Non‐Humean theories of natural necessity invoke modally‐laden primitives to explain why nature exhibits lawlike regularities. However, they vary in the primitives they posit and in their subsequent accounts of laws of nature and related phenomena (including natural properties, natural kinds, causation, counterfactuals, and the like). This article provides a taxonomy of non‐Humean theories, discusses influential arguments for and against them, and describes some ways in which differences in goals and methods can motivate different versions of non‐Humeanism (and, for that matter, (...) Humeanism). In short, this article provides an introduction to non‐Humeanism concerning the metaphysics of laws of nature and natural necessity. (shrink)

David Armstrong accepted the following three theses: universals are immanent, laws are relations between universals, and laws govern. Taken together, they form an attractive position, for they promise to explain regularities in nature—one of the most important desiderata for a theory of laws and properties—while remaining compatible with naturalism. However, I argue that the three theses are incompatible. The basic idea is that each thesis makes an explanatory claim, but the three claims can be shown to run in a problematic (...) circle. I then consider which thesis we ought to reject and suggest some general lessons for the metaphysics of laws. (shrink)

According to the Nomological Argument, observed regularities in nature are best explained by an appeal to a supernatural being. A successful explanation must avoid two perils. Some explanations provide too little structure, predicting a universe without regularities. Others provide too much structure, thereby precluding an explanation of certain types of lawlike regularities featured in modern scientific theories. We argue that an explanation based in the creative, intentional action of a supernatural being avoids these two perils whereas leading competitors do not. (...) Although our argument falls short of a full defense, it does suggest that the Nomological Argument is worthy of philosophical attention. (shrink)

Each new decade brings ‘advances’ in technology that are more capable of collecting, aggregating, organizing, and deploying data about human practices. Where we go, what we buy, what we say online, and the people with whom we connect, are captured with ever more sophistication by governmental and corporate institutions. Data are increasingly being sold to schools to help them ‘manage’ teaching and administration tasks. Of course, at the same time, schools, teachers, and students are generating data that further advances the (...) goals of data aggregators. After some discussion regarding data’s philosophical dimensions, this chapter examines the benefits and drawbacks of surveillance and datafication in present educational contexts. In addition, this chapter raises ethical and pragmatic questions related to how datafication often reshapes or redefines agency, choice, personal relationships, and individuality. In response to some of the ethical qualms raised by these questions, a vision (imaginary) is proposed to help conserve some of the educational values threatened by datafication, including values related to genuine interest, sociality, and transformative, and qualitative experiences. -/- CITATION: Hildebrand, D.L. (2024). What are Data and Who Benefits?. In: Buch, A., Lindberg, Y., Cerratto Pargman, T. (eds) Framing Futures in Postdigital Education. Postdigital Science and Education . Springer, Cham. doi: 10.1007/978-3-031-58622-4_5 -/- . (shrink)

In this essay, David Hildebrand connects Democracy and Education to Dewey's wider corpus. Hildebrand argues that Democracy and Education's central objective is to offer a practical and philosophical answer to the question, What is needed to live a meaningful life, and how can education contribute? He argues, further, that this work is still plausible as “summing up” Dewey's overall philosophy due to its focus upon “experience” and “situation,” crucial concepts connecting Dewey's philosophical ideas to one another, to education, (...) and to democracy. He opens the essay with a brief synoptic analysis of Democracy and Education's major philosophical ideas, moves on to sections devoted to experience and situation, and then offers a brief conclusion. Some mention is made throughout about the surprisingly significant role art and aesthetics can play in education. (shrink)

The central objective of Dewey’s Democracy and Education is to explain ‘what is needed to live a meaningful life and how can education contribute?’ While most acquainted with Dewey’s educational philosophy know that ‘experience’ plays a central role, the role of ‘situations’ may be less familiar or understood. This essay explains why ‘situation’ is inseparable from ‘experience’ and deeply important to Democracy and Education’s educational methods and rationales. First, a prefatory section explores how experience is invoked and involved in pedagogical (...) practice, especially experience insofar as it is (a) experimental, (b) direct, and (c) social-moral in character. The second and main section on situations follows. After a brief introduction to Dewey’s special philosophical use of ‘situation’, I examine how situations are implicated in (a) student interest and motivation; (b) ‘aims’ and ‘criteria’ in problem-solving; and (c) moral education (habits, values, and judgements). What should become abundantly clear from these examinations is that there could be no such thing as meaningful education, as Dewey understood it, without educators’ conscious, intentional, and imaginative deployment of experience and situations. (shrink)

