Results for 'fairness'

296+ found
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  1. Socrates in the schools: Gains at three-year follow-up.Frank Fair, Lory E. Haas, Carol Gardosik, Daphne Johnson, Debra Price & Olena Leipnik - 2015 - Journal of Philosophy in Schools 2 (2).
    Three recent research reports by Topping and Trickey, by Fair and colleagues, and by Gorard, Siddiqui and Huat See have produced data that support the conclusion that a Philosophy for Children program of one-hour-per-week structured discussions has a marked positive impact on students. This article presents data from a follow up study done three years after the completion of the study reported in Fair et al.. The data show that the positive gains in scores on the Cognitive Abilities Test were (...)
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  2. Socrates in the schools: Gains at three-year follow-up.Frank Fair, Lory E. Haas, Carol Gardoski, Daphne Johnson, Debra Price & Olena Leipnik - 2015 - Journal of Philosophy in Schools 2 (2).
    Three recent research reports by Topping and Trickey, by Fair and colleagues, and by Gorard, Siddiqui and Huat See have produced data that support the conclusion that a Philosophy for Children program of one-hour-per-week structured discussions has a marked positive impact on students. This article presents data from a follow up study done three years after the completion of the study reported in Fair et al.. The data show that the positive gains in scores on the Cognitive Abilities Test were (...)
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  3. Socrates in the schools: Gains at three-year follow-up.Frank Fair, Lory E. Haasa, Carol Gardosik, Daphne Johnson, Debra Price & Olena Leipnik - 2015 - Journal of Philosophy in Schools 2 (2):5-16.
    Three recent research reports by Topping and Trickey, by Fair and colleagues, and by Gorard, Siddiqui and Huat See have produced data that support the conclusion that a Philosophy for Children program of one-hour-per-week structured discussions has a marked positive impact on students. This article presents data from a follow up study done three years after the completion of the study reported in Fair et al.. The data show that the positive gains in scores on the Cognitive Abilities Test were (...)
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  4. The Fallacy of Many Questions.Frank Fair - 1973 - Southwestern Journal of Philosophy 4 (1):89-92.
    In this article I explore two accounts of the Fallacy of Many Questions made famous by the question "Have you stopped beating your wife?" The accounts are from the works of Lennart Aqvist and Noel Belnap, and the two authors differ in their accounts of the fallacy. Then I give my own account based on understanding a facet of erotetic logic, i. e., the logic of questions.
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  5. Trading Lives: Consequentialism, Deontology, and Inevitable Trade-offs.Frank Fair - 1998 - The Paideia Archive: Twentieth World Congress of Philosophy.
    Recently, unrestrained consequentialism has been defended against the charge that it leads to unacceptable trade-offs by showing a tradeoff accepted by many of us is not justified by any of the usual nonconsequenlist arguments. The particular trade-off involves raising the speed limit on the Interstate Highway System. As a society, we seemingly accept a trade-off of lives for convenience. This defense of consequentialism may be a tu quoque, but it does challenge nonconsequentialists to adequately justify a multitude of social decisions. (...)
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  6. Commentary on: Benjamin Hamby's "Willingness to inquire: The cardinal critical thinking virtue".Frank Fair - 2013 - Ontario Society for the Study of Argumentation (Ossa) Conference Archive. Https://Scholar.Uwindsor.Ca/Ossaarchive/Ossa10/Papersandcommentaries/68.
    As I read Ben Hamby’s piece, I found it hard to disagree with what he was saying. Certainly the willingness to inquire strikes me as extremely important. If that willingness was completely absent in someone, I find it hard to imagine how that person could amount to much as a critical thinker. Still, the pleasant complacency of collegial agreement is itself a cue that perhaps should trigger greater exertion to think critically. So I will adopt a deliberately oppositional stance, one (...)
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  7. J. J. Katz' logic of questions: New departure or dead end?Frank Fair - 1975 - Philosophical Studies 27 (4):283 - 290.
