This paper uses the panel data of energy consumption and GDP for 82 countries from 1972 to 2002. Based on the income … levels defined by the World Bank, the data are divided into four categories: low income group, lower middle income group …, upper middle income group, and high income group. We employ the GMM-SYS approach for the estimation of the panel VAR model …