Not at all. For instance, if there are innate gender dispositions to certain subjects, then those fields will have a much larger proportion of that gender. There's evidence this may be the case in STEM for instance, which would explain the so-called gender equality paradox.
Perhaps, but it wouldn’t be useful for companies since even google’s 20k population wouldn’t be big enough to clear out all of the confounding variables.