Fred Dretske, Michael Tooley, and David Armstrong accept a theory of governing laws of nature according to which laws are atomic states of affairs that necessitate corresponding natural regularities. Some philosophers object to the Dretske/Tooley/Armstrong theory on the grounds that there is no illuminating account of the necessary connection between governing law and natural regularity. In response, Michael Tooley has provided a reductive account of this necessary connection in his book Causation (1987). In this essay, I discuss an improved version (...) of his account and argue that it fails. First, the account cannot be extended to explain the necessary connection between certain sorts of laws—namely, probabilistic laws and laws relating structural universals—and their corresponding regularities. Second, Tooley’s account succeeds only by (very subtly) incorporating primitive necessity elsewhere, so the problem of avoiding primitive necessity is merely relocated. (shrink)

One of the traditional desiderata for a metaphysical theory of laws of nature is that it be able to explain natural regularities. Some philosophers have postulated governing laws to fill this explanatory role. Recently, however, many have attempted to explain natural regularities without appealing to governing laws. Suppose that some fundamental properties are bare dispositions. In virtue of their dispositional nature, these properties must be (or are likely to be) distributed in regular patterns. Thus it would appear that an ontology (...) including bare dispositions can dispense with governing laws of nature. I believe that there is a problem with this line of reasoning. In this essay, I’ll argue that governing laws are indispensable for the explanation of a special sort of natural regularity: those holding among categorical properties (or, as I’ll call them, categorical regularities). This has the potential to be a serious objection to the denial of governing laws, since there may be good reasons to believe that observed regularities are categorical regularities. (shrink)

This paper identifies, develops, and argues for an interpretation of Mary Astell’s understanding of self-government. On this interpretation, what is essential to self-government, according to Astell, is an agent’s responsiveness to her own reasoning. The paper identifies two aspects of her theory of self-government: an ‘authenticity’ criterion of what makes our motives our own and an account of the capacities required for responsiveness to our own reasoning. The authenticity criterion states that when our motives arise from some external source (...) without validation by our own understanding of the reasons supporting them, then they are not our own. The capacities requisite for responsiveness to our own reasoning are those of examining and evaluating our own motives and of resisting the social pressure to conform to others’ opinions. An upshot of this interpretation of Astell’s theory of self-government is that it reveals her insights into the ways ‘custom’ can undermine an individual’s ability to govern oneself. (shrink)

In "The Incoherence of Whitehead’s Theory of Perception" (PS 9:94-104), Robert H. Kimball tries to show how Alfred North Whitehead’s account of perception is a failed attempt to reconcile two traditional theories of perception: phenomenological (or sense-data) theory and causal (or physiological) theory. Whitehead fails, Kimball argues, in two main ways. First because his notion of symbolic reference requires the simultaneous enjoyment of perceptions in the mode of presentational immediacy and causal efficacy. Kimball believes this experience is, in principle, impossible (...) and supports this claim by attacking Whitehead’s conception of causal efficacy and the experiential evidence used to support it. Whitehead’s second failure results from the first: Whitehead’s erroneous belief in the simultaneous enjoyment of the two modes of perception leads him to construct a theory of perception which is composed of two contradictory parts: realism and mediatism. In this essay, I will examine Kimball’s attack on causal efficacy and symbolic reference and show why Whitehead’s theory of perception is not susceptible to Kimball’s charge of incoherence. (shrink)

Overview of challenges facing philosophical analyses of experience in the face of life with constant connection, social media, and data mining.

For Charles Peirce, the project of inquiry is a social one. Though inquiry, the passage from genuine doubt to settled belief, can be described on the individual level, its significance as a human activity is manifested in collective action. For any individual, Truth transcends experience and inquiry. But it does not transcend experience and inquiry altogether: is a fixed limit, an ideal, towards which a properly functioning community converges. What, in principle, makes the cohesion of such a community possible? Why (...) did Peirce believe that convergence towards an ultimate conclusion was the necessary end of unlimited scientific inquiry? This essay examines Peirce's notion of community to answer these questions and suggests that the presence of genuine doubt not only makes convergence possible, but also constitutes the starting point for almost all inquiry. The exception is philosophical inquiry. (shrink)

Abstract: For most people, mobile phones and various forms of personal information technology (PIT) have become standard equipment for everyday life. Recent theorists such as Sherry Turkle raise psychological and philosophical questions about the impact of such technologies and practices, but deeper further philosophical work is needed. This paper takes a pragmatic approach to examining the effects of PIT practices upon experience. After reviewing several main issues with technology raised by Communication theorists, the paper looks more deeply at Turkle’s analysis (...) of technology's impacts upon solitude and conversation. Because Turkle only raises but doesn’t pursue the philosophical dimensions of these issues, the work on experience of John Dewey, William James, and John J. McDermott is utilized to provide concepts and methods by which PIT’s effects might be judged. Finally, pragmatist aesthetics is introduced and consulted as a source of constructive ideals which might guide future amelioration of PIT’s more significant drawbacks. (shrink)

