Title: Quantifying Self-Organization Abstract: All good complex systems people know self-organization when we see it. Unfortunately, we sometimes disagree about whether we're seeing it, and anyway "I know it when I see it" is for art or obscenity, not science. For instance, we can't seem to agree about whether only open, irreversible systems can self-organize. I will review the ways people have proposed to quantify the idea of self-organization, and focus on one which seems particularly promising. This will involve a brief detour through the theory of optimal prediction. (Brief for you; it took me seven years!) I will then demonstrate how we can quantify the degree of self-organization in cellular automata. (There will be movies, if the hardware is cooperative.) I'll close by sketching some possible applications and listing some cracked-open questions, which I have an idea of how to answer, and some wide-open questions, where I haven't a clue how to proceed.