Discrimination Law

The advent of Generative AI, particularly through Large Language Models (LLMs) like ChatGPT and its successors, marks a paradigm shift in the AI landscape. Advanced LLMs exhibit multimodality, handling diverse data formats, thereby broadening their application scope. However, the complexity and emergent autonomy of these models introduce challenges in predictability and legal compliance. This paper analyses the legal and regulatory implications of Generative AI and LLMs in the European Union context, focusing on liability, privacy, intellectual property, and cybersecurity. It examines (...) the adequacy of the existing and proposed EU legislation, including the Artificial Intelligence Act (AIA), in addressing the challenges posed by Generative AI in general and LLMs in particular. The paper identifies potential gaps and shortcomings in the EU legislative framework and proposes recommendations to ensure the safe and compliant deployment of generative models. (shrink)

School boosters are tax-exempt organizations that engage in fundraising efforts to provide public schools with supplementary resources. This paper argues that prevailing forms of school boosting are defeasibly unjust. Section 1 shows that inequalities in public education funding in the United States violate John Rawls’s two principles of domestic justice. Section 2 argues that prevailing forms of school boosting exacerbate and plausibly perpetuate these injustices. Section 3 then contends that boosting thereby defeasibly violates Rawlsian principles of nonideal theory for rectifying (...) injustice. Thus, boosting should be presumptively either made illegal or substantially reformed. Finally, Section 4 responds to potential objections. (shrink)

This article reconstructs a Received View of the right to marry in the European Convention on Human Rights and provides its philosophical interpretation. According to the Received View, the right to marry is a right to a legal institution of marriage. Recent case law from the European Court of Human Rights is analysed, with a focus on the protection and recognition of personal relationships under the law. According to the Fedotova case, the rights pertaining to the protection of conjugal relationships (...) stem from the right to family life. The problem of non-distinctiveness of the right to marry is being discussed. If substantial rights protecting conjugal couples stem from the right to family life, then the right to marry does not offer any additional protection for the couple. The Received View addresses this issue. However, it is politically and morally unjust. (shrink)

In this introduction, I briefly summarize Sophia Moreau's Faces of Inequality. I situate her monograph within two highly contemporary bodies of literature — relational egalitarianism and discrimination theory — to show how it provides important insights for understanding both what it means to treat others as equals in society and how to define wrongful discrimination. Moreau's work on discrimination is of great relevance for philosophers and socio-legal theorists alike as the commentaries from the symposium contributors demonstrate, including Dale Smith, Pablo (...) Gilabert, Andrea Sangiovanni, Daniel Viehoff, Jessica Eisen, Alysia Blackham, and Iyiola Solanke. (shrink)

El uso de sistemas de machine learning en los procesos de selección laboral ha sido de gran utilidad para agilizarlos y volverlos más eficientes, pero al mismo tiempo ha generado problemas en términos de equidad, confiabilidad y transparencia. En este artículo comenzamos explicando los diferentes usos de la Inteligencia Artificial en los procesos de selección laboral en Estados Unidos. Presentamos los sesgos sexuales y raciales que han sido detectados en algunos de ellos y explicamos los obstáculos jurídicos y prácticos para (...) su detección y análisis. Un posible remedio jurídico a la discriminación algorítmica es el régimen de impacto diferencial sistémico utilizado en Estados Unidos. Usamos algunas características de este régimen para señalar los vacíos jurídicos frente a la discriminación en el acceso al empleo en el ámbito del derecho laboral colombiano, y ofrecemos algunas características generales que podría tener un régimen de esa naturaleza. (shrink)

