> Yet if we change the scope of our consideration to that of the general population, Google would be biased against females.

That would be expecting Google to hire untrained people as programmers, which would be absurd.

If we compare with the general population, any bias found wouldn't be at Google, but in the school system, children's entertainment, parenting, or some other group that influences people long before they apply to Google.