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So, controlling for a bunch of stuff that doesn't predict value provided to a company by an individual or an individual's level of skill.

Doesn't matter, the law they're accused of violating requires affirmative action plans if participation is too low. https://en.wikipedia.org/wiki/Executive_Order_11246