Men with degrees earn about 15 per cent more than male non-graduates and women earn 35 per cent more than female non-graduates, according to the Institute of Fiscal Studies. Compared with their male counterparts, female graduates earn 23 per cent less and female non-graduates earn 43 per cent less.