NJ has a program that provides education aid to underperforming students (https://en.wikipedia.org/wiki/Abbott_district). Chris Christie looked into defunding it while he was in office(https://www.nj.com/education/2016/09/christie_wants_court_to...), which makes me strongly suspect that this sort of thing isn't available in a lot of other states...
The US Federal Gov primary source of revenue is the federal income tax, while State Gov budgets are based on income taxes, property taxes, and sales(VAT) taxes. Some states have no income tax and some have no sales taxes, some have very high/low property taxes.
Additionally, some counties (several cities) and even cities have income taxes or additional sales/property taxes. It's very difficult to calculate what you effectively pay in taxes and where those taxes go.
I imagine this effect is getting less pronounced as cash is used less and less in transactions.