"The median family income of a student from Stanford is $167,500" [1]. Not poor. But not trust-fund rich.

[1] https://www.nytimes.com/interactive/projects/college-mobilit...:

What percent getting financial aid?

A good majority of those will be from 2 income families, so each making about $40/hr, fairly normal in any middle class suburb near a metropolitan area.