Recent philosophical accounts of discrimination face challenges in accommodating robust intuitions about the particular way in which it is wrongful—most prominently, the intuition that discriminatory actions intrinsically violate equality irrespective of their contingent consequences. The paper suggests that we understand the normative structure of discrimination in a way that is different from the one implicitly assumed by these accounts. It argues that core discriminatory wrongs—such as segregation in Apartheid South Africa—divide into two types, corresponding to violations of relational and distributive (...) equality; and that a pluralistic view of the internal structure of each type should be adopted. This normative structure serves to appropriately vindicate the mentioned intuitions; it also contributes to clarifying the normative underpinnings of legal concepts associated with discrimination (including the distinctions between direct and indirect, or ‘disparate treatment/impact’ discrimination, and intentional vs. unintentional discrimination), and developing a more productive public discourse around allegations of discrimination. (shrink)

I claim that hate speech is actually antithetical to free speech. Nevertheless, this claim invokes the misconception that one would be jeopardizing free speech due to a phenomenon known as "false polarization" – a “tendency for disputants to overestimate the extent to which they disagree about whatever contested question is at hand.” The real polarity does not lie between hate speech (as protected free speech) vs. censorship. Rather, hate speech is censorship. It is the censorship of entire sectors of the (...) population, a violation of their right to be heard, and at worse, an incitement to their extinction. The liberal attempt to try to fit the metaphorical 'round peg' of hate speech into the 'square hole' of free speech is impossible without revealing one’s reluctance to endow people of color, the LGBTQ+ community, women, and other socially oppressed/marginalized groups as equal and deserving of full human dignity. I start by providing a clear definition of "hate speech" (which is lacking in legislation); then I review the original and alleged political intent of the "freedom of expression" within US history; and finally I illuminate the very material consequences of hate speech. (shrink)

Law 49/2018, of August 14, created the Portuguese legal regime of the assisted decision-making (capacity), thus eliminating the legal institutes of interdiction and disqualification, provided for in the Civil Code (CC). The aim of this legal regime was to embed a new vision of disability based on a model of rights, that grants people with disabilities an independent and autonomous life and reflects the acceptance of the International Convention on the Rights of Persons with Disabilities (CRPD) guidelines. This paper intends (...) to discuss the ‘new’ Portuguese legal system regarding the legal capacity of persons with disabilities and its role in valuing the expression of the real will of people with disabilities. (shrink)

This paper assesses the extent to which enhancing a penalty for hate crimes is a necessity. It conducts its analysis by looking at the theoretical justifications for and against such enhancement and also the impact of hate crimes on their victims, their groups and society, in comparison to non-bias crimes. It recognizes the particularly damaging effect of hate crimes on these three levels but argues that care must be taken to ensure a high threshold framework and a clear vision in (...) terms of protected characteristics. It argues that if penalty enhancements are to be any use, victims should be empowered to access the criminal justice system whilst the right to freedom of expression must be preserved. The paper commences with a definitional and conceptual framework of hate crimes, proceeds with the theoretical argumentations for and against hate crime legislation, conducts a legislative analysis of hate crimes, using examples from around the world as well as an assessment of the approach of the European Court of Human Rights to hate crime. (shrink)

The dignity approach to racist hate speech regulation maintains that hate speech ought to be regulated because it impugns targets’ dignity and poses a threat to their equal treatment. This approach faces the significant causal challenges of showing that hate speech has the power to erode its targets’ dignity and that regulations can successfully protect that dignity. My aim is to show how a friend of the dignity approach can resolve these challenges. To do so, I borrow insights from the (...) critical legal studies (CLS) approach to hate speech. Specifically, I argue that hate speech can erode its targets’ dignity 1) by constituting an act of discrimination, and 2) by enacting norms that call for treating targeted groups as inferior. Yet while I maintain that the CLS approach offers valuable resources for shoring up the dignity approach, I reject the CLS approach in favor of the dignity approach. (shrink)

Twice in the 2020 term, in Bostock and Comcast, the Supreme Court doubled down on the reasoning of “but-for causation” to interpret antidiscrimination statutes. According to this reasoning, an outcome is discriminatory because of some status—say, sex or race—just in case the outcome would not have occurred “but-for” the plaintiff’s status. We think this reasoning embeds profound conceptual errors that render the decisions deeply confused. Furthermore, those conceptual errors tend to limit the reach of antidiscrimination law. In this essay, we (...) first unpack the ambiguity of this but-for causal reasoning. We then show that this reasoning arises from a misapplication of tort law principles within antidiscrimination law, and that, as a result, it is both conceptually and normatively indeterminate. (shrink)

