Smaller sponsors work harder to keep affiliates happy, and members even happier!