Info here is based on a Magento CE 1.6.1 install. Your version may vary. Also, there's lots of conjecture on my part near the end, so DANGER WILL ROBINSON.
Configuration setting is located at
System -> Configuration -> Tax -> Calculation Settings
Label is "Tax Calculation Method Based On"
Possible Settings are