Before revision:  We experimentally analyse the effect of different policy structures  in a simulated college admission setting and compare with ranking and greedy algorithms. Our results verify that separable linear policies achieve high utility while minimising EMCs. We also show that we can design utility functions that successfully promote notions of group fairness, such as diversity .
After revision:  We experimentally analyse the effect of different policy structures in a simulated college admission setting including constraints on statistical parity .