That all is correct and leads to a very simple conclusion: working for a startup has a very low probability of making you rich. Doesn't mean that people shouldn't do it, but it's better to have healthy expectations.
Incredibly lousy way to make money though, odds you will hit jackpot are none unless you're one of the founders and even then odds are still small.