If you are hosting a kid pool party with a group who knows how to make a big splash, then consider a fun-filled cannonball or belly flop contest. You can even have judges score the best jumps, and offer prizes or unique party favors to the contestants. Just be sure the water is deep enough to safely jump in, of course!