It assumes each past day's moves are equally likely to happen tomorrow. Because it does not assume a particular distribution, it can reflect fat tails in past price moves. On the other hand, it can only handle what has happened in the past; a short observation period makes the result unstable, and a long one makes recent moves harder to reflect.