The Adaptive Toolbox framework specifies heuristics for choice and categorisation that search through cues in previously learned orders (Gigerenzer & Todd, 1999). We examined the learning of three cue parameters defining different orders: discrimination rate (DR) (the probability that a cue points to a unique choice), validity (the probability of correct choice given that a cue discriminates), and success (the probability of correct choice). Success orderings are identical to those by expected information gain (Klayman & Ha, 1987). In (...) two experiments, participants made choices in real-world environments with objective outcome criteria. Participant ratings indicated some appropriate parameter learning when the relevant cue parameter values were highly dispersed. Rated orders of cue validity and DR were less distinct than the objective orders—learning one parameter may be biased towards success by variation in the other. Success ratings capture the variation in validity and DR as well as participants' perception of these parameters. (shrink)

Many compelling examples have recently been provided in which people can achieve impressive epistemic success, e.g. draw highly accurate inferences, by using simple heuristics and very little information. This is possible by taking advantage of the features of the environment. The examples suggest an easy and appealing naturalization of rationality: on the one hand, people clearly can apply simple heuristics, and on the other hand, they intuitively ought do so when this brings them high accuracy at little cost.. The ‘ought-can’ (...) principle is satisfied, and rationality is meaningfully normative. We show, however, that this naturalization program is endangered by a computational wrinkle in the adaptation process taken to be responsible for this heuristics-based (‘ecological’) rationality: for the adaptation process to guarantee even minimal rationality, it requires astronomical computational resources, making the problem intractable. We consider various plausible auxiliary assumptions in attempt to remove this obstacle, and show that they do not succeed; intractability is a robust property of adaptation. We discuss the implications of our findings for the project of naturalizing rationality. (shrink)

From the standpoint of decision research, investigating global heuristics like LEX is not fruitful, because we know already that people use partial heuristics instead. It is necessary (1) to identify partial heuristics in different tasks, and (2) to investigate rules governing their application and especially their combination. Furthermore, research is necessary into the adequate level of resolution of the elements in the toolbox.

The smartness of simple heuristics depends upon their fit to the structure of task environments. Being fast and frugal becomes psychologically demanding when a decision goal is bounded by the risk distribution in a task environment. The lack of clear goals and prioritized cues in a decision problem may lead to the use of simple but irrational heuristics. Future research should focus more on how people use and integrate simple heuristics in the face of goal conflict under risk.

The paper uses the example of the failure of bankers and financial managers to understand the risks of dealing in structured financial products, before the financial collapse, to investigate how people respond to crises. It focuses on whether crises cause people to challenge their habitual frames by the application of moral imagination. It is proposed that the structure of financial products and their markets triggered the use of heuristics that contributed to the underestimation of risks. It is further proposed that (...) such framing heuristics are highly specialised to specific contexts and are part of a wider set of heuristics that people carry in their cognitive ‘adaptive toolboxes’. Consequently, it is argued, when a crisis occurs, the heuristics are not challenged, but are simply put away, and other more appropriate heuristics are put to use until a sense of normality returns, and the use of the old heuristics is resumed. (shrink)

The paper uses the example of the failure of bankers and financial managers to understand the risks of dealing in structured financial products, before the financial collapse, to investigate how people respond to crises. It focuses on whether crises cause people to challenge their habitual frames by the application of moral imagination. It is proposed that the structure of financial products and their markets triggered the use of heuristics that contributed to the underestimation of risks. It is further proposed that (...) such framing heuristics are highly specialised to specific contexts and are part of a wider set of heuristics that people carry in their cognitive ‘adaptive toolboxes’. Consequently, it is argued, when a crisis occurs, the heuristics are not challenged, but are simply put away, and other more appropriate heuristics are put to use until a sense of normality returns, and the use of the old heuristics is resumed. (shrink)

In this article, we describe a project in which philosophy, in combination with methods drawn from mental modeling, was used to structure dialogue among stakeholders in a region-scale climate adaptation process. The case study we discuss synthesizes the Toolbox dialogue method, a philosophically grounded approach to enhancing communication and collaboration in complex research and practice, with a mental modeling approach rooted in risk analysis, assessment, and communication to structure conversations among non-academic stakeholders who have a common interest in planning (...) for a sustainable future. We begin by describing the background of this project, including details about climate resiliency efforts in West Michigan and the Toolbox dialogue method, which was extended in this project from academic research into community organization involving the West Michigan Climate Resiliency Framework Initiative. This extension involved application of several methods, which are the focus of the Methods section. We then present and discuss preliminary results that suggest the potential for philosophical dialogue to enhance mutual understanding in complex community initiatives that focus on sustainable responses to climate change. Overall, the article supplies a detailed, instructive example of how philosophy can support policy-relevant decision-making processes at the community level. (shrink)

The “adaptive toolbox” model of the mind is much too uncritical, even as a model of bounded rationality. There is no place for a “meta-rationality” that questions the shape of the decision-making environments themselves. Thus, using the ABC Group's “fast and frugal heuristics,” one could justify all sorts of conformist behavior as rational. Telling in this regard is their appeal to the philosophical distinction between coherence and correspondence theories of truth.

Uncertainty is a pervasive feature in natural resource management. Adaptive management, an approach that focuses on identifying critical uncertainties to be reduced via diagnostic management experiments, is one favored approach for tackling this reality. While adaptive management is identified as a key method in the environmental management toolbox, there remains a lack of clarity over when its use is appropriate or feasible. Its implementation is often viewed as suitable only in a limited set of circumstances. Here we (...) restructure some of the ideas supporting this view, and show why much of the pessimism around AM may be unwarranted. We present a new framework for deciding when AM is appropriate, feasible, and subsequently successful. We thus present a new paradigm for adaptive management that shows that there are no categorical limitations to its appropriate use, the boundaries of application being defined by problem conception and the resources available to managers. In doing so we also separate adaptive management as a management tool, from the burden of failures that result from the complex policy, social, and institutional environment within which management occurs. (shrink)