    This article is a response to J. J. Katz's chapter "The Logic of Questions" in Logic, Methodology, and Philosophy of Science III, Des. B. van Rootselaar and J. F. Staal, North Holland, Amsterdam, 1968. One of Katz's purposes was to "to provide a foundation for the logic of questions," and I argue that the stance Katz takes is both mistaken in itself, yet suggestive of a point that had not been touched on by his predecessors in their attempts to develop (...)
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  8. The Logic of Questions and Answers. [REVIEW]Frank Fair - 1977 - Teaching Philosophy 2 (3-4):346-347.
    This is a review of a book by Belnap and Steel The Logic of Questions and Answers from Yale University Press (1976).
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  9. Algorithmic Fairness Criteria as Evidence.Will Fleisher - 2026 - Ergo: An Open Access Journal of Philosophy.
    Statistical fairness criteria are widely used for diagnosing and ameliorating algorithmic bias. However, these fairness criteria are controversial as their use raises several difficult questions. I argue that the major problems for statistical algorithmic fairness criteria stem from an incorrect understanding of their nature. These criteria are primarily used for two purposes: first, evaluating AI systems for bias, and second constraining machine learning optimization problems in order to ameliorate such bias. The first purpose typically involves treating each (...)
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  10. Fair equality of chances for prediction-based decisions.Michele Loi, Anders Herlitz & Hoda Heidari - 2024 - Economics and Philosophy 40 (3):557-580.
    This article presents a fairness principle for evaluating decision-making based on predictions: a decision rule is unfair when the individuals directly impacted by the decisions who are equal with respect to the features that justify inequalities in outcomes do not have the same statistical prospects of being benefited or harmed by them, irrespective of their socially salient morally arbitrary traits. The principle can be used to evaluate prediction-based decision-making from the point of view of a wide range of antecedently (...)
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  11. (1 other version)Algorithmic fairness in mortgage lending: from absolute conditions to relational trade-offs.Michelle Seng Ah Lee & Luciano Floridi - 2020 - Minds and Machines 31 (1):165-191.
    To address the rising concern that algorithmic decision-making may reinforce discriminatory biases, researchers have proposed many notions of fairness and corresponding mathematical formalizations. Each of these notions is often presented as a one-size-fits-all, absolute condition; however, in reality, the practical and ethical trade-offs are unavoidable and more complex. We introduce a new approach that considers fairness—not as a binary, absolute mathematical condition—but rather, as a relational notion in comparison to alternative decisionmaking processes. Using US mortgage lending as an (...)
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  12. The Fair Chances in Algorithmic Fairness: A Response to Holm.Clinton Castro & Michele Loi - 2023 - Res Publica 29 (2):231–237.
    Holm (2022) argues that a class of algorithmic fairness measures, that he refers to as the ‘performance parity criteria’, can be understood as applications of John Broome’s Fairness Principle. We argue that the performance parity criteria cannot be read this way. This is because in the relevant context, the Fairness Principle requires the equalization of actual individuals’ individual-level chances of obtaining some good (such as an accurate prediction from a predictive system), but the performance parity criteria do (...)
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  13. Algorithmic Fairness from a Non-ideal Perspective.Sina Fazelpour & Zachary C. Lipton - 2020 - Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society.
    Inspired by recent breakthroughs in predictive modeling, practitioners in both industry and government have turned to machine learning with hopes of operationalizing predictions to drive automated decisions. Unfortunately, many social desiderata concerning consequential decisions, such as justice or fairness, have no natural formulation within a purely predictive framework. In efforts to mitigate these problems, researchers have proposed a variety of metrics for quantifying deviations from various statistical parities that we might expect to observe in a fair world and offered (...)
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  14. Fair machine learning under partial compliance.Jessica Dai, Sina Fazelpour & Zachary Lipton - 2023 - In Francesca Rossi, Sanmay Das, Jenny Davis, Kay Firth-Butterfield & Alex John, AIES '23: Proceedings of the 2023 AAAI/ACM Conference on AI, Ethics, and Society. Association for Computing Machinery. pp. 55–65.