Kenneth Burke's recent death has spurred academics in a variety of disciplines to reassess the import of his prolific output. As a specialist in American philosophy, I have begun to make inroads on a question I have heard thus far only in English and Communication departments: Should Kenneth Burke be considered a pragmatist. This paper seeks to persuade specialists in Pragmatism and American Philosophy that Burke's work has enough in common with the epistemological and metaphysical doctrines of Classical Pragmatism to (...) merit renewed consideration by philosophers. (shrink)

Comment on Robin Tapley's paper on whether or not the sexual aspect of sexual harms adds anything to the harm done. I argue it does not based on the grounds Tapley provides.

The undergraduate philosophy major is often seen as an irrelevant degree. While this may be attributed to a number of causes, it is also occasion for academic philosophers to reevaluate pedagogical methods at the undergraduate level. The author evaluates typical pedagogical methods and argues that overemphasizing epistemological goals of philosophical investigation (e.g. truth and justification) instrumentalizes the process of inquiry and stifles students’ philosophical imagination, resulting in the impression of philosophy’s irrelevance. An alternative model is offered on the basis of (...) John Dewey’s pattern of inquiry. It is argued that a pedagogy that attends to Dewey’s five phases of inquiry promotes greater attention to the process of inquiry itself, which emphasizes knowledge as social, open to revision, and pertinent to students’ needs and interests. The author concludes by considering the philosophical implications of implementing such a pedagogy. (shrink)

In Vermeer’s painting The Lacemaker an artisan works with loving intensity, employing a sensibility at once intimate and strategically detached. Davidson’s careful prose embodies both the logic and beauty of lace as it simply and plainly leads one into the intricate connections among thought, language, and sociality. While the subject matters are analytic and serious, Davidson imbues them with a dry sense of humor and sparkles of warmth. Of course Subjective, Intersubjective, Objective is an important collection of philosophical work; it (...) also happens to be a pleasure to read. (shrink)

Most social policies cannot be defended without making inductive inferences. For example, consider certain arguments for racial profiling and affirmative action, respectively. They begin with statistics about crime or socioeconomic indicators. Next, there is an inductive step in which the statistic is projected from the past to the future. Finally, there is a normative step in which a policy is proposed as a response in the service of some goal—for example, to reduce crime or to correct socioeconomic imbalances. In comparison (...) to the normative step, the inductive step of a policy defense may seem trivial. We argue that this is not so. Satisfying the demands of the inductive step is difficult, and doing so has important but underappreciated implications for the normative step. In this paper, we provide an account of induction in social contexts and explore its implications for policy. Our account helps to explain which normative principles we ought to accept, and as a result it can explain why it is acceptable to make inferences involving race in some contexts (e.g., in defense of affirmative action) but not in others (e.g., in defense of racial profiling). (shrink)

According to the Humean Best Systems Account, laws are generalizations in the best systematization of non-modal matters of fact. Recently, it has become popular to interpret the notion of a best system pragmatically. The _best_ system is sensitive to our interests—that is, to our goals, abilities, and limitations. This account promises a metaphysically minimalistic analysis of laws, but I argue that it is not as minimalistic as it might appear. Some of the concepts it employs are modally robust, leading to (...) a dilemma. (shrink)

Recent writings by Hilary Putnam indicate the seriousness with which he has moved toward pragmatism. Putnam has not only characterized his own position as similar to pragmatism, he has written a number of essays presenting the views of the classical pragmatists, especially James, Dewey, and Peirce. “Putnam, Pragmatism, and Dewey” examines fundamental problems with Putnam’s recent efforts, especially as they pertain to Dewey’s epistemology.

Individuals of many animal species are said to have a personality. It has been shown that some individuals are bolder than other individuals of the same species, or more sociable or more aggressive. In this paper, we analyse what it means to say that an animal has a personality. We clarify what an animal personality is, that is, its ontology, and how different personality concepts relate to each other, and we examine how personality traits are identified in biological practice. Our (...) analysis shows that biologists often study specific personality traits, such as boldness, sociability or aggressiveness, rather than personalities in general. We claim that personality traits are best understood as dispositions and that they are operationally defined in terms of certain sets of behaviours, which are studied in specific experimental set-ups. Furthermore, we develop an integrative philosophical account that specifies and formalises three criteria for identifying personality traits, which are used in biological practice. For an individual animal to have a personality trait it must, first, behave differently than others. Second, these behavioural differences must be stable over a certain time, and third, they must be consistent in different contexts. (shrink)