How can anyone be rational in a world where knowledge is limited, time is pressing, and deep thought is often an unattainable luxury? Traditional models of unbounded rationality and optimization in cognitive science, economics, and animal behavior have tended to view decision-makers as possessing supernatural powers of reason, limitless knowledge, and endless time. But understanding decisions in the real world requires a more psychologically plausible notion of bounded rationality. In Simple heuristics that make us smart (Gigerenzer et al. 1999), we (...) explore fast and frugal heuristics – simple rules in the mind's adaptive toolbox for making decisions with realistic mental resources. These heuristics can enable both living organisms and artificial systems to make smart choices quickly and with a minimum of information by exploiting the way that information is structured in particular environments. In this précis, we show how simple building blocks that control information search, stop search, and make decisions can be put together to form classes of heuristics, including: ignorance-based and one-reason decision making for choice, elimination models for categorization, and satisficing heuristics for sequential search. These simple heuristics perform comparably to more complex algorithms, particularly when generalizing to new data – that is, simplicity leads to robustness. We present evidence regarding when people use simple heuristics and describe the challenges to be addressed by this research program. Key Words: adaptive toolbox; bounded rationality; decision making; elimination models; environment structure; heuristics; ignorance-based reasoning; limited information search; robustness; satisficing; simplicity. (shrink)

Unlike behaviorism, cognitive psychology relies on mental concepts to explain behavior. Yet mental processes are not directly observable and multiple explanations are possible, which poses a challenge for finding a useful framework. In this article, I distinguish three new frameworks for explanations that emerged after the cognitive revolution. The first is called tools‐to‐theories: Psychologists' new tools for data analysis, such as computers and statistics, are turned into theories of mind. The second proposes as‐if theories: Expected utility theory and Bayesian statistics (...) are turned into theories of mind, describing an optimal solution of a problem but not its psychological process. The third studies the adaptive toolbox (formal models of heuristics) that describes mental processes in situations of uncertainty where an optimal solution is unknown. Depending on which framework researchers choose, they will model behavior in either situations of risk or of uncertainty, and construct models of cognitive processes or not. The frameworks also determine what questions are asked and what kind of data are generated. What all three frameworks have in common, however, is a clear preference for formal models rather than explanations by general dichotomies or mere verbal concepts. The frameworks have considerable potential to inform each other and to generate points of integration. (shrink)

Traditional views of rationality posit general-purpose decision mechanisms based on logic or optimization. The study of ecological rationality focuses on uncovering the “adaptive toolbox” of domain-specific simple heuristics that real, computationally bounded minds employ, and explaining how these heuristics produce accurate decisions by exploiting the structures of information in the environments in which they are applied. Knowing when and how people use particular heuristics can facilitate the shaping of environments to engender better decisions.

This paper discusses the ecological case for epistemic innocence: does biased cognition have evolutionary benefits, and if so, does that exculpate human reasoners from irrationality? Proponents of ‘ecological rationality’ have challenged the bleak view of human reasoning emerging from research on biases and fallacies. If we approach the human mind as an adaptive toolbox, tailored to the structure of the environment, many alleged biases and fallacies turn out to be artefacts of narrow norms and artificial set-ups. However, we (...) argue that putative demonstrations of ecological rationality involve subtle locus shifts in attributions of rationality, conflating the adaptive rationale of heuristics with our own epistemic credentials. By contrast, other cases also involve an ecological reframing of human reason, but do not involve such problematic locus shifts. We discuss the difference between these cases, bringing clarity to the rationality debate. (shrink)

Topics in Cognitive Science, Volume 14, Issue 3, Page 451-466, July 2022.

Heuristics are efficient cognitive processes that ignore information. In contrast to the widely held view that less processing reduces accuracy, the study of heuristics shows that less information, computation, and time can in fact improve accuracy. We review the major progress made so far: the discovery of less-is-more effects; the study of the ecological rationality of heuristics, which examines in which environments a given strategy succeeds or fails, and why; an advancement from vague labels to computational models of heuristics; the (...) development of a systematic theory of heuristics that identifies their building blocks and the evolved capacities they exploit, and views the cognitive system as relying on an “adaptive toolbox;” and the development of an empirical methodology that accounts for individual differences, conducts competitive tests, and has provided evidence for people’s adaptive use of heuristics. Homo heuristicus has a biased mind and ignores part of the available information, yet a biased mind can handle uncertainty more efficiently and robustly than an unbiased mind relying on more resource-intensive and general-purpose processing strategies. (shrink)

This paper focuses on the cognitive/computational and evolutionary levels. It describes three proposals to make cognition computationally tractable, namely: Resource Rationality, the Adaptive Toolbox and Massive Modularity. While each of these proposals appeals to evolutionary considerations to dissolve the intractability of cognition, Rich, Blokpoel, de Haan, and van Rooij argue that, in each case, the intractability challenge is not resolved, but just relocated to the level of evolution.

This paper focuses on the cognitive/computational and evolutionary levels. It describes three proposals to make cognition computationally tractable, namely: Resource Rationality, the Adaptive Toolbox and Massive Modularity. While each of these proposals appeals to evolutionary considerations to dissolve the intractability of cognition, Rich, Blokpoel, de Haan, and van Rooij argue that, in each case, the intractability challenge is not resolved, but just relocated to the level of evolution.

This paper presents an axiomatic framework for the priority heuristic, a model of bounded rationality in Selten’s (in: Gigerenzer and Selten (eds.) Bounded rationality: the adaptive toolbox, 2001) spirit of using empirical evidence on heuristics. The priority heuristic predicts actual human choices between risky gambles well. It implies violations of expected utility theory such as common consequence effects, common ratio effects, the fourfold pattern of risk taking and the reflection effect. We present an axiomatization of a parameterized version (...) of the heuristic which generalizes the heuristic in order to account for individual differences and inconsistencies. The axiomatization uses semiorders (Luce, Econometrica 24:178–191, 1956), which have an intransitive indifference part and a transitive strict preference component. The axiomatization suggests new testable predictions of the priority heuristic and makes it easier for theorists to study the relation between heuristics and other axiomatic theories such as cumulative prospect theory. (shrink)

The brief article deals with the following questions: Was the adaptive toolbox of heuristics ecologically rational and specifically accurate in the initial stages of COVID-19, which was characterized by epistemic uncertainty? In other words, in dealing with COVID-19 did the environmental structural variables allow the success of a given heuristic strategy?