    Typically, fair machine learning research focuses on a single decision maker and assumes that the underlying population is stationary. However, many of the critical domains motivating this work are characterized by competitive marketplaces with many decision makers. Realistically, we might expect only a subset of them to adopt any non-compulsory fairness-conscious policy, a situation that political philosophers call partial compliance. This possibility raises important questions: how does partial compliance and the consequent strategic behavior of decision subjects affect the allocation (...)
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  15. Algorithmic Fairness and Structural Injustice: Insights from Feminist Political Philosophy.Atoosa Kasirzadeh - 2022 - Aies '22: Proceedings of the 2022 Aaai/Acm Conference on Ai, Ethics, and Society.
    Data-driven predictive algorithms are widely used to automate and guide high-stake decision making such as bail and parole recommendation, medical resource distribution, and mortgage allocation. Nevertheless, harmful outcomes biased against vulnerable groups have been reported. The growing research field known as 'algorithmic fairness' aims to mitigate these harmful biases. Its primary methodology consists in proposing mathematical metrics to address the social harms resulting from an algorithm's biased outputs. The metrics are typically motivated by -- or substantively rooted in -- (...)
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  16. Making Fair Choices on the Path to Universal Health Coverage.Ole Frithjof Norheim, Trygve Ottersen, Bona Chitah, Richard Cookson, Norman Daniels, Nir Eyal, Walter Flores, Axel Gosseries, Daniel Hausman, Samia Hurst, Lydia Kapiriri, Toby Ord, Shlomi Segall, Frehiwot Defaye, Alex Voorhoeve & Alicia Yamin - 2014 - World Health Organisation.
    This report by the WHO Consultative Group on Equity and Universal Health Coverage addresses how countries can make fair progress towards the goal of universal coverage. It explains the relevant tradeoffs between different desirable ends and offers guidance on how to make these tradeoffs.
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  17. Fairness as Equal Concession: Critical Remarks on Fair AI.Christopher Yeomans & Ryan van Nood - 2021 - Science and Engineering Ethics 27 (6):1-14.
    Although existing work draws attention to a range of obstacles in realizing fair AI, the field lacks an account that emphasizes how these worries hang together in a systematic way. Furthermore, a review of the fair AI and philosophical literature demonstrates the unsuitability of ‘treat like cases alike’ and other intuitive notions as conceptions of fairness. That review then generates three desiderata for a replacement conception of fairness valuable to AI research: (1) It must provide a meta-theory for (...)
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  18. Playing Fair and Following the Rules.Justin Tosi - 2017 - Journal of Moral Philosophy 14 (2):134-141.
    In his paper “Fairness, Political Obligation, and the Justificatory Gap” (published in the Journal of Moral Philosophy), Jiafeng Zhu argues that the principle of fair play cannot require submission to the rules of a cooperative scheme, and that when such submission is required, the requirement is grounded in consent. I propose a better argument for the claim that fair play requires submission to the rules than the one Zhu considers. I also argue that Zhu’s attribution of consent to people (...)
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  19. Fairness in Distributive Justice by 3- and 5-Year-Olds Across Seven Cultures.Philippe Rochat, Maria D. G. Dias, Guo Liping, Tanya Broesch, Claudia Passos-Ferreira, Ashley Winning & Britt Berg - 2009 - Journal of Cross-Cultural Psychology 40 (3):416-442.
    This research investigates 3- and 5-year-olds' relative fairness in distributing small collections of even or odd numbers of more or less desirable candies, either with an adult experimenter or between two dolls. The authors compare more than 200 children from around the world, growing up in seven highly contrasted cultural and economic contexts, from rich and poor urban areas, to small-scale traditional and rural communities. Across cultures, young children tend to optimize their own gain, not showing many signs of (...)
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  20. Fairness and the Strengths of Agents' Claims.Nathaniel Sharadin - 2016 - Utilitas 28 (3):347-360.
    John Broome has proposed a theory of fairness according to which fairness requires that agents’ claims to goods be satisfied in proportion to the relative strength of those claims. In the case of competing claims for a single indivisible good, Broome argues that what fairness requires is the use of a weighted lottery as a surrogate to satisfying the competing claims: the relative chance of each claimant's winning the lottery should be set to the relative strength of (...)
