Another strange wage study says women get paid less in Southeast Virginia

I have never understood this kind of study, which seems to conclude that women are doing different jobs than men, rather than that women are paid at different rates for the same job, despite what the headlines always suggest. Doesn't that mean it's a job gap, not a "pay gap"?