I reviewed all my previous jams and there is a correlation to how many people joined to how many people actually submitted. For every 4 to 6 people who joined a jam around 1 of them actually submit a game. You could possibly use this to predict how many submissions there will be once the jam ends.
It's also on a curve so the shorter and larger the jam, less people will submit