Great education and job? You get paid more to have a baby.
Homeless? You get paid nothing to have a baby.
Put the payment on a sliding scale. The lower the birth rate the higher the pay until you cross your desired threshold (1.8 in this case) at which point it starts going down again.
Edit: or just go the other way and tax people if they’re not having babies. Same principle as above but with taking money away.