Moreover, most studies that add variables to the models, such as the dependency ratio, argue that Wagner’s law holds conditional on it.
The variables used do not have the same units, which may clog the analysis of the paper. Specifically, real GDP per capita is measured in 2005 dollars while the share of government consumption on GDP is measured in current prices. Either both should be in real terms or both in current prices, but not as is currently the case.