We investigate the evolution of global welfare in two dimensions: income per capita and life expectancy. First, we … estimate the marginal distributions of income and life expectancy separately. More importantly, in contrast to previous … univariate approaches, we consider income and life expectancy jointly and estimate their bivariate global distribution for 137 …