Women keep quiting to have babies or after they get married to someone that is more well off. So this affects the Female average wage. Maybe Women tend to be accountants more than managerial type degrees. The only way this should be applied is comparing the people in a specific occupation and comparing men and women in that occupation. This would be like saying in accounting positions women are often paid more. Then you can say in Nursing Women are paid more.