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Often machine learning programs inherit social patterns reflected in their training data without any directed effort by programmers to include such biases. Computer scientists call this algorithmic bias. This paper explores the relationship between machine bias and human cognitive bias. In it, I argue similarities between algorithmic and cognitive biases indicate a disconcerting sense in which sources of bias emerge out of seemingly innocuous patterns of information processing. The emergent nature of this bias obscures the existence of the bias itself, (...) |
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Statistical evidence—say, that 95% of your co-workers badmouth each other—can never render resenting your colleague appropriate, in the way that other evidence (say, the testimony of a reliable friend) can. The problem of statistical resentment is to explain why. We put the problem of statistical resentment in several wider contexts: The context of the problem of statistical evidence in legal theory; the epistemological context—with problems like the lottery paradox for knowledge, epistemic impurism and doxastic wrongdoing; and the context of a (...) |
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There are two problems with the logic of Cesario's argument for abandoning existing research on social bias. First, laboratory findings of decisional bias have social significance even if Cesario is right that the research strips away real-world context. Second, the argument makes overly skeptical demands of a research program seeking complex causal linkages between micro- and macro-scale phenomena. |
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In this paper, I provide an argument for rejecting Sarah Moss's recent account of legal proof. Moss's account is attractive in a number of ways. It provides a new version of a knowledge-based theory of legal proof that elegantly resolves a number of puzzles about mere statistical evidence in the law. Moreover, the account promises to have attractive implications for social and moral philosophy, in particular about the impermissibility of racial profiling and other harmful kinds of statistical generalisation. In this (...) |
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Law-enforcement agencies are increasingly able to leverage crime statistics to make risk predictions for particular individuals, employing a form of inference some condemn as violating the right to be "treated as an individual". I suggest that the right encodes agents' entitlement to fair distribution of the burdens and benefits of the rule of law. Rather than precluding statistical prediction, it requires that citizens be able to anticipate which variables will be used as predictors, and act intentionally to avoid them. Furthermore, (...) |
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Skepticism about blameworthiness says that there is good reason to doubt that, in our world, humans are ever blameworthy for their deeds. A significant problem for the discussion of this view is that it is unclear how to understand the kind of blame that should be at issue. This paper makes a new proposal. The basic idea is that the kind of blame skeptics should be skeptical about is constituted by responses that can violate the targets’ claims and by the (...) |
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Is it ever rational to suspend judgment about whether a particular doxastic attitude of ours is rational? An agent who suspends about whether her attitude is rational has serious doubts that it is. These doubts place a special burden on the agent, namely, to justify maintaining her chosen attitude over others. A dilemma arises. Providing justification for maintaining the chosen attitude would commit the agent to considering the attitude rational—contrary to her suspension on the matter. Alternatively, in the absence of (...) |
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Politics, Philosophy & Economics, Volume 21, Issue 1, Page 55-74, February 2022. Many find that the objectionable nature of paternalism has something to do with belief. However, since it is commonly held that beliefs are directly governed by epistemic as opposed to moral norms, how could it be objectionable to hold paternalistic beliefs about others if they are supported by the evidence? Drawing on central elements of relational egalitarianism, this paper attempts to bridge this gap. In a first step, it (...) |
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Many find that the objectionable nature of paternalism has something to do with belief. However, since it is commonly held that beliefs are directly governed by epistemic as opposed to moral norms, how could it be objectionable to hold paternalistic beliefs about others if they are supported by the evidence? Drawing on central elements of relational egalitarianism, this paper attempts to bridge this gap. In a first step, it argues that holding paternalistic beliefs about others implies a failure to regard (...) |
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This paper defends the claim that pragmatic encroachment—the idea that knowledge is sensitive to the practical stakes of believing—can explain a distinctive kind of epistemic injustice: the injustice that occurs when prejudice causes someone to know less than they otherwise would. This encroachment injustice, as we call it, occurs when the threat of being met with prejudice raises the stakes for someone to rely on her belief when acting, by raising the level of evidential support required for knowledge. We explain (...) |
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The New Evil Demon Problem presents a serious challenge to externalist theories of epistemic justification. In recent years, externalists have developed a number of strategies for responding to the problem. A popular line of response involves distinguishing between a belief’s being epistemically justified and a subject’s being epistemically blameless for holding it. The apparently problematic intuitions the New Evil Demon Problem elicits, proponents of this response claim, track the fact that the deceived subject is epistemically blameless for believing as she (...) |
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According to the doxastic wrongs thesis, holding certain beliefs about others can be morally wrongful. Beliefs which take the form of stereotypes based on race and gender and which turn out to be false and are negatively valenced are prime candidates for the charge of doxastic wronging: it is no coincidence that most of the cases discussed in the literature involve false beliefs. My aim in this paper is to show that the thesis of doxastic wrongs does not turn on (...) No categories |
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According to evidentialism, what is epistemically rational to believe is determined by evidence alone. So, assuming that prejudiced beliefs are irrational, evidentialism entails that they must not be properly based on the evidence. Recently, philosophers have been interested in cases of beliefs that seem to undermine evidentialism: these are beliefs that seem both prejudiced and properly based on the evidence. In these cases, a believer has strong statistical evidence that most members of a social group have some property and then (...) |