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  21. Fairness.Bradford Hooker - 2005 - Ethical Theory and Moral Practice 8 (4):329-352.
    The main body of this paper assesses a leading recent theory of fairness, a theory put forward by John Broome. I discuss Broome's theory partly because of its prominence and partly because I think it points us in the right direction, even if it takes some missteps. In the course of discussing Broome's theory, I aim to cast light on the relation of fairness to consistency, equality, impartiality, desert, rights, and agreements. Indeed, before I start assessing Broome's theory, (...)
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  22. Fair Terms of Social Cooperation Among Equals.Michael Otsuka - 2023 - Journal of Practical Ethics 11:59–68.
    Rawlsian justice as fairness is neither fundamentally luck egalitarian nor relational egalitarian. Rather, the most fundamental idea is that of society as a fair system of cooperation. Collective pensions provide a case study which illustrates the fruitfulness of conceiving justice in these latter terms. Those who have recently reached the age of majority do not now know how long they will live in retirement or how well any investments they try to save up for their retirement would fare. From (...)
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  23. Fair hop Roman dominating function in graphs.Leomarich Casinillo - 2026 - Annals of Mathematics and Computer Science 32 (1):1-12.
    This paper introduces a new variant of a hop Roman dominating function in graphs called the fair hop Roman dominating function. Moreover, several important combinatorial properties and characterizations of fair hop Roman dominating functions in various graph classes were investigated.
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  24. Love, Fairness, and Sharing a Life.Anna-Bella Sicilia - forthcoming - Philosophers' Imprint.
    According to a long philosophical tradition and a potent kernel of common sense, loving partnerships are governed by affection and care, and so not properly evaluated by standards of justice or fairness. In this paper I precisify and challenge this idea. I argue that love and fairness are unified in the sense that some partners are only able to perform particular act-types (loving and expressing love) if their actions are sensitive to considerations of fairness. When loving acts (...)
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  25. Against fairness.Stephen T. Asma - 2013 - Chicago: University of Chicago Press.
    From the school yard to the workplace, there’s no charge more damning than “you’re being unfair!” Born out of democracy and raised in open markets, fairness has become our de facto modern creed. The very symbol of American ethics—Lady Justice—wears a blindfold as she weighs the law on her impartial scale. In our zealous pursuit of fairness, we have banished our urges to like one person more than another, one thing over another, hiding them away as dirty secrets (...)
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  26. Allocative Fairness.Gil Hersch & Thomas Rowe - 2025 - Philosophy Compass 20 (5):e70042.
    Questions of fair allocation arise regularly throughout our lives, ranging from the trivial to the significant, for governments, private companies, associations, families, and friends. This article discusses the nature of allocative fairness, which is focused on the fair distribution of divisible and indivisible goods. The recent literature on allocative fairness takes John Broome's discussion of fairness as the proportional treatment of claims as its starting point. On this view, a claim is a reason why an individual ought (...)
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  27. Fairness, Free-Riding and Rainforest Protection.Chris Armstrong - 2016 - Political Theory 44 (1):106-130.
    If dangerous climate change is to be avoided, it is vital that carbon sinks such as tropical rainforests are protected. But protecting them has costs. These include opportunity costs: the potential economic benefits which those who currently control rainforests have to give up when they are protected. But who should bear those costs? Should countries which happen to have rainforests within their territories sacrifice their own economic development, because of our broader global interests in protecting key carbon sinks? This essay (...)
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  28. Fairness and the Architecture of Responsibility.David Brink & Dana Nelkin - 2013 - Oxford Studies in Agency and Responsibility 1:284-313.
    This essay explores a conception of responsibility at work in moral and criminal responsibility. Our conception draws on work in the compatibilist tradition that focuses on the choices of agents who are reasons-responsive and work in criminal jurisprudence that understands responsibility in terms of the choices of agents who have capacities for practical reason and whose situation affords them the fair opportunity to avoid wrongdoing. Our conception brings together the dimensions of normative competence and situational control, and we factor normative (...)