Intractability and optimality are two sides of one coin: Optimal models are often intractable, that is, they tend to be excessively complex, or NP-hard. We explain the meaning of NP-hardness in detail and discuss how modem computer science circumvents intractability by introducing heuristics and shortcuts to optimality, often replacing optimality by means of sufficient sub-optimality. Since the principles of decision theory dictate balancing the cost of computation against gain in accuracy, statistical inference is currently being reshaped by a vigorous new (...) trend: the science of simplicity. Simple models, as we show for specific cases, are not just tractable, they also tend to be robust. Robustness is the ability of a model to extract relevant information from data, disregarding noise.Recently, Gigerenzer, Todd and the ABC Research Group (1999) have put forward a collection of fast and frugal heuristics as simple, boundedly rational inference strategies used by the unaided mind in real world inference problems. This collection of heuristics has suggestively been called the adaptive toolbox. In this paper we will focus on a comparison task in order to illustrate the simplicity and robustness of some of the heuristics in the adaptive toolbox in contrast to the intractability and the fragility of optimal solutions. We will concentrate on three important classes of models for comparison-based inference and, in each of these classes, search for that to be used as benchmarks to evaluate the performance of fast and frugal heuristics: lexicographic trees, linear modes and Bayesian networks. Lexicographic trees are interesting because they are particularly simple models that have been used by humans throughout the centuries. Linear models have been traditionally used by cognitive psychologists as models for human inference, while Bayesian networks have only recently been introduced in statistics and computer science. Yet it is the Bayesian networks that are the best possible benchmarks for evaluating the fast and frugal heuristics, as we will show in this paper. (shrink)

Gigerenzer and Brighton (2009) have argued for a “Homo heuristicus” view of judgment and decision making, claiming that there is evidence for a majority of individuals using fast and frugal heuristics. In this vein, they criticize previous studies that tested the descriptive adequacy of some of these heuristics. In addition, they provide a reanalysis of experimental data on the recognition heuristic that allegedly supports Gigerenzer and Brighton’s view of pervasive reliance on heuristics. However, their arguments and reanalyses are both conceptually (...) and methodologically problematic. We provide counterarguments and a reanalysis of the data considered by Gigerenzer and Brighton. Results clearly replicate previous findings, which are at odds with the claim that simple heuristics provide a general description of inferences for a majority of decision makers. (shrink)

Research on “improper” linear models has shown that predetermined weighting schemes for the linear model, such as equally weighting all predictors, can be surprisingly accurate on cross-validation. We review recent advances that can characterize the optimal choice of an improper linear model. We extend this research to the understanding of fast and frugal heuristics, particularly to the ecologically rational goal of understanding in which task environments given heuristics are optimal. We demonstrate how to test this model using the Recognition Heuristic (...) and Take the Best heuristic, show how the model reconciles with the ecological rationality program, and discuss how our prescriptive, computational approach could be approximated by simpler mental rules that might be more descriptive. Echoing the arguments of van Rooij et al., we stress the virtue of having a computationally tractable model of strategy selection, even if one proposes that cognizers use a simpler heuristic process to approximate it. (shrink)

This chapter takes inspiration from Wittgenstein’s thinking to formulate a non-reductive toolbox for the study of religion associated with generative modelling, specifically as applied in complex adaptive systems theory. It converges on a communal perspective on religion as multiscale active inference that contrasts starkly with common ‘straw person’ perspectives on religion that reduce it to ‘erroneous’ theorising generated by the brain. In contrast, we argue, religious practices at the enculturated level of description involve implicit and explicit meanings, experienced (...) both individually and collectively. Firstly, we characterise these in terms of Wittgenstein’s notions of rule-following and language games. Secondly, we discuss how the collective and perspectival aspects of religion in enculturation with morals, doctrines, rituals, and expressions can be formalised in terms of deep active inference in multi-agent systems. This approach describes how religions are incommensurable with scientific methods due to the epistemic separation between the different kinds of language games of religious and scientific practices. Their touchpoints tend to give rise to perpetual confusion and unproductive discussions, requiring perspicuous presentations that can be formulated with our toolbox. In this sense, our account has implications for tackling complex societal challenges such as ethical policy-making. (shrink)

According to the paradigm of adaptive rationality, successful inference and prediction methods tend to be local and frugal. As a complement to work within this paradigm, we investigate the problem of selecting an optimal combination of prediction methods from a given toolbox of such local methods, in the context of changing environments. These selection methods are called meta-inductive strategies, if they are based on the success-records of the toolbox-methods. No absolutely optimal MI strategy exists—a fact that we (...) call the “revenge of ecological rationality”. Nevertheless one can show that a certain MI strategy exists, called “AW”, which is universally long-run optimal, with provably small short-run losses, in comparison to any set of prediction methods that it can use as input. We call this property universal access-optimality. Local and short-run improvements over AW are possible, but only at the cost of forfeiting universal access-optimality. The last part of the paper includes an empirical study of MI strategies in application to an 8-year-long data set from the Monash University Footy Tipping Competition. (shrink)

This book explores the current forms of social science theorization starting from some federative themes: Agency, Anthropocene, Coloniality, Intersectionality, Othering, Singularization, Technoscience and Uncertainty. The book proposes a reconstruction of contemporary social theory starting from some thematic issues rather than starting from authors or schools of thought. It emphasizes the usefulness of a rhizomatic way of thinking that recognizes the importance of interconnections, heterogeneity and multiplicity in understanding the complexity of global societies. Focusing on federative themes, it highlights some heuristic (...) and conceptual tools that intersect and intertwine in different themes, returning a complex toolbox for the social sciences, adaptable to different contexts and situations, enriched by voices and theoretical perspectives deriving from reflections on the social that the modern and Eurocentric perspective has tended to marginalize. The book is intended for an academic audience interested in social theory. It is also intended for students from a wide range of disciplines undertaking social science studies. (shrink)

The analysis of social communication in other-than-human animals poses several theoretical challenges due to the complexity of individual and extra-individual variables. Some previous studies have found a valuable solution in Uexküll’s work by expanding and adapting its usage for the study of communication in a heurtistic manner. An Umwelt analysis provides a theoretical toolbox, which allows researchers to take an emic perspective on the lives and phenomenal world of other animals. However, Umwelt and its elaborations do not allow for (...) a clear distinction between acts of perception and communication and seem to ignore factors that escape the specific communication contexts under analysis. Thus, moving away from the existing linear and cyclical approaches to communication, we propose a complementary approach to the study of social communication by combining Barnlund’s transactional model of communication with Umwelt theory and the functional circle more specifically. Our elaborated model conceives social communication as the process of creating meaning through the interaction of two subjects and emphasizes the role of species-specific and individual features in its creation. Our goal is to re-evaluate the research on social communication of other-than-human animals by advocating for the theoretical and empirical potential of Umwelt, especially pertaining to animals with complex Umwelten. Our model offers a valuable solution to the analysis of intraspecies communication that accounts for the role of private and public cues as well as the subjects’ specific behaviors, messages, and context in the creation of meaning. (shrink)

