Additionally, property tax rates vary massively from state to state and there's pretty strong correlation between property tax rates and housing supply and housing affordability. The legacy of California's Proposition 13 and its effects on housing supply are very well studied.
Property tax still has inefficiencies (it can punish someone who builds relative to someone who holds an empty lot), and Land Value tax would be more efficient in aligning incentives properly.