In her recent book, Faces of Inequality (2020), Moreau aims at developing a normative account of discrimination that is guided by the main features of anti-discrimination law. The critical comment argues against this methodology, indicating that due to indeterminacy relative to their underlying normative principles, central anti-discrimination norms cannot fulfill this guiding role. Further, using the content of such norms to guide ethical discussions is likely to be misleading, as it reflects evidentiary considerations that are unique to the legal context. (...) The critical comment’s claims are developed based on a close examination of indirect discrimination (or disparate impact) norms, and, as such, have wider implications for ongoing moral and political debates that are heavily influenced by the content of these norms. (shrink)

This article explores the necessary and jointly sufficient conditions for the recognition of a ground of unlawful discrimination. It is important not only to have a coherent understanding of the currently enumerated grounds, but also to have a theoretical framework that can assist in enumerating new grounds through the open-ended “other status” aspect of many legal frameworks. To that end, this article argues that personal characteristics that are generally morally irrelevant, and that are socially salient in that they carry with (...) them a prevalence of inequality-laden attitudes, amount to necessary and jointly sufficient conditions for recognizing a ground of unlawful discrimination. Other conditions, such as immutability and the presence of relative group disadvantage, will be assessed and dismissed as contingent but not necessary conditions. (shrink)

India is a party to several international laws which speak of the duty to prosecute, investigate, and punish crimes. In light of India’s commitments to international law, the scope of its criminal laws appears to be failing on several counts. The following are a few general and specific recommendations for penal law reforms in India. These have been framed in light of several international developments, international laws, and relevant Indian laws and judgments. The recommendations concern the following themes: 1. gaps (...) in criminal law, 2. harmonization of standards 3. liabilities for derogations from fundamental duties (cultural heritage), and 4. a project for decolonization. (shrink)

The research identified the key element on P. R. China’s incentives in modern history on techtransfer practices. With reviewing on the state funding surrogacy in the natural sciences, the author identified the key militant coercive contracting clauses in the document of the National Natural Science Foundation of China. With its combined workings with the statutory & martial laws, the analysis takes a com- parative culture approach that partially counteracts the work of the “United Front Working Group of the CPC”, which (...) constitutes as the major cyber espionage organization that manifests upon the communication & information technologies. The “United Front”’s work has substabtially undermined the premices of market economy and eroded the markets’ self-organizing & self-regulating functionalities. With heterogenous semantic networks taken into consideration, the psychosociological elements were taken into consideration even with the psychological data codings in the semantic networks of P. R. China. (shrink)

This Article examines whether policies—sometimes termed “vaccine mandates” or “vaccine requirements”— that consider vaccination status as a condition of employment, receipt of goods and services, or educational or other activity for participation are legally permitted, and whether such policies may even sometimes be legally required. It does so with particular reference to COVID-19 vaccines. -/- Part I explains the legality of private actors, such as employers or private universities, considering vaccination status, and concludes that such consideration is almost always legally (...) permissible unless foreclosed by specific state legislation. Part II examines the consideration of vaccination status by state or federal policy. It concludes that such consideration is similarly allowed at the state level unless expressly foreclosed, and is allowed at the federal level if appropriately supported by federal regulatory authority. Part III examines what may be a future front in these debates: whether policies considering vaccination status may be required rather than merely permitted, just as some courts have found that mask requirements may be federally required in certain circumstances. (shrink)

The distinction between intentional and unintentional discrimination is a prominent one in the literature and public discourse; intentional discriminatory actions are commonly considered particularly morally objectionable relative to unintentional discriminatory actions. Nevertheless, it remains unclear what the two types amount to, and what generates the moral difference between them. The paper develops philosophically-informed conceptualizations of the two types based on which the moral difference between them may be accounted for. On the suggested account, intentional discrimination is characterized by the agent (...) viewing the content of an underlying discriminatory belief as a consideration that counts in favor of her action. This, it is argued, amounts to endorsing the discriminatory belief, which generates the particular moral severity of intentional discrimination. (shrink)