In this chapter, I argue that a certain kind of envy is not only morally permissible, but also, sometimes, more fitting and productive than admiration. Envy and admiration are part of our emotional palette, our toolbox of evolutionary adaptations, and they play complementary roles. I start by introducing my original taxonomy of envy, which allows me to present emulative envy, a species of envy sometimes confused with admiration. After reviewing how the two emotions differ from a psychological perspective, I (...) focus in particular on the distinct and complementary roles they play in the ethical and political domains. (shrink)

Independent on Sunday October 2nd One of the country's lead­ing philosophical counsellers, and chairman of the Society for Philosophy in Practice (SPP), Tim LeBon, said it typically took around six 50 ­minute sessions for a client to move from confusion to resolution. Mr LeBon, who has 'published a book on the subject, Wise Therapy, said philoso­phy was perfectly suited to this type of therapy, dealing as it does with timeless human issues such as love, purpose, happiness and emo­tional challenges. `Wise (...) Therapy, is part of a series aimed at promoting an integrative attitude as its ethos. Among all the many perspectives of psychotherapists and counselors, philosophy needs to take its place and needs to find its voice. Tim LeBon has provided an effective means by which counselors can bring philosophy into their work with clients' - APPA journal `Tim Le Bon's Wise Therapy is a comprehensible and well argued book dealing with the practical therapeutic applications of philosophical research that may well be of interest to philosophers but -- as the author himself intends -- will be of most obvious benefit to therapists and counselors, both by informing their dialogue with clients in new ways and by helping them become more informed about ways to resolve the ethical dilemmas arising within the context of their own work' - Metapsychology `A fascinating workshop for therapists and clients, backed up a thorough degree if philosophical acuity' - Journal of the Society for Existential Analysis `I strongly recommend the book for philosophers as well as practitioners, teachers, students and supervisors in counselling and psychotherapy' - Self and Society `Provides some additional and valuable arrows for the therapist's quiver' - Irvin Yalom, author of Love's Executioner `Like Aristotle, Tim LeBon examines what is said and extracts what is best from it…. There are many fascinating exercises designed to bring out and enlighten the client's values, conception of the good life, well-being, happiness, pleasure, and the proper place of reason in life…. Wise Therapy is well written and engaging. The case histories are illuminating examples of therapeutic techniques at work, the thought experiments are well designed, and the philosophical position adapted from the internal debates of the philosophers is level headed…. I recommend it highly to philosophers with an interest in counselling, and psychological counsellors with an interest in philosophy' - Jeff Mason, The Philosophers' Magazine `Tim LeBon has… authored a text which should become a staple on the philosophical counsellor's bookshelf…. Wise Therapy is a concise, well-written book…. His ability to relate philosophical concepts to counselling concerns is admirable and attests to the skill and knowledge he possesses as a working counsellor. But, by far the most important part of Tim LeBon's book to PC is the last chapter, "The Counsellor's Philosophical Toolbox"' - Craig Munns in The Examined Life ` Tim LeBon has done a good job of offering practical approaches to some of the most important and vexing issues that arise in counselling…. Tim LeBon's book contains helpful suggestions, practical information, and useful examples, and would make a good addition to the library of any counsellors willing to allow philosophy to turn mere client sessions into wise therapy' - Peter Raabe, Practical Philosophy Wise Therapy is an original and practical guide to how philosophy can benefit counselling and psychotherapy. Tim LeBon argues that therapy, informed by philosophy, can help clients make better decision and achieve emotional wisdom. He uses philosophical approaches to explore issues of right and wrong, the emotions and reasons, well-being and the meaning of life, and develops a 'counsellor's toolbox' of techniques that can help practitioners apply the wisdom of philosophy to good therapeutic practice. For counsellors who may find philosophical approaches to therapy useful, this work addresses key philosophical topics - the emotions, free will, the meaning of life and ethics. It is jargon-free where possible and assumes no previous philosophical training. From The Independent, 16th November 2004 Plato is my agony aunt It was the end of a love affair that broke her heart. Could the wisdom of the great philosophers show her how to be happy again? Claire Smith tries a novel form of therapy "The unexamined life is not worth living," Socrates said. Nor is the life you're left with after your boyfriend has left you for another woman - at least, that's how it felt in October last year when mine broke rank and went off with an art student from Cleveland, Ohio. We were over there for the opening of his new art exhibition. He'd flown over four days before me and had met her at a party. Supposedly, they "connected". The five months that followed were a roller-coaster of confusion, vitriol and despair. I knew there'd been problems in our relationship. We saw the world very differently; he delighted in the charm of the ordinary, I wanted maximum divinity. He walked; I galloped. He drank tea; I loathed the stuff. But, along the banks of the Thames, we'd made a promise to always stick together. Our love was something unique: "transcendental", I called it. And besides, we recycled. Surely a commitment to save the world would save our relationship? Alas, no. So there I was, a woman scorned. Hell truly hath no greater fury. And what made it worse was that I still believed in our transcendental love. If I wanted to change the way I was feeling, I needed to alter the way I was thinking. But how? A few bottles of wine and a sharp blow to the head might have done the trick. Fortunately, there's an older, more trusted way of turning your head on its head that counsellors are starting to use: philosophy. The idea of employing Plato as an agony aunt was begun in 1981 by the German philosopher Gerd Achenbach. Although philosophy spends a lot of its time asking real-life questions that affect real-life people - What is happiness? And is it always wrong to lie? - most of the debate goes on in ivory towers. What Achenbach and subsequent philosophers including Tim LeBon, the chairman of the UK's Society for Philosophy in Practice, wanted to do was "give practical application" to this gigantic library of great thoughts. So how does it work? Like most types of therapy, you sign up for a set of sessions. "Two would give you a new perspective on one issue; six would help you to make a major life-decision, like a career change; with 12 you can start to rethink your entire life philosophy," explains LeBon. Each session lasts 50 minutes and costs £50 - and, no, you don't have to have any previous knowledge of philosophy. "If you think of Friends, it would suit Ross and Chandler more than Joey," LeBon says. "It's for anyone who wants to make their emotions more intelligent. Or for those who have tried other kinds of therapy, and want something more cerebral." The first session begins with the patient venting off about whatever's troubling them. The rant over, the counsellor then picks out some key concepts that are crucial to the problem - in the case of heartbreak, it is love and happiness that come hurtling to the fore - and then gets the patient to define what they mean. So, what is love? What is happiness? To kick-start the patient's thinking, LeBon describes what a great philosopher had to say about it. In my case, he tells me what Plato wrote about love in his Symposium: that to stop man fighting the gods, Zeus decided to cut each human in two, so they would lose their strength. "This, then, is the source of our desire to love each other," Plato said. "Each of us is a 'matching half' of a human whole, because each was sliced like a flatfish, two out of one, and each of us is always seeking the half that matches him." This method of probing what we might think are "obvious" ideas, such as love and happiness, was devised by Socrates in the squares of Athens. "The only I thing I know is that I know nothing at all," he boasted. What Socrates showed was that although many of the thinkers of his time thought they knew what justice, happiness and goodness meant, their understanding was tied in to their personal agenda and world view, and, what's more, when pushed, their ideas often contradicted themselves. A bit like me on love. Whereas part of my understanding of love was something that gave life meaning, made it worth living and bound us together, I also believed that true love was "transcendental": that it was out of this world, and it didn't matter if the two people who loved each other couldn't get along in the day-to-day. Love was bigger than the mundane. But when it came to the next stage of the therapy, critical