causality direction violation. is it because of the degree that people get jobs or is it because everybody tells everyone that they need a degree that they get a degree to permit themselves to apply to get the job?

the productive takeaway is that of course its safer to come with a degree but it’s hardly proof that one needs the degree. Nobody is going to risk their or their kids livelihood on being the variant for the a/b test though.