I am of the opinion that it is better to be a part of one or at the most two affiliate programs. Taking part in many affiliate programs at a time consumes too much of time.
I worked with 5 to 7 networks so far.But was not successful with all of them and now I am stick with only one affiliate network and thats working better for me.