thinking - "to check out whether your assumptions stand up to examination" - I walked head first into a contradiction. If I think love's purpose is to make life worth living, but then say it's irrelevant to daily life, surely my two ideas of love are not compatible? As the cogs in my brain start to creak into motion, I feel myself taking a step back from my predicament: thinking about how I've been thinking. This idea I had of transcendental love might have started off as a romantic dream. But when the relationship stopped working, and I found myself feeling trapped and frustrated, I used it to justify the mechanics of a relationship that just didn't work in the daily grind. I used it to lie to myself. In the final stage, LeBon gets me to start thinking about how to go forward. "You can't change what has happened," he says. "You can't change that he's left you, or how you behaved in the relationship. So, as the Stoics did, let's work on controlling the controllables: the things that you can change." To work out what can be changed, he gets me to try out a thought experiment, a method often used in philosophy to imagine other worlds where people can have different codes of behaviour. Thought experiments shatter your preconceived ideas of how the world should be and let your imagination run wild to how the world could be. "I find Viktor Frankl very useful here, the Austrian psychiatrist and concentration-camp survivor who actually believed that everything in life happens for a purpose," LeBon says. "Suppose this break-up did happen for a reason that will work to your benefit," he suggests. "What might that be? The answer might be that you can now focus on something important that was denied in the relationship. Or - the Hollywood version - so you'll meet someone who is really right for you." Temporarily freed of any sense of responsibility for the relationship that was, and its sorry demise, the list came fast. I could now travel more; he didn't like me travelling on my own, but too often he didn't want to go anywhere, preferring to stay in his studio and make art. I'd love to meet someone with a similar sense of adventure to mine. For the first time in two years, I was being honest with myself about what I really wanted - listening to those voices that we all have inside our heads, and too often try to muzzle. So did philosophy save me? Well, I'm now dating a travel writer I have to run to keep up with. I still haven't got over the fact that my replacement came from Cleveland, Ohio. But I guess I never will. Tim LeBon can be reached by e-mail at [email protected] A FEW WORDS FROM THE WISE Compiled by Ed Caesar · "At the touch of love, everyone becomes a poet" - Plato · "There is always some madness in love. But there is also always some reason in madness" - Friedrich Nietzsche · "That man shall live as his own master and in happiness who can say each day 'I have lived'" - Horace · "The good of man is the active exercise of his soul's faculties in conformity with excellence or virtue... Moreover this activity must occupy a complete lifetime; for one swallow does not make spring, nor does one fine day; and similarly one day or a brief period of happiness does not make a man supremely blessed and happy" - Aristotle · "There is nothing on this earth more to be prized than friendship" - Thomas Aquinas · "Whatever you do... love those who love you" - Voltaire · "Happiness is not an ideal of reason but of imagination" - Immanuel Kant · "Happiness is a state of which you are unconscious. The moment you are aware that you are happy, you cease to be happy" - Jiddu Krishnamurti · "Love is an ideal thing. Marriage is a real thing" - Johann Wolfgang von Goethe I shrink, therefore I am Therapy has many answers, but some questions require the help of a philosopher, says Clint Witchalls Sunday November 21, 2004 The Observer Danny had worked in the City of London for 10 years. As a research analyst, stockbroker and fund manager, he'd made a lot of valuable contacts, earnt a lot of cash, and learnt some important business skills. However, as he approached his mid-thirties, he no longer felt good about himself or what he did for a living, and he found his colleagues cold and unfriendly. A chronic illness made him realise his mortality, and he began to reassess his priorities. Danny had been struggling with his career conundrum for nearly five years when he met David Arnaud, a philosophical counsellor. After a few soul-searching sessions, Danny arrived at a decision. Today, he teaches economics to sixth-formers, and he loves it. 'It's a much better lifestyle,' he says. Many people are turning to philosophical counsellors to get answers to questions such as: 'How do I make sense of myself?' 'What is important to me?' 'Where am I going?' These are perhaps not the sort of questions that require psychiatric intervention, but Arnaud, who recently completed the first empirical study of philosophical counselling in the UK, has found that within just five sessions the majority of clients, with important decisions to make, tend to move from a state of concern and confusion to a resolution. Modern philosophical counselling can be traced back to 1981, when the philosopher Gerd Achenbach opened the first practice near Cologne. Achenbach referred to the new discipline as 'therapy for the sane.' Today, there are hundreds of philosophical counsellors around the world, with the movement particularly strong in the US, Britain and the Netherlands. 'The dilemmas people face aren't always primarily psychological,' says Alex Howard, a philosophical counsellor from Newcastle. 'If people face problems that are social or economic, it doesn't make sense to define their problems in purely psychological terms.' Tim LeBon, a founder member of the Society for Philosophy in Practice (SPP) and author of Wise Therapy, adds: 'We are faced with far more life choices than our grandparents, yet have far fewer resources to deal with them. Our grandparents may have gone to a priest or to other family members for advice; most people don't trust these solutions any more and so want to make their own well-informed, well thought-out choices. Philosophical counselling can help these people - people in mid-life crises who are wondering how to make the most of the rest of their life. People who want to take stock of their values.' Where stressed executives might once have been prescribed a course of tranquillisers or antidepressants, they can now get a dose of Bertrand Russell instead: 'Success is too dearly purchased if all the other ingredients have been sacrificed to obtain it.' While some philosophical counsellors do recommend books for their clients to read, most sessions are about helping the client identify faulty thoughts. For example, a briefing in Aristotelian logic might show a client why their beliefs are erroneous. The person might infer that they're a screw-up because they've screwed up. The counsellor could point out that they're making an error called 'fallacy of composition' - that is, what's true of the part isn't necessarily true of the whole. In philosophical counselling, problems aren't pathologised as they are by the psychiatric profession, and the dialogue between client and counsellor is more like a meeting of equals, compared to many therapies where the client is treated like a patient and seen as someone who is, in some way, inadequate. 'Anybody can benefit from philosophical counselling,' says Howard. 'But it does require someone who is willing to take stock.' Lou Marinoff, author of international bestseller Plato Not Prozac! has done much to promote philosophical counselling. 'Some people who have stabilised their neurochemistry and validated their emotions now wish to examine or re-examine the criteria of their beliefs, the principles of their conduct, or the meaning of their lives,' he says. 'With whom shall they do this? Psychologists and psychiatrists can shed light on such issues - as can rabbis, priests, imams and gurus. Philosophers are now rejoining the ranks of helpers.' LeBon believes certain therapies (such as cognitive behavioural therapy) don't go far enough in helping their clients. 'For instance, if you are anxious about your relationship, a cognitive therapist would try to dispute your catastrophising and jump to conclusions to make you feel less anxious,' says LeBon. 'A philosophical counsellor would do this, but would also look for existential meaning in your anxiety - perhaps you really don't want to be in the relationship and that is what your anxiety is telling you.' LeBon also gives short shrift to psychoanalysts. 'There's very little evidence for the Freudian unconscious, and it's time to move on to more intellectually satisfying and helpful therapies,' he says. However, Alain de Botton, the man who popularised philosophy as self-help, isn't ready to bury psychologists and their ilk just yet. 'The truth is that psychoanalysis grew out of philosophy - it's not some completely new idea, and in fact, done properly, psychoanalysis is philosophical anyway. It may even be dangerous to the mental health of some people to suggest a philosopher rather than a properly trained analyst. The knowledge of analysts when it comes to many emotional problems is now much greater than that of most philosophers.' Guardian Unlimited © Guardian Newspapers Limited 2004. (shrink)

