We compare contrarian to conformist advice, a expert being one whose preference bias is against the decision-maker’s prior optimal decision. Optimality of an depends on characteristics information and learning. If either fully informed or fine can be acquired cheaply, then for symmetric distributions F state, (contrarian) superior if single peaked (bimodal). only coarse acquired, acquires more ...