Hey there Zack, doing what Rob said should have you realize that there are a lot of affiliate programs that are independent. The programs that a single company has in order for them to recruit it's sales force, and instead of using a huge network of affiliates like Clickbank, JV Zoo, etc.
The affiliate programs that are independent can sometimes be GOLDEN due to the chance of the affiliate program only having 10-20 affiliates, Worldwide, yet have products that are easy to sell, and products that pay out good commissions. They're out there, everywhere! And of those 10-20 affiliates, maybe less than half are even promoting it. The Hidden Gems!
Years ago I promoted a company that had a small group of affiliates supplying high quality targeted traffic. The vendor was a top dog supplier of traffic at the time. They had an affiliate program that kept me getting paid like crazy. I swear every hour or two I was getting a sale, 24/7! The commissions were no higher than like $7 or $9 per sale, but really nice, and it felt like I had a room-mate paying half the bills. Very Cool!
I don't really think there is such a thing as a beginner affiliate program. It's more about keeping your eye out for the new guys on the block packing affiliate commissions to give out. Especially the ones that are not listed on the larger affiliate networks that have high quality products to offer. Make it habit to always look for independent affiliate programs.
Hope that helps you some.