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  29. Acceptance, fairness, and political obligation.Edward Song - 2012 - Legal Theory 18 (2):209-229.
    Among the most popular strategies for justifying political obligations are those that appeal to the principle of fairness. These theories face the challenge, canonically articulated by Robert Nozick, of explaining how it is that persons are obligated to schemes when they receive goods that they do not ask for but cannot reject. John Simmons offers one defense of the principle of fairness, arguing that people could be bound by obligations of fairness if they voluntarily accept goods produced (...)
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  30. A Fair Distribution of Responsibility for Climate Adaptation -Translating Principles of Distribution from an International to a Local Context.Erik Persson, Kerstin Eriksson & Åsa Knaggård - 2021 - Philosophies 6 (3):68.
    Distribution of responsibility is one of the main focus areas in discussions about climate change ethics. Most of these discussions deal with the distribution of responsibility for climate change mitigation at the international level. The aim of this paper is to investigate if and how these principles can be used to inform the search for a fair distribution of responsibility for climate change adaptation on the local level. We found that the most influential distribution principles on the international level were (...)
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  31. Fairness and Fair Shares.Keith Horton - 2011 - Utilitas 23 (1):88-93.
    Some moral principles require agents to do more than their fair share of a common task, if others won’t do their fair share – each agent’s fair share being what they would be required to do if all contributed as they should. This seems to provide a strong basis for objecting to such principles. For it seems unfair to require agents who have already done their fair share to do more, just because other agents won’t do their fair share. The (...)
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  32. Retrofitting Fair Use: Art & Generative AI After Warhol.Patrick K. Lin - 2024 - Santa Clara Law Review 64.
    The fair use doctrine has been tech companies’ most valuable legal justification for systematically extracting and scraping content from the internet to train their generative artificial intelligence tools. Although fair use has historically protected the public from the monopolization of creative expression and intellectual property, in its current state, the doctrine enables powerful tech companies and movie studios alike to hoard copyrighted content while disenfranchising individual artists and creators. In May 2023, the United States Supreme Court ruled on Andy Warhol (...)
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  33. Four Faces of Fair Subject Selection.Katherine Witte Saylor & Douglas MacKay - 2020 - American Journal of Bioethics 20 (2):5-19.
    Although the principle of fair subject selection is a widely recognized requirement of ethical clinical research, it often yields conflicting imperatives, thus raising major ethical dilemmas regarding participant selection. In this paper, we diagnose the source of this problem, arguing that the principle of fair subject selection is best understood as a bundle of four distinct sub-principles, each with normative force and each yielding distinct imperatives: (1) fair inclusion; (2) fair burden sharing; (3) fair opportunity; and (4) fair distribution of (...)
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  34. Fair equality of opportunity, generational jobs, and the directorial image of Diane Keaton (and an appendix with coding homework).Terence Rajivan Edward - manuscript
    The initial idea of fair equality of opportunity is that if two people are both capable of doing a job and would be equally good at it, then they should stand an equal chance of getting it, whereas if one is less capable then they should stand a less chance. Fair equality is recommended (mostly famously by John Rawls) with the hope of overcoming situations in which certain jobs are dominated by people of a certain social class. But it faces (...)
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  35. A Fair Play Account of Legitimate Political Authority.Justin Tosi - 2017 - Legal Theory 23 (1):55-67.
    There is an emerging consensus among political philosophers that state legitimacy involves something more than—or perhaps other than—political obligation. Yet the principle of fair play, which many take to be a promising basis for political obligation, has been largely absent from discussions of the revised conception of legitimacy. This paper shows how the principle of fair play can generate legitimate political authority by drawing on a neglected feature of the principle—its stipulation that members of a cooperative scheme must reciprocate specifically (...)
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  36. Cooperation, Fair Play, and the Non-Struggle Point.Samuel Kahn - 2025 - Dialogue 64 (3):431-443.
