University students will pay more than double to study arts degrees – but much less to do nursing, teaching, mathematics and science – as the federal government shifts higher education funding to encourage graduates into jobs most in demand.

The cost of studying maths or agriculture at university will fall by to 61 per cent as the government raises its subsidy, while courses not directly leading to jobs will cost students more – humanities students will pay 113 per cent more for their degrees.