From music recommendation to assessment of asylum applications, machine-learning algorithms play a fundamental role in our lives. Naturally, the rise of AI implementation strategies has brought to public attention the ethical risks involved. However, the dominant anti-discrimination discourse, too often preoccupied with identifying particular instances of harmful AIs, has yet to bring clearly into focus the more structural roots of AI-based injustice. This paper addresses the problem of AI-based injustice from a distinctively epistemic angle. More precisely, I argue that the injustice generated by the implementation of AI machines in our societies is, in some paradigmatic cases, also a form of epistemic injustice. With a particular focus on AIs employed as gatekeepers of our epistemic resources, this paper shows how their epistemically conformist behaviour is responsible for the marginalisation and the ostracism of minoritarian perspectives. Because it clarifies key structural flaws and weaknesses of current AI design, this paper helps make headway in critical discussion of current AI technologies. And because it forges new theoretical tools to understand forms of epistemic oppression, this paper also contributes to the advancement of feminist theorisation.

Motivating reforms to address discrimination and exclusion is important. But what epistemic practices characterize better or worse ways of doing this? Recently, the phenomena of implicit biases have played a large role in motivating reforms. We argue that this strategy risks perpetuating two kinds of epistemic oppression: the vindication dynamic and contributory injustice. We offer positive proposals for avoiding these forms of epistemic oppression when confronting racism.

Epistemic dependence refers to our social mechanisms of reliance in practices of knowledge production. Epistemic oppression concerns persistent and unwarranted exclusions from those practices. This article examines the relationship between these two frameworks and demonstrates that attending to their relationship is a fruitful practice for applied epistemology. Paying attention to relations of epistemic dependence and how exclusive they are can help us track epistemically oppressive practices. In order to show this, I introduce a taxonomy of epistemic dependence (interpersonal – communal – structural). I argue that this particular taxonomy is useful for tracking epistemically oppressive practices in institutional contexts. This is because, first, the forms of epistemic dependence in this taxonomy yield, what I call, diagnostic questions. These are questions that help us track how relations of epistemic dependence could become exclusive and that thus help reveal epistemic oppression in institutional contexts. Second, the forms of epistemic dependence in the taxonomy are interrelated. Paying attention not just to each of three forms of epistemic dependence but also to the way in which they are interrelated is useful for illuminating epistemically oppressive practices. I conclude by demonstrating how the diagnostic questions can be used in analyses of concrete institutional practices in asylum law and higher education.

Standpoint epistemology, the view that social identity is relevant to knowledge-acquisition, has been consigned to the margins of mainstream philosophy. In part, this is because the principles of standpoint epistemology are taken to be in opposition to those which guide traditional epistemology. One goal of this paper is to tease out the characterization of traditional epistemology that is at odds with standpoint epistemology. The characterization of traditional epistemology that I put forth is one which endorses the thesis of intellectualism, the view that knowledge does not depend on non-epistemic features. I then suggest that two further components – the atomistic view of knowers and aperspectivalism – can be usefully interpreted as supporting features of intellectualism. A further goal of this paper is to show that we ought to resist this characterization of traditional epistemology. I use pragmatic encroachment as a dialectical tool to motivate the denial of intellectualism, and consequently, the denial of both supporting components. I then attempt to show how it is possible to have a view, similar to pragmatic encroachment, that takes social identity, rather than stakes, to be the feature that makes a difference to what a person is in a position to know.