California raised taxes on high-income earners in 2012. The higher taxes and a growing economy contributed to the Golden State government’s $21 billion surplus, but the tax windfall was 45% lower than it could have been because people moved and found other ways to reduce their tax bill. People do respond to tax rate changes.