The law of large number works well for some things (say, shoe sizes) and fails to work for others (e.g. income distributions, which follow a power-law).

So it's not odd at all that it would fail to adequately account for people. It's just sad we don't have anything better. Can't we find something better?

Good Job we don’t all work for one company