If whatever counts as merit for some purpose is unevenly distributed, a decision procedure that accurately sorts people on that basis will “pick up” and reproduce the pre-existing pattern in ways that more random, less merit-tracking procedures would not. This dynamic is an important cause for concern about the use of predictive models to allocate goods and opportunities. In this article, I distinguish two different objections that give voice to that concern in different ways. First, decision procedures may contribute to (...) future social injustice and other social ills by sustaining or aggravating patterns that undermine equality of status and opportunity. Second, the same decision procedures may wrong particular individuals by compounding prior injustices that explain those persons’ predicted or actual characteristics. I argue for the importance of the first idea and raise doubts about the second. In normative assessments and legal regulation of algorithmic decisionmaking, as in our thinking about anti-discrimination norms more broadly, a central concern ought to be the prospect of entrenching harmful and unjust patterns—quite apart from any personal wrong done to the individuals about whom predictions are made. (shrink)

Today, a rights-based approach to technology regulation is central to national and international law-making. A human-rights-based approach would involve viewing technology from the prism of human rights objectives and principles. A more specific turn would be to evaluate their impact on specific rights, namely the right to life, right to peaceful assembly, right to development, right to redressal, rights against discrimination, right to education, etc. Normative frameworks have emerged to further protect human rights from technology-based harms. This paper covers a (...) few conceptual and institutional considerations highlighted in seminal works from scholars and international human rights institutions. To name a few; (1) technology and discriminatory challenges (2) design and use of technology (3) digital divide amongst countries (4) duty of actors, (5) neoliberal technologies, (6) the use of prohibitions and remedies, and (7) the emergence of new human rights. Much of the advocacy and rights-based interventions around the globe are attentive to technology’s challenges to human rights. The abovementioned considerations define the core of the international normative framework, which is often advanced to protect human rights from technology-based harms. (shrink)

The Human Rights Studies Programme, School of International Studies (JNU), in collaboration with the Centre for Inner Asian Studies, School of International Studies (JNU), and the Indian Law Institute (Delhi), organized a Human Rights Day Webinar on the Intersections of Human Rights and Criminal Law on December 9-10, 2021. Experts and young scholars from the field shared their insights and research on the webinar theme. The presentations were organized under four sessions, including Session I on Rights Jurisprudence and Criminal Law, (...) Session II on Proposals for Criminalisation and Decriminalisation, Session III on Crimes, Victims, and Punishments, and Session IV on Reforms in the Future. The Webinar was conceptualized keeping in view the responsibility of states under international human rights law to prohibit and punish for the protection of human rights and the redressal of violations. The obligations of States to prohibit and punish inform the development of criminal rules and procedures under different legal systems, leading to the near universalization of legislative frameworks, legal justifications, and punishments. In the working of international human rights institutions, the criminal laws adopted by States are an indicator or marker of the level of compliance of States with the international mandates. In recent years, the interface between the two fields, i.e., international human rights and domestic criminal laws, has sparked great jurisprudential, political, and constitutional debates in different parts of the world. Against this backdrop, the Webinar was organized on Human Rights Day to discuss the relevant issues. (shrink)

How to respond to unauthorized migration and migrants is one of the most difficult questions in relation to migration theory and policy. In this commentary on Gillian Brock’s discussion of “irregular” migration, I do not attempt to give a fully satisfactory account of how to respond to unauthorized migration, but rather, using Brock’s discussion, try to highlight what I see as the most important difficulties in crafting an acceptable account, and raise some problems with the approach that Brock takes. In (...) thinking about unauthorized migration, both while trying to craft positive policies and while critiquing existing practices, we need to ask if we are most interested in a general account of how to respond to unauthorized migration, one that would apply to the large majority of cases and provide us a default approach, or if we are better served by taking a piecemeal approach, looking at why certain people or certain groups should be exempt from removal, even if they would otherwise be liable to it. In this paper, I will focus primarily on this distinction, and argue that it is at least important to provide an account of the "generic unauthorized". (shrink)

