I agree on one thing : increasing prosperity naturally reduces populations, but I don't class that as population control. Control means having a set target. Control is the Chinese one-child policy, which is a demographic disaster unfolding before our eyes.

Being wealthier generally means choosing to have less children as the cost of child rearing increases. But this isn't population control. That is letting the natural ebb and flow of populations come and go.