Direct subsidies would encourage the wrong people to have children for the wrong reasons.
A better answer would be to restrict immigration. This would put upward pressure on wages and downward pressure on housing, which together would encourage families and children. There was once a time when people could support a family with one income, and still afford to buy a home.