In recent years, a genre of introduction to philosophical figures and movements for non-specialists has gained in popularity; these introductions aim to be neither too cursory nor too laden with academic detail. Oxford’s “Very Short Introductions” and the “Wadsworth Notes” series are examples of the cursory type, while academic monographs are examples of the detailed type. Steven Fesmire’s Dewey is a welcome and unique contribution to the new introductory genre, joining similar efforts such as Raymond Boisvert’s John Dewey Rethinking Our (...) Time and my own Dewey A Beginner’s Guide. Dewey possesses a number of helpful features. (shrink)

Descartes claims that the passions of the soul are “all in their nature good” even though they exaggerate the value of their objects, have the potential to deceive us, and often mislead us. What, then, can he mean by this? In this paper, I argue that these effects of the passions are only problematic when we incorrectly take their goodness to consist in their informing us of harms and benefits to the mind-body composite. Instead, the passions are good in their (...) motivational function, which they carry out by representing objects and situations as having various properties and thereby appearing to be “reasons of goodness.” Further, I argue that the main way in which the passions are problematic is merely an occasional physiological byproduct of a well- functioning system. I show, therefore, that the passions’ motivational function, representationality, and accompanying physiology are all significant and interrelated aspects of their goodness. (shrink)

The “born this way” narrative remains a popular way to defend nonnormative genders and sexualities in the United States. While feminist and queer theorists have critiqued the narrative's implicit ahistorical and essentialist understanding of sexuality, the narrative's incorporation by the state as a way to regulate gender identity has gone largely underdeveloped. I argue that transgender accounts of this narrative reorient it amid questions of temporality, race, colonialism, and the nation-state, thereby allowing for a critique that does justice to the (...) enmeshment of categories of difference. (shrink)

This paper analyzes what it means for philosophy of science to be normative. It argues that normativity is a multifaceted phenomenon rather than a general feature that a philosophical theory either has or lacks. It analyzes the normativity of philosophy of science by articulating three ways in which a philosophical theory can be normative. Methodological normativity arises from normative assumptions that philosophers make when they select, interpret, evaluate, and mutually adjust relevant empirical information, on which they base their philosophical theories. (...) Object normativity emerges from the fact that the object of philosophical theorizing can itself be normative, such as when philosophers discuss epistemic norms in science. Metanormativity arises from the kind of claims that a philosophical theory contains, such as normative claims about science as it should be. Distinguishing these three kinds of normativity gives rise to a nuanced and illuminating view of how philosophy of science can be normative. (shrink)

Some commentators have condemned Kant’s moral project from a feminist perspective based on Kant’s apparently dim view of women as being innately morally deficient. Here I will argue that although his remarks concerning women are unsettling at first glance, a more detailed and closer examination shows that Kant’s view of women is actually far more complex and less unsettling than that attributed to him by various feminist critics. My argument, then, undercuts the justification for the severe feminist critique of Kant’s (...) moral project. (shrink)

Reshaping our methodological research tools for adequately capturing injustice and domination has been a central aspiration of feminist philosophy and social epistemology in recent years. There has been an increasingly empirical turn in recent feminist and political theorization, engaging with case studies and the challenges arising from conducting research in solidarity with unequal partners. I argue that these challenges cannot be resolved by merely adopting a norm and stance of deference to those in the struggle for justice. To conduct philosophical (...) research in an engaged and solidaristic manner, I suggest that deference be supplemented by three methodological and normative principles: 1) epistemic humility, 2) accountability, and 3) co-producing knowledge. I situate these principles within contemporary philosophical work on solidarity, and show how they might help confront power imbalances and other methodological hazards that arise when conducting research in solidarity with others. I arrive at these principles in part by critically reflecting on my own attempt to conduct research in solidarity with women’s rights activists in Senegal. (shrink)

The central aim of this article is to specify the ontological nature of constitutive mechanistic phenomena. After identifying three criteria of adequacy that any plausible approach to constitutive mechanistic phenomena must satisfy, we present four different suggestions, found in the mechanistic literature, of what mechanistic phenomena might be. We argue that none of these suggestions meets the criteria of adequacy. According to our analysis, constitutive mechanistic phenomena are best understood as what we will call ‘object-involving occurrents’. Furthermore, on the basis (...) of this notion, we will clarify what distinguishes constitutive mechanistic explanations from etiological ones. 1 Introduction 2 Criteria of Adequacy 2.1 Descriptive adequacy 2.2 Constitutive–etiological distinction 2.3 Constitution 3 The Ontological Nature of Constitutive Mechanistic Phenomena 3.1 Phenomena as input–output relations 3.2 Phenomena as end states 3.3 Phenomena as dispositions 3.4 Phenomena as behaviours 4 Phenomena as Object-Involving Occurrents 4.1 What object-involving occurrents are and why we need them 4.2 The object in the phenomenon 4.3 The adequacy of option 5 Conclusion. (shrink)

