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  1. Welfare vs. Utility.Franz Dietrich - manuscript
    Economists routinely measure individual welfare by (von-Neumann-Morgenstern) utility, for instance when analysing welfare intensity, social welfare, or welfare inequality. Is this welfare measure justified? Natural working hypotheses turn out to imply a different measure. It overcomes familiar problems of utility, by faithfully capturing non-ordinal welfare features, such as welfare intensity -- despite still resting on purely ordinal evidence, such as revealed preferences or self-reported welfare comparisons. Social welfare analysis changes when based on this new individual welfare measure rather than utility. (...)
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  2. Expected Comparative Utility Theory: A New Theory of Instrumental Rationality.David Robert - manuscript
    This paper aims to address the question of how one ought to choose when one is uncertain about what outcomes will result from one’s choices, but when one can nevertheless assign probabilities to the different possible outcomes. These choices are commonly referred to as choices under risk. In this paper, I develop and motivate a new normative theory of rational choice under risk, namely expected comparative utility (ECU) theory. Roughly, for any agent, S, faced with any choice under risk, ECU (...)
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  3. The Value of Risky Prospects.Lara Buchak & Jacob M. Nebel - forthcoming - Journal of Philosophy.
    Risk-weighted expected utility (REU) theory holds that there are many rational ways to relate the utilities of prospects to the utilities of outcomes they comprise, since there are many rational ways to take risk into account. This naturally raises the question of how the goodness of risky prospects relates to the goodness of outcomes they comprise. We canvas several possible answers to this question, and argue that REU theorists should take one prospect to be better than another for an individual (...)
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  4. Stochastic Dominance for Incomplete Preferences.Tomi Francis & Johan E. Gustafsson - forthcoming - Analysis.
    According to Stochastic Dominance, it is rationally obligatory to prefer one gamble to another if it gives you the same chances of getting final outcomes you prefer. According to Statewise Maximality, it is rationally permissible not to disprefer a gamble if it is guaranteed not to result in a final outcome you disprefer. These principles conflict in cases involving incomplete preferences, known as Opaque Sweetening cases. In this paper, we argue for Stochastic Dominance and against Statewise Maximality in Opaque Sweetening (...)
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  5. The Sure Thing Principle Leads to Instability.J. Dmitri Gallow - forthcoming - Philosophical Quarterly.
    Orthodox causal decision theory is unstable. Its advice changes as you make up your mind about what you will do. Several have objected to this kind of instability and explored stable alternatives. Here, I'll show that explorers in search of stability must part with a vestige of their homeland. There is no plausible stable decision theory which satisfies Savage's Sure Thing Principle. So those in search of stability must learn to live without it.
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  6. Are all truths maximally risky?Marco Grossi - forthcoming - Analysis.
    According to the modal account, risk is a function of modal closeness. A puzzling consequence of this account is that all truths are maximally risky. I defend this puzzling claim against several objections found in the literature, by drawing connections between axiom T for safety and risk and between counterfactual reasoning and risk. I conclude by briefly explaining why we find the conclusion puzzling and by advocating for a pluralist notion of risk where modal risk is a legitimate notion alongside (...)
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  7. A unified theory of risk.Jaakko Hirvelä & Niall J. Paterson - forthcoming - Philosophical Quarterly.
    A novel theory of comparative risk is developed and defended. Extant theories are criticized for failing the tests of extensional and formal adequacy. A unified diagnosis is proposed: extant theories consider risk to be a univariable function, but risk is a multivariate function. According to the theory proposed, which we call the unified theory of risk, the riskiness of a proposition is a function of both the proportion and the modal closeness of the possible worlds at which the proposition holds. (...)
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  8. Of marbles and matchsticks.Harvey Lederman - forthcoming - In Tamar Szabó Gendler, John Hawthorne, Julianne Chung & Alex Worsnip, Oxford Studies in Epistemology, Vol. 8. Oxford University Press.
    I present a new puzzle about choice under uncertainty for agents whose preferences are sensitive to multiple dimensions of outcomes in such a way as to be incomplete. In response, I develop a new theory of choice under uncertainty for incomplete preferences. I connect the puzzle to central questions in epistemology about the nature of rational requirements, and ask whether it shows that preferences are rationally required to be complete.
