If they do then why don't employers hire women only since it's cheaper?
Here, have some reading material:
https://www.wsj.com/article_email/the-wage-gap-myth-that-won...
http://time.com/3222543/wage-pay-gap-myth-feminism/
Also, check out Factual Feminist on youtube.