Universities, the sites for objective knowledge, apolitical and legitimized to contribute to human and intellectual capacity, find themselves in a tenuous position on issues of merit, equality, and fairness. On one hand, social forces have demonstrated how universities have been institutions for the production and reproduction of systemic inequality. On the other hand, universities maintain that they are well positioned, as part of their institutional renewal practices, to address contemporary calls for Equity, Diversity, and Inclusion (EDI). Since universities are now eager to embrace EDI principles, it is appropriate to demonstrate their historical failures and provide some recommendations towards institutional renewal. Drawing on critical pedagogy, the paper examines selected academic contributions and knowledge claims that have reproduced systemic inequality, specifically on the discourse on human classification. The broader question is whether universities are simply going through the motions and hope EDI is a fad or are serious about institutional renewal and transformative changes. The study offers some ideas on how universities can pursue transformative changes grounded on EDI principles.