Comment on Beeghly, Erin. 2021. “Stereotyping as Discrimination: Why Thoughts Can Be Discriminatory.” Social Epistemology 35 (6): 547–63. -/- Beeghly’s “Stereotyping as Discrimination” is—characteristically—clear, thorough, and persuasive, rich with incisive arguments and thought-provoking case studies. In defending the view that stereotyping often constitutes discrimination, she makes a powerful case that, “Living ethically means cultivating a certain kind of ‘inner’ life and avoiding pernicious habits of thought, no matter how culturally pervasive” (Beeghly 2021b, 13). Support for such claims is traced back (...) not just to Aristotle and the Ten Commandments (Beeghly 2021b, 10), but also to critical social traditions. “As feminists and theorists of race have long noted, the most intimate aspects of our selves, including our ways of thinking, agency, and modes of embodiment, are among the mechanisms of group oppression” (Beeghly 2021b, 13). I offer, first, a tiny friendly amendment to one brief passage, followed by invitations to explore some of the further potential implications of Beeghly’s central theses. (shrink)

(OPEN ACCESS) This paper offers a novel substantive justification for mandatory electoral quotas—e.g., gender or racial quotas—and a new methodological approach to their justification. Substantively, I argue for a political egalitarian account of electoral quotas. Methodologically, based on this account and a political egalitarian grounding of political participatory rights, I offer an alternative to the External Restriction Approach to the justification of electoral quotas. The External Restriction Approach sees electoral quotas as at best justified restrictions on political participatory rights. I (...) argue for the Internal Restriction Approach instead, which can justify electoral quotas by specifying the pro tanto scope of political participatory rights rather than by justifying restrictions on the pro tanto scope of these rights. On this approach, adequately set electoral quotas do not even conflict with and are not balanced against political participatory rights, while electoral quotas—when justified—are pro tanto required rather than merely permitted. (shrink)

America’s COVID-19 pandemic has both devastated and disparately harmed minority communities. How can the allocation of scarce treatments for COVID-19 and similar public health threats fairly and legally respond to these racial disparities? Some have proposed that members of racial groups who have been especially hard-hit by the pandemic should receive priority for scarce treatments. Others have worried that this prioritization misidentifies racial disparities as reflecting biological differences rather than structural racism, or that it will generate mistrust among groups who (...) have previously been harmed by medical research. Still others complain that such prioritization would be fundamentally unjust. I argue that, to pass muster under current law, policymaking in this area must recognize a crucial distinction: prioritizing minority communities, such as hard-hit neighborhoods, without regard to individual race is typically legal, but prioritizing individuals on the basis of their racial identity faces is likely not. I also explain how prioritization on the basis of Native American status is allowable and legally distinct from prioritization on the basis of individual race. -/- In Part II, I provide a brief overview of current and proposed COVID-19 treatments and identify documented or likely scarcities and disparities in access. In Part III, I argue that randomly allocating scarce medical interventions, as some propose, will not effectively address disparities: it both permits unnecessary deaths and concentrates those deaths among people who are more exposed to infection. In Part IV, I explain why using individual-level racial classifications in allocation is precluded by current Supreme Court precedent. Addressing disparities will require focusing on factors other than race, or potentially considering race at an aggregate rather than individual level. I also argue that policies prioritizing members of Native American tribes can succeed legally even where policies based on race would not. In Part V, I examine two complementary strategies to narrow racial disparities. One would prioritize individuals who live in disadvantaged geographic areas or work in hard-hit occupations, potentially alongside race-sensitive aggregate metrics like neighborhood segregation. These approaches, like the policies school districts adopted after the Supreme Court rejected individualized racial classifications in education, would narrow disparities without classifying individuals by race. The other strategy would address the starkly disparate racial impact of deaths early in life by limiting the use of age-based exclusions from vaccine or treatment access that explicitly deprioritize the prevention of early deaths and so disparately exclude minorities, and by considering policies that prioritize the prevention of early deaths. (shrink)

