The current discourse on gender equity in universities most often situates itself in relation to eliminating bias and thus ensuring objectivity in rankings of excellence. With a focus on the discipline of philosophy, the article asks whether we thereby miss what it is important to contest but also cultivate in social worlds organized by their ever-partial and imperfect forms of discrimination in judgment? An approach based in efforts to engage in socio-political regulation of discrimination is proposed as advantageous.