Graduating from Stanford with a decent GPA is itself a useful signal and unsurprisingly things are therefore easier.

It gives evidence that not only are you equally skilled as that high-school dropout (as given in the premise of this scenario), but that you have basic life, organizational, planning, and work with others skills to graduate from Stanford.