Birth control is the most important factor
The suggestion to control over population is to control the baby birth, that is, make some policy to punish the couple who give birth to more than one child.
I would recommend rounding up the undesirables and shooting them in the head before burying them in a mass grave...... Incidentally this will include me, so it was nice chatting :)