If you sample from the global distribution (all men and women of earth) then samples are identically distributed. It's just a new distribution that is not gauss

If you sample from the global distribution (all men and women of earth) then samples are identically distributed. It's just a new distribution that is not gaussian, but the sum of samples will converge to a gaussian.