It is becoming increasingly evident that the driving forces of evolutionary novelty are not randomly derived chance mutations of the genetic text, but a precise genome editing by omnipresent viral agents. These competences integrate the whole toolbox of natural genetic engineering, replication, transcription, translation, genomic imprinting, genomic creativity, enzymatic inventions and all types of genetic repair patterns. Even the non-coding, repetitive DNA sequences which were interpreted as being ancient remnants of former evolutionary stages are now recognized as being of (...) viral descent and crucial for higher-order regulatory and constitutional functions of protein structural vocabulary. In this article I argue that non-randomly derived natural genome editing can be envisioned as (a) combinatorial (syntactic), (b) context-specific (pragmatic) and (c) content-sensitive (semantic) competences of viral agents. These three-leveled biosemiotic competences could explain the emergence of complex new phenotypes in single evolutionary events. After short descriptions of the non-coding regulatory networks, major viral life strategies and pre-cellular viral life three of the major steps in evolution serve as examples: There is growing evidence that natural genome-editing competences of viruses are essential (1) for the evolution of the eukaryotic nucleus, (2) the adaptive immune system and (3) the placental mammals. (shrink)

To foster research integrity (RI), research institutions should develop a continuous RI education approach, addressing various target groups. To support institutions to achieve this, we developed RI education guidelines together with RI experts and research administrators, exploring similarities and differences in recommendations across target groups, as well as recommendations about RI education using approaches other than formal RI training. We used an iterative co-creative process. We conducted four half-day online co-creation workshops with 16 participants in total, which were informed by (...) the RI education evidence-base. In the first two workshops, participants generated ideas for guidelines’ content, focusing on different target groups and various approaches to RI education. Based on this content we developed first drafts of the guidelines. Participants in the third and fourth workshop refined those drafts. We next organized a working group which further prioritized, reorganized, and optimized the content of the guidelines. We developed four guidelines on RI education focusing on (a) bachelor, master and PhD students; (b) post-doctorate and senior researchers; (c) other RI stakeholders; as well as (d) continuous RI education. Across guidelines, we recommend mandatory RI training; follow-up refresher training; informal discussions about RI; appropriate rewards and incentives for active participation in RI education; and evaluation of RI educational events. Our work provides experience-based co-created guidance to research institutions on what to consider when developing a successful RI education strategy. Each guideline is offered as a distinct, publicly available tool in our toolbox (www.sops4ri.eu/toolbox) which institutions can access, adapt and implement to meet their institution-specific RI education needs.Trial registrationhttps://osf.io/zej5b. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Sacrificial "As-If" and Avuncular HilarityLiving by MéconnaissanceWiel Eggen (bio)INTRODUCTION: THE CURIOUS QUESTIONAt my departure for anthropological fieldwork in the Central African Republic (RCA), just after Girard's seminal work La Violence et le sacré had come to upset my structuralist tutors in Paris, I was given a list of penetrating questions to probe in the field, since my research was to be conducted in an area known for its a-cephalous (...) traditions with little or no political or religious centralization.1 The prime critique concerned Girard's apparent return to a bluntly utilitarian vision of myth and religion as the mental framework of society's ritual foundations, in line with Durkheim's functionalist analysis of archaic religion, which was finely reworded in Lord Raglan's recent preface to a cluster of Hocart's articles titled The Life-Giving Myth.2 The approach had come to dominate, as a way of unraveling outdated transcendentalist claims, and also underpinned Freudian and Marxist attacks on religion. After Kant's Critique of Pure Reason had given the lie to any claims of access to transcendent realms, the deontological view of religion as society's functionalist toolbox for orderly [End Page 69] conduct became dominant. But, inspired also by such "masters of suspicion" in human sciences, structuralism had set out even beyond that utilitarian perspective. In a decisive bolt of relativism, it took myths to be a mere mental ordering of daily observations into a logical frame, independent of any ritual or social utility. So, how could Girard once again declare social control via rituals to be religion's true aim, allot a prime role to sacrificial rites, and, most alarmingly, thereby raise the suspicion of aiming to rehabilitate Christian dogmas?I was urged to go and check this theory on sacrifices, scapegoating, social rivalry, and on the shaping of archaic society, its forms of authority, and even sacred kingship. Reflecting on the questions, though, I noted that they overlooked a critical point in Girard's hypothesis, which I read as reverse functionalism. In fact, Girard viewed religion's social function and the issuing cultural regulations as rooted in a radical "lie," or in what he labels méconnaissance. Worded in evolutionary terms, he hypothesized not so much a kind of Darwinian utilitarian adaptation, but rather the alternative of "exaptation," or what has been called an oblique functionalism.After I had learned enough of the Banda language to start my research, though, my schedules were thrown in disarray on my first evening in the village that was to be my starting point. It presented me with a curious quandary. The village of Wademi, some 25 km north of Ippy, in the sparsely populated wooded savannah, was home to two exogamous patrilineal clans that straddle a little river and sit on a dirt road constructed by the colonial power for the collection of cotton. To oversee this two-clan unit a chief had been appointed with the title of makonji, a loanword from the national Sango language. This gentle, friendly man had offered to host me in his own cemented house and organized a welcome for me in the customary way of staging a pleasant storytelling session, punctuated with joyous songs and dances, lasting well into the night. Most of the stories and songs figured Tere, the famous trickster figure, who resembles Ture in neighboring Azande-land, well documented by E. Evans-Pritchard.3 The enjoyable, moonlit session was shot through with outbursts of laughter. It brought the two clans together, including the women and children. Before turning in, the makonji's junior son, who had been assigned my assistant and interpreter, came to convey his father's sincere but puzzling query, whether Tere actually was the same as Jesus Christ. Actually, his French name in Banda phonetics implied so: Christ Jésu = Tre se te jesu; and "Jesu Christ = Jesu Tre."4 Taken by surprise and much in need of some rest after a rather demanding day, I politely asked to let the issue rest till the morning.This question was all the more disturbing, as Christians were wont to call Jesus the Lord, and relate this to chieftaincy... (shrink)

