Group-fair learning methods typically seek to ensure that some measure of prediction efficacy for (often historically) disadvantaged minority groups is comparable the majority population. When a principal seeks adopt group-fair approach replace another, may face opposition from those who feel they be harmed by switch, and this, in turn, deter adoption. We propose potential mitigation this conce...