    In Maskivker’s recent “Justice and Contribution,” she argues that, under normal circumstances, the failure to guarantee that life-sustaining workers are above the non-struggle point is not merely disrespectful and a failure of beneficence, but a violation of the norms of fair play and, as such, a “low blow.” In this article, I offer a critical reply to Maskivker. I begin by explaining her reasoning. Then I turn to critique, focusing on two key weaknesses and, in so doing, drawing out two (...)
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  37. Fairness as a Meta-Norm: Structural Legitimacy and the Meta-Right to Fair Institutions.A. N. M. Nuruddin - manuscript
    This paper argues that fairness should be understood not only as a first-order norm governing procedures and outcomes, but as a structural meta-norm that determines which institutional architectures may legitimately exercise authority over moral equals. I develop the idea of a Meta-Right to Structural Fairness: a higher-order moral claim not merely to fair treatment within institutions, but to institutions whose justificatory design allows individuals to stand as equal contributors to, and evaluators of, the reasons that bind them. I (...)
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  38. The Fair Share Theory of Conventional Normativity.Adam Lovett - 2025 - Journal of Ethics and Social Philosophy 30 (4):519-547.
    Often, we should obey conventional, or socially constructed, norms. You should tip in America, queue up in England, take your hat off when you enter a church in Italy. But why? Laura Valentini has recently suggested that obeying conventional norms respects the agency of those who support such norms. In this article, I argue that this is not why we should obey conventional norms. Instead, we should think of the moral force of such norms in terms of doing our fair (...)
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  39. Fair Play and Wrongful Benefits.Avia Pasternak - 2017 - Journal of Moral Philosophy 14 (5):515-534.
    _ Source: _Page Count 20 According to the fair play defense of political obligations citizens have a reciprocity-based duty to share the costs involved in the production of public goods. But sometimes, states produce collective goods through wrongdoing. For example, sometimes states’ wrongful immigration policies can contribute to the welfare of their own populations. Do citizens have duties of reciprocity in light of such wrongful benefits? I argue that the answer to this question is negative. Drawing on the observation that (...)
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  40. Fair infinite lotteries.Sylvia Wenmackers & Leon Horsten - 2013 - Synthese 190 (1):37-61.
    This article discusses how the concept of a fair finite lottery can best be extended to denumerably infinite lotteries. Techniques and ideas from non-standard analysis are brought to bear on the problem.
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  41. Rescuing fair-play as a justification for punishment.Matt K. Stichter - 2010 - Res Publica 16 (1):73-81.
    The debate over whether ‘fair-play’ can serve as a justification for legal punishment has recently resumed with an exchange between Richard Dagger and Antony Duff. According to the fair-play theorist, criminals deserve punishment for breaking the law because in so doing the criminal upsets a fair distribution of benefits and burdens, and punishment rectifies this unfairness. Critics frequently level two charges against this idea. The first is that it often gives the wrong explanation of what makes crime deserving of punishment, (...)
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  42.  86
    Fair Equality of Opportunity and the Place for Individual Merit in a Liberal Democratic Society.Nunzio Alì - 2022 - Brazilian Political Science Review 16 (1):1-26.
    Although equality of opportunity is a fundamental idea of the egalitarian project, there is a continuing controversy about the effective distributive implications of the notion. This paper focuses on this controversy, and maintains that when equality of opportunity is correctly understood, it entails strong distributive implications. In this way, this paper intends to reject the notion that equality of opportunity is associated with a non-institutional idea of meritocracy: an idea which is often used as an ideological tool to make unacceptable (...)
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  43. Fair Cooperation Without Desert: Rawls on Justice, Advantage, and Moral Arbitrariness.Lyric Helena Emerson - manuscript
    This paper reconstructs and critically evaluates John Rawls’s argument that social and economic inequalities are justifiable only when they arise within a scheme of fair cooperation among free and equal persons. Focusing on Rawls’s rejection of desert-based justifications for inequality, the paper examines how the original position and the veil of ignorance function to exclude morally arbitrary advantages from the justification of political principles. Rawls’s two principles of justice are interpreted not as distributive rules grounded in merit or efficiency, but (...)