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  9. Choosing How to Choose.Richard Pettigrew, Catrin Campbell-Moore & Jason Konek - forthcoming - Theory and Decision.
    Decision theories give guidance about what to do when you face a particular decision. But they also give higher-level advice—depending on how likely you think it is that you’ll face various decision problems, decision theories give advice about the best strategy for picking what to do. For some ways of being uncertain over possible decisions, decision theories that accommodate risk undermine themselves. They simultaneously provide specific advice about what to pick whilst also deeming that very picking strategy to be impermissible. (...)
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  10. Egyptology and fanaticism.Hayden Wilkinson - forthcoming - Philosophical Studies.
    Various decision theories share a troubling implication. They imply that, for any finite amount of value, it would be better to wager it all for a vanishingly small probability of some greater value. Counterintuitive as it might be, this _fanaticism_ has seemingly compelling independent arguments in its favour. In this paper, I consider perhaps the most _prima facie_ compelling such argument: an _Egyptology argument_ (an analogue of the Egyptology argument from population ethics). I show that, despite recent objections from Russell (...)
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  11. Paradoxes of infinite aggregation.Frank Hong & Jeffrey Sanford Russell - 2025 - Noûs 59 (3):809-827.
    There are infinitely many ways the world might be, and there may well be infinitely many people in it. These facts raise moral paradoxes. We explore a conflict between two highly attractive principles: a Pareto principle that says that what is better for everyone is better overall, and a statewise dominance principle that says that what is sure to turn out better is better on balance. We refine and generalize this paradox, showing that the problem is faced by many theories (...)
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  12. Review of Gen AI Models for Financial Risk Management: Architectural Frameworks and Implementation Strategies.Satyadhar Joshi - 2025 - International Journal of Innovations in Science Engineering and Management 4 (2):222.
    The rapid advancement of generative artificial intelligence (Gen AI) has revolutionized various domains, including financial analytics. This paper provides a comprehensive review of the applications, challenges, and future directions of Gen Al in financial analytics. We explore its role in risk management, credit scoring, feature engineering, and macroeconomic simulations, while addressing limitations such as data quality, interpretability, and ethical concerns. By synthesizing insights from recent literature, we highlight the transformative potential of Gen AI and propose frameworks for its effective integration (...)
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  13. Model Risk Management in the Era of Generative AI: Challenges, Opportunities, and Future Directions.Satyadhar Joshi - 2025 - International Journal of Scientific and Research Publications 15 (5):299-309.
    The rapid adoption of generative AI in various sectors, particularly in finance, has introduced new challenges and opportunities for model risk management (MRM). This paper provides a comprehensive review of the current state of MRM in the context of generative AI, focusing on the risks, regulatory frameworks, and mitigation strategies. We explore the implications of generative AI on financial institutions, the evolving regulatory landscape, and the role of advanced MRM frameworks in ensuring compliance and mitigating risks. By synthesizing insights from (...)
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  14. In defence of normic de minimis expected utility theory.Martin Smith - 2025 - Logique Et Analyse 256:327-334.
    In a recent paper, Björn Lundgren and H. Orri Stefánsson (2025) present three objections to normic de minimis expected utility theory (NDEUT) – a decision theoretic framework defended in Smith (2024). In this paper, I respond to these objections and outline some possible ways in which NDEUT might be modified or further developed. Like any de minimis framework, NDEUT employs a risk threshold to sort possibilities into those that must be considered when making a decision, and those that can be (...)
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  15. How to Model Lexical Priority.Martin Smith - 2025 - Ergo: An Open Access Journal of Philosophy 12 (40):1039-1071.
    A moral requirement R1 is said to be lexically prior to a moral requirement R2 just in case we are morally obliged to uphold R1 at the expense of R2—no matter how many times R2 must be violated thereby. While lexical priority is a feature of many ethical theories, and arguably a part of common sense morality, attempts to model it within the framework of decision theory have led to a series of problems—a fact which is sometimes spun as a (...)
