This paper draws on household survey data from countries of all income levels to measure how average unemployment rates … vary with income per capita. We document that unemployment is increasing with GDP per capita. Furthermore, we show that … this fact is accounted for almost entirely by low-educated workers, whose unemployment rates are strongly increasing in GDP …