At first their reputation, I do a board search everytime I signup for a new sponsor.
Second how honest do they threat the costumer/surfer, I always try to avoid sponsors with cross-sales, cookie cutter-sites, plug in content etc, cause that gives me the feeling that this program owner is more interested in a quick buck than in a long lasting business relation.
That's all for me, the rest becomes important after I've signed up
