Rich people have fewer kids

Justin Wolfers summarizes some pretty convincing data showing the correlation between income and children... that rich people have fewer kids.  But the question remains: What is the cause and what is the effect?  Do people have fewer kids once they get rich, or does having fewer kids make you rich?  Does some third variable, like being well educated, cause you to both become rich and have fewer kids?