An individual man may earn more than an individual woman, but in broad strokes, with more women graduating college than men, you're going to see more of them in "professional" jobs, especially in younger cohorts.

Credentials are an imperfect, but reasonable, proxy for career trajectory; if you have two big groups of people, and one has a lot more degrees than the other, you'd expect that group to be more successful over the course of their careers.