information on educational attainment by gender is taken from the revised barrolee dataset barro rj and jw lee a new data set of educational attainment in the world nber working paper no as the gender ratio of education increased on average by around each year it suggests that it contributed to increasing annual economic growth by a further per annum ie information on educational attainment by gender is taken from the revised barrolee dataset barro rj