I'm trying to analyze the effect of income level on indirect taxes and my results show that indirect taxes decline with higher levels of GDP per capital. As the correlation matrix confirm this result I'm trying this counterintuitive results. In fact, theoretically when countries income levels increases the consumption may increases. Hence indirect taxes should increase.