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  44. Procedural Fairness in Exchange Matching Systems.Gil Hersch - 2022 - Journal of Business Ethics 188 (2):367-377.
    The move from open outcry to electronic trading added another responsibility to futures exchanges—that of matching orders between buyers and sellers. Matching systems can affect the level and speed of price discovery, the distribution of revenue, as well as the level of price efficiency of a given market. Whether the matching system is procedurally fair is another important consideration. I argue that while FIFO (First In First Out) is a fair procedure in principle and is perceived as the default matching (...)
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  45. Making fair choices on the path to universal health coverage: Final report of the WHO consultative group on equity and universal health coverage.World Health Organization - 2014 - World Health Organization.
    Universal health coverage (UHC) is at the center of current efforts to strengthen health systems and improve the level and distribution of health and health services. This document is the final report of the WHO Consultative Group on Equity and Universal Health Coverage. The report addresses the key issues of fairness and equity that arise on the path to UHC. As such, the report is relevant for every actor that affects that path and governments in particular, as they are (...)
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  46.  91
    Fairness Is Not Innate: A Three-Variable Framework for Human and Artificial Moral Behavior.Mudassir Khan - manuscript
    This paper proposes a three-variable framework for fairness capacity in humans and artificial systems: F(t) = I(t) × D(t) × S(t) where I represents intelligence and prosocial reasoning capacity, D represents informational accuracy and reliability, and S represents perceived survival safety. The framework formalizes fairness as a dynamically constrained process rather than a fixed innate trait. A time-evolution formulation is introduced to model recursive feedback effects, including scarcity-driven fairness cascades. The paper synthesizes findings from behavioral economics, social (...)
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  47. Fair Subject Selection in Clinical and Social Scientific Research.Douglas MacKay - 2020 - In Ana Smith Iltis & Douglas McKay, The Oxford Handbook of Research Ethics. New York, NY, USA: Oxford University Press.
    This chapter provides a critical overview and interpretation of fair subject selection in clinical and social scientific research. It first provides an analytical framework for thinking about the problem of fair subject selection. It then argues that fair subject selection is best understood as a set of four subprinciples, each with normative force and each with distinct and often conflicting implications for the selection of participants: fair inclusion, fair burden sharing, fair opportunity, and fair distribution of third-party risks. It then (...)
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  48. Broomean(ish) Algorithmic Fairness?Clinton Castro - 2025 - Journal of Applied Philosophy 42 (2):639-651.
    Recently, there has been much discussion of ‘fair machine learning’: fairness in data‐driven decision‐making systems (which are often, though not always, made with assistance from machine learning systems). Notorious impossibility results show that we cannot have everything we want here. Such problems call for careful thinking about the foundations of fair machine learning. Sune Holm has identified one promising way forward, which involves applying John Broome's theory of fairness to the puzzles of fair machine learning. Unfortunately, his application (...)
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  49. Algorithmic Fairness and Feasibility.Eva Erman, Markus Furendal & Niklas Möller - 2025 - Philosophy and Technology 38 (1):1-9.
    The “impossibility results” in algorithmic fairness suggest that a predictive model cannot fully meet two common fairness criteria – sufficiency and separation – except under extraordinary circumstances. These findings have sparked a discussion on fairness in algorithms, prompting debates over whether predictive models can avoid unfair discrimination based on protected attributes, such as ethnicity or gender. As shown by Otto Sahlgren, however, the discussion of the impossibility results would gain from importing some of the tools developed in (...)
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  50. Fairness, ambiguity and dynamic consistency.H. Orri Stefánsson & Richard Bradley - forthcoming - Theory and Decision:1-21.
    Considerations of dynamic inconsistency have figured prominently in debates over the rationality of preferences that violate the separability conditions characteristic of expected utility theory. These debates have mostly focused on risk- and ambiguity averse preferences, but analogous considerations apply to preferences for fairness. We revisit these debates in the context of a specific hypothesis regarding the violations of separability by such preferences, namely that they are potentially both explained and rationalised by attitudes to the chances of goods that motivate (...)
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