The strong correlation between people’s socioeconomic position and health within high income countries is a well-documented fact. A person’s occupation, income and education level tell us a lot about that person’s prospects on a long and healthy life, such that we can speak of a ‘social gradient in health’, or a ‘socioeconomic health gap’. This association is often perceived to be unjust. Therefore, it is generally thought that governments should aim to reduce socioeconomic health inequalities. However, this idea needs ethical (...) justification, for it is not evident if and why exactly these inequalities are unjust. For instance, are inequalities in health unjust per se? Or because the underlying socioeconomic inequalities are unjust? And does justice require equal health levels, or a minimum level of health? What complicates the issue, is that the width of the health gap, or the steepness of the social gradient, depends on what health measures are used. Overall, the more subjective the measure, the greater the inequalities appear to be. But are all these measures equally morally relevant? This dissertation aims to give a better understanding of these philosophical questions. It does so by investigating the question of what we should understand by health in the first part, after which it addresses the question of how to evaluate socioeconomic health inequalities in the light of justice. The introduction begins with a description of the phenomenon of socioeconomic health inequalities, and how it has been addressed by politicians, epidemiologists and philosophers in the past and today. The chapter continues by formulating the central question of the dissertation – that of which health inequalities should be focused in the light of a concern with social justice. It explicates how this dissertation contributes to answering that question, by discussing the potential relation between the conceptualisation of health and justice evaluations, and by discussing which questions are addressed in each of the following chapters. The chapter 2 addresses the question of how health is conceptualised in the philosophical and public heath literature, and how theoretical concepts of health differ. It proposes to approach health concepts as a Wittgensteinian family of thick concepts and argues that while theories on health generally argue in favour of one specific concept, a comparison of concepts shows that we may need different concepts of health given the variety of health practices. By explicating the differences between five concepts of health, this chapter argues that each captures aspects of health that all seem relevant when we talk and think about health. Classifying these concepts based on their distinctions reveals them as members of a conceptual family: each of the discussed concepts differs from the others in at least one respect and resembles the others in several respects. Moreover, the discussion of the concepts shows that ‘health’ always both describes a condition and values that condition at the same time. Having both descriptive and evaluative dimensions, we can see health concepts as ‘thick concepts’. Given this evaluative dimension, it is important to reflect on the question of what understanding of health guides specific practices. Moreover, the distinctions revealed by the classification can serve as a conceptual toolbox for reflection on the assumptions and purposes of health practices. How such reflection could work is illustrated by a brief exploration of what health aspects are focused upon in three specific health practices. Chapter 3 presents a study into the question of how health is conceptualised by ordinary citizens and to what extent conceptualisations of health differ between socioeconomic groups. By making use of the method of concept mapping, this study analyses how different socioeconomic groups formulate their own answers regarding the question ‘what does health mean to you?’. It presents concept maps of health for three different socioeconomic groups living in the city of Utrecht that reveal that all groups have a multidimensional understanding of health. An interpretation of the concept maps reveals nuanced differences between groups. The multiple aspects of health were also ranked by importance. It appears that each group assigned most importance to mental health. All in all, the study shows that people in lower socioeconomic groups are more likely to show a conceptualisation of health that refers to 1) the absence of health threats, 2) a person within his/her circumstances, 3) the value of functional notions, and 4) an accepting attitude towards life. Chapter 4 addresses the question of what the theoretical and empirical study to concepts of health could imply for health equity practices. It does so by exploring further the suggestions made in chapters 2 and 3. Regarding the question of which health aspects should guide health equity policies, this chapter discusses the question of whether we should primarily look at subjective or objective health measures, and whether a universal or relative standard of health should be central. While justice-related concerns of impartiality and equal treatment may seem to favour an objective perspective and a universal health standard, it appears that we have good reason to account for the subjective perspective as well. It is also argued that a concern for recognition and participatory parity gives room for relative health standards. Th room for relative health standards confronts us with the question of how to deal with mechanisms like adaptive preferences that the concept maps reveal. It proposes a way out, by arguing for society-relative health standards. Chapter 5 examines the question of whether inequalities in health should be evaluated ‘directly’, thus independently of a distribution of their social determinants. It proposes a sufficientarian perspective, such that the central question of evaluation is that of whether everyone is – or can be – healthy enough. By discussing two sufficientarian approaches to health and social justice – by Powers & Faden and by Nussbaum – this chapter distinguishes two ways of setting a threshold level for health. Both approaches appear to provide an unsatisfactory basis for justice evaluations and lead us away from direct evaluation if we try to settle health minima that are less arbitrary. In anticipation to chapters 6 and 7, it is argued that the perspective of sufficient health for relational equality escapes this arbitrariness: compared to that of a decent human life, it better helps to answer both the question of what socioeconomic health inequalities a society is due to avoid, and the question of when socioeconomic health inequalities are unjust considering their consequences. Chapter 6 discusses to what extent Daniels’s theory of health justice provides a satisfactory answer to the question of what health inequalities a society is due to avoid. Daniels proposes an indirect evaluative approach by arguing that we should evaluate socioeconomic health inequalities in the light of Rawls’s principles of justice as fairness. That is, if socioeconomic inequalities are in accordance with fair equality of opportunity and with the difference principle, the corresponding health inequalities would be just. It is shown that the suggestion that Rawls’s principles regulate the social determinants of health neglects that not all social determinants of health belong to society’s basic structure as conceived of by Rawls and are thereby not subjected to the principles of justice. To acknowledge the social mechanisms leading to socioeconomic health inequalities in their full complexity, it is argued that we should broaden our understanding of society’s structure in accordance with Young’s notion of social structural processes. This renders the question of what health inequalities a society is due to avoid into a question of what we can expect from the side of the various actors that uphold the social structures that produce socioeconomic health inequalities. Lastly, it is discussed how a shift to Young’s theory completes the shift to non-ideal theorising that seem already initiated by Daniels, and that with this, the distinction between direct and indirect evaluation dissolves. Chapter 7 discusses to what extent equality in health is of instrumental value for a society of free and equals. It thus takes up the idea proposed in chapter 5, that an evaluation of the consequences of health inequalities is also due. Taking relational equality as an evaluative framework reveals three ways in which inequalities in life expectancy threaten this ideal. That is, via unequal risks to stigmatisation, unequal risks to unemployment and the risk of unequal pension enjoyments. It is thereby shown that these risks are especially great for those lower down the socioeconomic strata. It thus concludes that equality in health is of instrumental value to relational equality. The chapter continues to argue that our instrumental approach opens a new perspective: to mitigate the identified injustices by changing society, rather than by reducing inequalities in health. This is argued to be an advantage in the light of the realistic assumption that of the socioeconomic health inequalities will persist. The paper thus offers a complementary approach to both the evaluation and the mitigation of the injustice of socioeconomic inequalities in health. The discussion chapter summarises the central findings of the analyses of health concepts and discusses questions regarding the philosophical and practical merits of comparing theoretical health concepts, the need for developing new health measures or concepts and the importance or nonsense of studying citizen’s views on health. Repeating this for the dissertation’s second part, the central findings of the chapters on justice evaluation are summarised and followed by a discussion of questions and issues that have remained unaddressed so far. Here, central points of discussion are my take on rules of distribution, the distinction of direct and indirect evaluation, the role of ideal and non-ideal theory, the idea of relational equality, and personal responsibility for health. The chapter concludes by noting that also in the light of justice evaluations, all commonly used health measures are relevant for justice. Therefore, my recommendations for policy and further research entail that inequalities in each of these measures deserve attention by both policymakers and researchers. Specifically, policymakers and researchers should give attention to how exactly each of these health inequalities come about, in such a way that a discussion about the question of who can be assigned responsibility to alleviate them is well-informed; and both should give attention to the effects of health inequalities on the opportunities for people to live on equal standing, in such a way that when these opportunities are diminished, actions can be considered to aim to restore relational equality. (shrink)

