Which is more profitable – an MMO with a monthly subscription or a free-to-play game?

But how can an average person, knowing the number of players, calculate the publisher's profit? After all, it's unknown who pays how much; some might leave quite large sums, but most might not pay anything at all and play for free, as you can't donate much with school lunch money.