³¹In addition to the cubic specification we estimated the equation with a quadratic specification, as well as linearly. The Akaike criterion, Bayesian information criterion, and adjusted R-square all preferred the cubic specification (see Table A.6). All of the cubic terms were significant at the 1% level except for the coefficient on subnational non-distortionary tax, which was significant at the 10% level.