The only valid "wage gap" comparison is job-for-job. Would such a comparison be headline-worthy?
Jobs have different pay rates, and some occupations are more commonly performed by one gender or the other.
Is there discrimination against women? Are there female job ghettos? We can't have these conversations without honest and valid statistics.