The main reason, a loss of manufacturing jobs (primarily male) and a growth in service, particularly health care (primarily female).In the last year:
Men are down 1,069,000 jobs.
Women are up 12,000 jobs.
Of course the pay gap problem will only satisfactorily be resolved when the number of men and women employed are both on the rise.