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  16. Longtermism and social risk-taking.H. Orri Stefánsson - 2025 - In Hilary Greaves, Jacob Barrett & David Thorstad, Essays on Longtermism: Present Action for the Distant Future. Oxford University Press.
    A social planner who evaluates risky public policies in light of the other risks with which their society will be faced should judge favourably some such policies even though they would deem them too risky when considered in isolation. I suggest that a longtermist would—or at least should—evaluate risky polices in light of their prediction about future risks; hence, longtermism supports social risk-taking. I consider two formal versions of this argument, discuss the conditions needed for the argument to be valid, (...)
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  17. Expected value, to a point: Moral decision‐making under background uncertainty.Christian Tarsney - 2025 - Noûs 59 (4):1093-1125.
    Expected value maximization gives plausible guidance for moral decision‐making under uncertainty in many situations. But it has unappetizing implications in ‘Pascalian’ situations involving tiny probabilities of extreme outcomes. This paper shows, first, that under realistic levels of ‘background uncertainty’ about sources of value independent of one's present choice, a widely accepted and apparently innocuous principle—stochastic dominance—requires that prospects be ranked by the expected value of their consequences in most ordinary choice situations. But second, this implication does not hold when differences (...)
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  18. Against anti‐fanaticism.Christian Tarsney - 2025 - Philosophy and Phenomenological Research 110 (2):734-753.
    Should you be willing to forego any sure good for a tiny probability of a vastly greater good? Fanatics say you should, anti‐fanatics say you should not. Anti‐fanaticism has great intuitive appeal. But, I argue, these intuitions are untenable, because satisfying them in their full generality is incompatible with three very plausible principles: acyclicity, a minimal dominance principle, and the principle that any outcome can be made better or worse. This argument against anti‐fanaticism can be turned into a positive argument (...)
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  19. Cost‐Effectiveness Analysis of Risky Health Interventions: Moving Beyond Risk Neutrality.Johanna Thoma - 2025 - Ratio 38 (4):219-227.
    Cost-effectiveness analysis for health interventions is traditionally conducted in a risk-neutral way, insensitive to risk attitudes in the population, which are potentially non-neutral. While the standard outcome metric of quality-adjusted life years (QALYs) aims to be deferential to people's valuations of health states, cost-effectiveness analysis of risky interventions using the QALY metric is not similarly deferential to people's risk attitudes. I argue that there is no good justification for this practice. Non-neutral attitudes to risk, especially where they concern individually life-changing (...)
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  20. On the safe side: Uncertainty awareness for hydroclimatic risk and loss aversion.Omar Wani, Mason Majszak, Victor Hertel & Christian Geiß - 2025 - Plos Water 4 (6).
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  21. Gratuitous risk: danger and recklessness perception of adventure sports participants.Philip A. Ebert, Ian Durbach & Claire Field - 2024 - Journal of the Philosophy of Sport 51 (2):267-284.
    Since the 1970’s there has been a major increase in adventure sports participation but it seems that engagement in such sports comes with a stigma: adventure sports participants are often regarded as reckless ‘daredevils’. We approach the questions about people’s perception of risk and recklessness in adventure sports by combining empirical research with philosophical analysis. First, we provide empirical evidence that suggests that laypeople tend to assess the danger of adventure sports as greater than more mundane sports and judge adventure (...)
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  22. “Emergent Abilities,” AI, and Biosecurity: Conceptual Ambiguity, Stability, and Policy.Alex John London - 2024 - Disincentivizing Bioweapons: Theory and Policy Approaches.
    Recent claims that artificial intelligence (AI) systems demonstrate “emergent abilities” have fueled excitement but also fear grounded in the prospect that such systems may enable a wider range of parties to make unprecedented advances in areas that include the development of chemical or biological weapons. Ambiguity surrounding the term “emergent abilities” has added avoidable uncertainty to a topic that has the potential to destabilize the strategic landscape, including the perception of key parties about the viability of nonproliferation efforts. To avert (...)
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  23. Decision theory and de minimis risk.Martin Smith - 2024 - Erkenntnis 89 (6):2169-2192.