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Several authors have recently suggested that moral factors and norms `encroach' on the epistemic, and because of salient parallels to pragmatic encroachment views in epistemology, these suggestions have been dubbed `moral encroachment views'. This paper distinguishes between variants of the moral encroachment thesis, pointing out how they address different problems, are motivated by different considerations, and are not all subject to the same objections. It also explores how the family of moral encroachment views compare to classical pragmatic encroachment accounts. |
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Historical patterns of discrimination seem to present us with conflicts between what morality requires and what we epistemically ought to believe. I will argue that these cases lend support to the following nagging suspicion: that the epistemic standards governing belief are not independent of moral considerations. We can resolve these seeming conflicts by adopting a framework wherein standards of evidence for our beliefs to count as justified can shift according to the moral stakes. On this account, believing a paradigmatically racist (...) |
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This paper asks two questions about the ethics of expectations: one about the nature of expectations, and one about the wrongs of expectations. Expectations involve a rich constellation of attitudes ranging from beliefs to also include imaginings, hopes, fears, and dreams. As a result, it would be a mistake to treat expectation as merely a theoretical, practical, or evaluative attitude. Sometimes expectations are predictive, like your expectation of rain tomorrow, sometimes prescriptive, like the expectation that your students will do the (...) |
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This paper defends the claim that mere temporal proximity always and without exception strengthens certain moral duties, including the duty to save – call this view Robust Temporalism. Although almost all other moral philosophers dismiss Robust Temporalism out of hand, I argue that it is prima facie intuitively plausible, and that it is analogous to a view about special obligations that many philosophers already accept. I also defend Robust Temporalism against several common objections, and I highlight its relevance to a (...) |
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Journal of Political Philosophy, EarlyView. |
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The aim of this paper is to (i) examine the concept of epistemic paternalism and (ii) explore the consequences of normative questions one might ask about it. I begin by critically examining several definitions of epistemic paternalism that have been proposed, and suggesting ways they might be improved. I then contrast epistemic and general paternalism and argue that it’s difficult to see what makes epistemic paternalism an epistemic phenomenon at all. Next, I turn to the various normative questions one might (...) |
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The epistemology of risk examines how risks bear on epistemic properties. A common framework for examining the epistemology of risk holds that strength of evidential support is best modelled as numerical probability given the available evidence. In this essay I develop and motivate a rival ‘relevant alternatives’ framework for theorising about the epistemology of risk. I describe three loci for thinking about the epistemology of risk. The first locus concerns consequences of relying on a belief for action, where those consequences (...) |
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In the flurry of recent exchanges between defenders of moral encroachment and their critics, some of the finer details of particular encroachment accounts have only begun to receive critical attention. This is especially true concerning accounts of the putative wrong-making features of the beliefs to which defenders of moral encroachment draw our attention. Here I attempt to help move this part of the discussion forward by critically engaging two leading accounts. These come from Mark Schroeder and Rima Basu, respectively. The (...) No categories |
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When a belief is self-fulfilling, having it guarantees its truth. When a belief is self-defeating, having it guarantees its falsity. These are the cases of “self-impacting” beliefs to be examined below. Scenarios of self-defeating beliefs can yield apparently dilemmatic situations in which we seem to lack sufficient reason to have any belief whatsoever. Scenarios of self-fulfilling beliefs can yield apparently dilemmatic situations in which we seem to lack reason to have any one belief over another. Both scenarios have been used (...) |
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It is a philosophical truism that we must think of others as moral agents, not merely as causal or statistical objects. But why? I argue that this follows from the best resolution of an antinomy between our experience of morality as necessarily binding on the will and our knowledge that all moral beliefs originate in contingent histories. We can address this antinomy only by understanding moral deliberation via interpersonal relationships, which simultaneously vindicate and constrains morality’s bind on the will. This (...) |
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If someone says, “You’ve stereotyped me,” we hear the statement as an accusation. One way to interpret the accusation is as follows: you haven’t seen or treated me as an individual. In this essay, I interpret and evaluate a theory of wrongful stereotyping inspired by this thought, which I call the failure-to-individualize theory of wrongful stereotyping. According to this theory, stereotyping is wrong if and only if it involves failing to treat persons as individuals. I argue that the theory—however one (...) |
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Defined narrowly, epistemology is the study of knowledge and justified belief. As the study of knowledge, epistemology is concerned with the following questions: What are the necessary and sufficient conditions of knowledge? What are its sources? What is its structure, and what are its limits? As the study of justified belief, epistemology aims to answer questions such as: How we are to understand the concept of justification? What makes justified beliefs justified? Is justification internal or external to one's own mind? (...) |
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Data analytics and data-driven approaches in Machine Learning are now among the most hailed computing technologies in many industrial domains. One major application is predictive analytics, which is used to predict sensitive attributes, future behavior, or cost, risk and utility functions associated with target groups or individuals based on large sets of behavioral and usage data. This paper stresses the severe ethical and data protection implications of predictive analytics if it is used to predict sensitive information about single individuals or (...) |
