All models are wrong, some are useful. In this case, oversimplification to GDP and population, and drawing conclusions from those two things, gives you such a bad model, that, unfortunately, you do have to drown yourself in secondary factors in order to do anything more than make bold dismissing claims that make you sound like an idiot.