We are talking thousandths of a percentage point here. The odds of that being a "natural" distribution is absurd.
There are a bunch of places that hire out of whack to the natural distribution of the population.
If one of them mentioned sexual harassment
That's much stronger evidence in combination. But I think it's weird you led with the population distribution in your account, not the reported behavior.