The COVID-19 outbreak has simultaneously increased the need for mental health services and decreased their availability. Brief online self-help interventions that can be completed in a single session could be especially helpful in improving access to care during the crisis. However, little is known about the uptake, acceptability, and perceived utility of these interventions outside of clinical trials in which participants are compensated. Here, we describe the development, deployment, acceptability ratings, and pre–post effects of a single-session intervention, the Common Elements (...) Toolbox, adapted for the COVID-19 crisis to support graduate and professional students. Participants, who were not compensated, were randomly assigned to two of three modules: behavioral activation, cognitive restructuring, and gratitude. Over 1 week, 263 individuals began and 189 individuals completed the intervention. Participants reported that the intervention modules were acceptable, helpful, engaging, applicable to their lives, and could help them manage COVID-related challenges. Participants reported pre- to post-program improvements in secondary control and in the perceived negative impact of the COVID-19 crisis on their quality of life. On average, differences in their perceived ability to handle lifestyle changes resulting from the pandemic were positive, but small and at the level of a non-significant trend. Our results highlight the acceptability and utility of an online intervention for supporting individuals through the COVID-19 crisis. (shrink)

Accessing legislation via the Internet is more and more frequent. As a result, systems that allow consultation of law texts are becoming more and more powerful. This paper presents DARES, a generic system which can be adapted to any domain to handle documents production needs. It is based on an annotation engine which allows obtaining XML documents inputs as required by the system, and on an XML fragments recombining system. The latter operates using a fragment manipulation functions toolbox to (...) generate new documents. To validate this system, we have tried to apply it to the domain of law through the consolidation problem. (shrink)

he relationship between metaphysics and science has recently become the focus of increased attention. Ladyman and Ross, in particular, have accused even naturalistically inclined metaphysicians of pursuing little more than the philosophy of A-level chemistry and have suggested that analytic metaphysics should simply be discontinued. In contrast, we shall argue, first of all, that even metaphysics that is disengaged from modern science may offer a set of resources that can be appropriated by philosophers of physics in order to set physics (...) within an interpretational framework. Secondly, however, we shall urge that insofar as metaphysics is intended to be more than just a toolbox it needs to accommodate the implications of physics if many of its core claims are to be sustained. We shall illustrate this last point with a discussion of the nature of laws and modality in the context of modern physics. (shrink)

Moral luck is a puzzling aspect of our psychology: Why do we punish outcomes that were not intended (i.e. accidents)? Prevailing psychological accounts of moral luck characterize it as an accident or error, stemming either from a re‐evaluation of the agent's mental state or from negative affect aroused by the bad outcome itself. While these models have strong evidence in their favor, neither can account for the unique influence of accidental outcomes on punishment judgments, compared with other categories of moral (...) judgment. Why might punishment be particularly sensitive to moral luck? We suggest that such sensitivity is easily understood from the broader perspective of punishment's ultimate adaptive goal: Changing others’ behavior by exploiting their capacity to learn. This pedagogical perspective accounts for the exceptional influence of outcomes on punitive sentiments and makes predictions for additional moderators of punishment. We review evidence supporting the pedagogical hypothesis of punishment and discuss fruitful directions for future research. (shrink)