    A de minimis risk is defined as a risk that is so small that it may be legitimately ignored when making a decision. While ignoring small risks is common in our day-to-day decision making, attempts to introduce the notion of a de minimis risk into the framework of decision theory have run up against a series of well-known difficulties. In this paper, I will develop an enriched decision theoretic framework that is capable of overcoming two major obstacles to the modelling (...)
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  24. A trilemma for the lexical utility model of the precautionary principle.H. Orri Stefánsson - 2024 - Philosophical Studies 181 (12):3271-3287.
    Bartha and DesRoches (Synthese 199(3–4):8701–8740, 2021) and Steel and Bartha (Risk Analysis 43(2):260–268, 2023) argue that we should understand the precautionary principle as the injunction to maximise lexical utilities. They show that the lexical utility model has important pragmatic advantages. Moreover, the model has the theoretical advantage of satisfying all axioms of expected utility theory except continuity. In this paper I raise a trilemma for any attempt at modelling the precautionary principle with lexical utilities: it permits choice cycles or leads (...)
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  25. Eliciting and Assessing our Moral Risk Preferences.Shang Long Yeo - 2024 - American Philosophical Quarterly 61 (2):109-126.
    Suppose an agent is choosing between rescuing more people with a lower probability of success, and rescuing fewer with a higher probability of success. How should they choose? Our moral judgments about such cases are not well-studied, unlike the closely analogous non-moral preferences over monetary gambles. In this paper, I present an empirical study which aims to elicit the moral analogues of our risk preferences, and to assess whether one kind of evidence—concerning how they depend on outcome probabilities—can debunk them. (...)
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  26. Fairness and risk attitudes.Richard Bradley & Stefánsson H. Orri - 2023 - Philosophical Studies 180 (10-11):3179-3204.
    According to a common judgement, a social planner should often use a lottery to decide which of two people should receive a good. This judgement undermines one of the best-known arguments for utilitarianism, due to John C. Harsanyi, and more generally undermines axiomatic arguments for utilitarianism and similar views. In this paper we ask which combinations of views about (a) the social planner’s attitude to risk and inequality, and (b) the subjects’ attitudes to risk are consistent with the aforementioned judgement. (...)
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  27. Risk-taking and tie-breaking.Ryan Doody - 2023 - Philosophical Studies 180 (7):2079-2104.
    When you are indifferent between two options, it’s rationally permissible to take either. One way to decide between two such options is to flip a fair coin, taking one option if it lands heads and the other if it lands tails. Is it rationally permissible to employ such a tie-breaking procedure? Intuitively, yes. However, if you are genuinely risk-averse—in particular, if you adhere to risk-weighted expected utility theory (Buchak in Risk and rationality, Oxford University Press, 2013) and have a strictly (...)
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  28. Individual Climate Risks at the Bounds of Rationality.Avram Hiller - 2023 - In Adriana Placani & Stearns Broadhead, _Risk and Responsibility in Context_. New York: Routledge. pp. 249-271.
    All ordinary decisions involve some risk. If I go outside for a walk, I may trip and injure myself. But if I don’t go for a walk, I slightly increase my chances of cardiovascular disease. Typically, we disregard most small risks. When, for practical purposes, is it appropriate for one to ignore risk? This issue looms large because many activities performed by those in wealthy societies, such as driving a car, in some way risk contributing to climate harms. Are these (...)
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  29. The Problem(s) with Representing Decision Processes under Uncertainty.Gilbert Skillman & Roberto Veneziani - 2023 - Journal of Post Keynesian Economics 46 (3):420-439.
    Underscoring the economic significance of the Knightian distinction between risk and uncertainty, Don Katzner forcefully challenges the continued dominance of the expected utility model based on subjective probability in macroeconomic analysis and offers in its place a simple yet elegant model of decision making inspired by the pioneering work of G.L.S. Shackle. In doing so, Katzner lends support to a research program to identify a more coherent and empirically grounded theory of decision making under uncertainty. Our paper makes three contributions (...)
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  30. Risk, Precaution, and Causation.Masaki Ichinose - 2022 - Tetsugaku: International Journal of the Philosophical Association of Japan 6:22-53.