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A recent flurry of philosophical research on microaggression suggests that there are various practical and moral reasons why microaggression may be objectionable, including that it can be offensive, cause epistemic harms, express demeaning messages about certain members of our society, and help to reproduce an oppressive social order. Yet little attention has been given to the question of whether microaggression is also epistemically objectionable. This paper aims to further our understanding of microaggression by appealing to recent work on moral encroachment—the (...) No categories |
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Radical moral encroachment is the view that belief itself is morally evaluable, and that some moral properties of belief itself make a difference to epistemic rationality. To date, almost all proponents of radical moral encroachment hold to an asymmetry thesis: the moral encroaches on rational belief, but not on rational credence. In this paper, we argue against the asymmetry thesis; we show that, insofar as one accepts the most prominent arguments for radical moral encroachment on belief, one should likewise accept (...) |
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A challenge we face in a world that has been shaped by, and continues to be shaped by, racist attitudes and institutions is that the evidence is often stacked in favor of racist beliefs. As a result, we may find ourselves facing the following conflict: what if the evidence we have supports something we morally shouldn’t believe? For example, it is morally wrong to assume, solely on the basis of someone’s skin color, that they’re a staff member. But, what if (...) |
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Many authors have argued that epistemic rationality sometimes comes into conflict with our relationships. Although Sarah Stroud and Simon Keller argue that friendships sometimes require bad epistemic agency, their proposals do not go far enough. I argue here for a more radical claim—romantic love sometimes requires we form beliefs that are false. Lovers stand in a special position with one another; they owe things to one another that they do not owe to others. Such demands hold for beliefs as well. (...) |
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Much of the recent work on the nature of testimonial injustice holds that a hearer who fails to accord sufficient credibility to a speaker’s testimony, owing to identity prejudice, can thereby wrong that speaker. What is it to wrong someone in this way? This paper offers an account of the wrong at the heart of testimonial injustice that locates it in a failure of interpersonal justifiability. On the account I develop, one that draws directly from T. M. Scanlon’s moral contractualist (...) No categories |
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Upon doing something generous for someone with whom you are close, some kind of reciprocity may be appropriate. But it often seems wrong to actually request reciprocity. This chapter explores the wrongness in making these requests, and why they can nevertheless appear appropriate. After considering several explanations for the wrongness at issue (involving, e.g. distinguishing oughts from obligation, the suberogatory, imperfect duties, and gift-giving norms), a novel proposal is advanced. The requests are disrespectful; they express that their agent insufficiently trusts (...) |
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A popular informal argument suggests that statistics about the preponderance of criminal involvement among particular demographic groups partially justify others in making defensive mistakes against members of the group. One could worry that evidence-relative accounts of moral rights vindicate this argument. After constructing the strongest form of this objection, I offer several replies: most demographic statistics face an unmet challenge from reference class problems, even those that meet it fail to ground non-negligible conditional probabilities, even if they did, they introduce (...) |
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What, if anything, do we epistemically owe to each other? Various “traditional” views of epistemology might hold either that we don’t epistemically owe anything to each other, because “what we owe to each other” is the realm of the moral, or that what we epistemically owe to each other is just to be epistemically responsible agents. Basu (2019) has recently argued, against such views, that morality makes extra-epistemic demands upon what we should believe about one another. So, what we owe (...) |
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Being open to persuasion can help show respect for an interlocutor. At the same time, open-mindedness about morally objectionable claims can carry moral as well as epistemic risks. Our aim in this paper is to specify when there might be duty to be open to persuasion. We distinguish two possible interpretations of openness. First, openness might refer to a kind of mental state, wherein one is willing to revise or abandon present beliefs. Second, it might refer to a deliberative practice, (...) |
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Hilde Lindemann argues that personhood is the shared practice of recognizing and responding to one another. She calls this practice holding. Holding, however, can fail. Holding failure, by stereotyping for example, can inhibit others’ epistemic confidence and ability to recall true beliefs as well as create an environment of racism or sexism. How might we avoid holding failure? Holding failure, I argue, has many epistemic dimensions, so I argue that moral encroachment has the theoretical tools available to avoid holding failures. (...) |
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In this paper, I develop an essentialist model of the semantics of slurs. I defend the view that slurs are a species of kind terms: Slur concepts encode mini-theories which represent an essence-like element that is causally connected to a set of negatively-valenced stereotypical features of a social group. The truth-conditional contribution of slur nouns can then be captured by the following schema: For a given slur S of a social group G and a person P, S is true of (...) |
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In this paper I argue that epistemically normative claims regarding what one is permitted or required to believe are sometimes true in virtue of what we owe one another as social creatures. I do not here pursue a reduction of these epistemically normative claims to claims asserting one or another interpersonal obligation, though I highlight some resources for those who would pursue such a reduction. |
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Race is often epistemically relevant, but encoding racial stereotypes can lead to implicitly biased behavior. Thus, given the way race structures society, it seems to be impossible to be both epist... |
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