In this Correspondence, I argue that given that scarcity has existed both for critical care resources and for vaccines, allocating critical care resources to prioritize the prevention of early COVID-19 deaths (i.e. COVID-19 deaths among younger patients) could valuably counterbalance the disproportionate exclusion of minority patients and those with life shortening disabilities that age-based vaccine allocation produces. -/- Covid-19 deaths early in life have overwhelmingly befallen minorities and people with life-shortening disabilities. Policies preventing early deaths prevent an outcome widely recognized (...) as worse—dying earlier in one’s life rather than later—while counteracting intersecting forms of injustice. Ultimately, prohibiting the use of age as a tiebreaker in critical care allocation, as Brown et al. propose, will worsen disparities and is not mandated by law. (shrink)

The paper offers a critical engagement with Cécile Laborde’s book, Liberalism’s Religion. It elaborates several objections to Laborde’s account of religious accommodations, and sketches an alternative approach.

This article argues that anti-discrimination rights are individual rights to be free from wrongful treatment and do not directly advance group-based interests or prohibit group-based harm. In light of this, a number of recurring accounts of the wrong of discrimination, particularly the wrong of indirect discrimination, are unsustainable. Claims that indirect discrimination is concerned with harm that is done to social groups or that laws prohibiting indirect discrimination seek to reduce or eliminate advantage gaps between social groups must be rejected (...) as inaccurate. While principles of non-discrimination and principles of affirmative action often operate harmoniously to foster respect for the moral equality of persons, they each have a general affinity with distinct ethical traditions: deontology and teleology respectively. As such, we should conclude that indirect discrimination provisions are examples of formal and not substantive equality. Where rights to non-discrimination conflict with telic equality goals, UK law protects the rights of the individual. (shrink)

At first glance, hate speech and microaggressions seem to have little overlap beyond being communicated verbally or in written form. Hate speech seems clearly macro-aggressive: an intentional, obviously harmful act lacking the ambiguity (and plausible deniability) of microaggressions. If we look back at historical discussions of hate speech, however, many of these assumed differences turn out to be points of similarity. The harmfulness of hate speech only became widely acknowledged after a concerted effort by critical race theorists, feminists, and other (...) activists. Before the 1990s, slurs were widely considered socially acceptable behavior: mere jokes that weren’t intended to be harmful. Authors like Richard Delgado, Mari Matsuda, and Charles Lawrence pushed back against this dismissal. In this chapter, I show that their arguments for the serious harmfulness of hate speech prefigure and provide support for current debates about the serious harmfulness of microaggressions. Exploring resonances with the 1980s hate speech debate will allow us to explain why microaggressions fall below the cutoff for legal liability but remain apt targets for moral blame. (shrink)

The discourse of hate crime has come to Europe, supported not least by international human rights actors and security and policy organisations. In this article, I argue that there is a need for a philosophical response to challenging claims about the conceptualisation and classification of hate crime. First, according to several scholars, hate crime is extraordinarily difficult to conceptualise and there is a fatigue among practitioners caused by the lack of clarity and consensus in the field. I agree that there (...) is a need, not for additional definitions, but for a more comprehensive conceptual framework, that may help us think more clearly about given definitions of hate crime; about their basic structure, cross-cutting problems, and possible variations. Supplying such a conceptual perspective represents a timely task for applied philosophy. I engage with this by offering a four-tiered concept of hate crime. Second, the involvement of human rights actors in the consolidation of hate crime law and policy in Europe has supported the classification of hate crime as a human rights violation. Ultimately, what is at stake is not only our understanding of hate crime, but also our maintenance of a precise and pointed discourse on human rights violations. I argue that we should hesitate or even abstain from classifying hate crime as a human rights violation, and that doing so is compatible with taking both hate crimes and human rights seriously. (shrink)