    This paper aims to scrutinize how the notion of risk should be understood and applied to possibly catastrophic cases. I begin with clarifying the standard usage of the notion of risk, particularly emphasizing the conceptual relation between risk and probability. Then, I investigate how to make decisions in the case of seemingly catastrophic disasters by contrasting the precautionary principle with the preventive (prevention) principle. Finally, I examine what kind of causal thinking tends to be actually adopted when we make decisions (...)
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  31. Philosophy and Science of Risk: An Introduction.Isabelle Peschard, Yann Benétreau-Dupin & Christopher Wessels - 2022 - London: Routledge.
    What is risk? How do we assess risk? What are the ethical implications of risk? The concept of risk is important – sometimes even crucial – for many philosophical domains, from philosophy of science and technology to ethics and sustainability. Philosophy and Science of Risk is a clear, wide-ranging introduction to this urgent and fast-growing subject. It covers the following key topics: -/- • The philosophical and historical background to understanding and interpreting risk -/- • The meaning of risk and (...)
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  32. Value Incommensurability: Ethics, Risk. And Decision-Making.Henrik Andersson & Anders Herlitz (eds.) - 2021 - New York, NY: Routledge.
    Incommensurability is the impossibility to determine how two options relate to each other in terms of conventional comparative relations. This book features new research on incommensurability from philosophers who have shaped the field into what it is today, including John Broome, Ruth Chang and Wlodek Rabinowicz. The book covers four aspects relating to incommensurability. In the first part, the contributors synthesize research on the competing views of how to best explain incommensurability. Part II illustrates how incommensurability can help us deal (...)
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  33. Hard Choices Made Harder.Ryan Doody - 2021 - In Henrik Andersson & Anders Herlitz, Value Incommensurability: Ethics, Risk. And Decision-Making. New York, NY: Routledge. pp. 247-266.
    How should you evaluate your choices when you’re unsure what their outcomes will be? One popular answer is to rank your options in terms of their expected utilities. But what should you do when you think that the value of their respective outcomes might be incommensurable? In the face of incommensurable values, it no longer makes sense to speak of ranking your options according to expected utility. Are there any general principles to guide us when facing decisions of this kind? (...)
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  34. Permanent Crisis Management, the Rule of Law, and Universal Basic Income: A Polycentric Approach.Otto Lehto - 2021 - Cosmos+Taxis 9 (5+6):122-136.
    As a response to the COVID-19 crisis, governments have turned to various discretionary measures such as cash transfers to consumers and businesses with mixed results. Universal Basic Income (UBI) is back on the agenda as well. One of the main advantages of UBI, as scholars like F.A. Hayek, Milton Friedman, and James M. Buchanan have argued, is that it does not depend upon competent and benevolent government discretion—which is often in short supply—but upon pre-established rules. This paper argues that the (...)
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  35. The Contribution of Security to Well-being.Jonathan Herington - 2019 - Journal of Ethics and Social Philosophy 14 (3).
    Do unknown and unrealized risks of harm diminish an individual’s well-being? The traditional answer is no: that the security of prudential goods benefits an individual only instrumentally or by virtue of their subjective sense of security. Recent work has argued, however, that the security of prudential goods non-instrumentally benefits an individual regardless of whether or not they enjoy subjective security. In this paper, I critically examine three claims about the way in which unknown and unrealized risks of harm might diminish (...)
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  36. (1 other version)The Ethical Relevance of Risk Assessment and Risk Heeding: The Space Shuttle Challenger Launch Decision as an Object Lesson.Robert Elliott Allinson - 2016 - Raymon Llull Journal of Applied Ethics 7 (7):93-120.
    For the purpose of this analysis, risk assessment becomes the primary term and risk management the secondary term. The concept of risk management as a primary term is based upon a false ontology. Risk management implies that risk is already there, not created by the decision, but lies already inherent in the situation that the decision sets into motion. The risk that already exists in the objective situation simply needs to be “managed”. By considering risk assessment as the primary term, (...)
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  37. (1 other version)Risk attitudes when choosing for others: Appendix.Yonathan Fiat & Ittay Nissan Rozen - manuscript
    This is a technical supplement for our paper Risk attitudes when choosing for others.
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