In this article, I extend the feminist use of Friedrich Nietzsche’s account of memory and forgetting to consider the contemporary externalization of memory foregrounded by transgender experience. Nietzsche’s On the Genealogy of Morals argues that memory is “burnt in” to the forgetful body as a necessary part of subject-formation and the requirements of a social order. Feminist philosophers have employed Nietzsche’s account to illuminate how gender, as memory, becomes embodied. While the account of the “burnt in” repetitions of gender allows (...) us to theorize processes of embodied identity on an individual level, analyzing gender today requires also accounting for how gender is externalized. I take up this question through the specific examples of identity documents and sex-segregated bathrooms. Returning to Nietzsche’s call to practice a resistant forgetting, I conclude by exploring the distinct strategies required to disrupt externalized memory. These strategies include contesting the use of past gender assignments in data collection and rewriting architectural reminders of gender. (shrink)

Is philosophy like plumbing? I have made this comparison a number of times when I have wanted to stress that philosophising is not just grand and elegant and difficult, but is also needed. It is not optional. The idea has caused mild surprise, and has sometimes been thought rather undignified. The question of dignity is a very interesting one, and I shall come back to it at the end of this article. But first, I would like to work the comparison (...) out a bit more fully. (shrink)

This paper argues that an addressee's failure to recognize a speaker's authority can constitutes another form of silencing.

In the contemporary life sciences more and more researchers emphasize the “limits of reductionism” (e.g. Ahn et al. 2006a, 709; Mazzocchi 2008, 10) or they call for a move “beyond reductionism” (Gallagher/Appenzeller 1999, 79). However, it is far from clear what exactly they argue for and what the envisioned limits of reductionism are. In this paper I claim that the current discussions about reductionism in the life sciences, which focus on methodological and explanatory issues, leave the concepts of a reductive (...) method and a reductive explanation too unspecified. In order to fill this gap and to clarify what the limits of reductionism are I identify three reductive methods that are crucial in the current practice of the life sciences: decomposition, focusing on internal factors, and studying parts in isolation. Furthermore, I argue that reductive explanations in the life sciences exhibit three characteristics: first, they refer only to factors at a lower level than the phenomenon at issue, second, they focus on internal factors and thus ignore or simplify the environment of a system, and, third, they cite only the parts of a system in isolation. (shrink)

"The enterprise initiative is probably the most significant political and cultural influence to have affected Western and Eastern Europe in the last decade. In this book, academics from a range of disciplines debate Mary Douglas's distinctive Grid Group cultural theory and examine how it allows us to analyse the complex relation between the culture of enterprise and its institutions. Mary Douglas, Britain's leading cultural anthropologist, contributes several chapters."--BOOK JACKET.Title Summary field provided by Blackwell North America, Inc. All Rights (...) Reserved. (shrink)

What are the conditions under which one biological object is a part of another biological object? This paper answers this question by developing a general, systematic account of biological parthood. I specify two criteria for biological parthood. Substantial Spatial Inclusionrequires biological parts to be spatially located inside or in the region that the natural boundary of t he biological whole occupies. Compositional Relevance captures the fact that a biological part engages in a biological process that must make a necessary contribution (...) to a condition that is minimally sufficient to one or more of the characteristic behaviors of the biological whole. Instead of emphasizing the diversity of part-whole relations in the biological world, this paper asks what biological part-whole relations have in common and what constrains their existence, in general. After presenting the two criteria for biological parthood I discuss in how far my account can cope with hard cases (e.g., redundant parts) and I reveal the merits and limits of monism. (shrink)

Introduction to genericity in the nominal, verbal and sentential domain.

Marie Oldfield, Pro Bono Economics & Refugee Council. Over half the total applications for asylum the UK receives each year are initially rejected, yet nearly a third of these initial rejections are subsequently overturned on appeal. This process that fails to get decisions right first time imposes significant costs, not just on the applicants themselves, but also more widely on UK taxpayers. Asylum seekers are not entitled to welfare benefits nor employment except in some limited cases, and are often placed (...) in unsuitable conditions with lack of appropriate support to prepare their case for asylum. These unfortunate circumstances mean that they are unable to gather and present all the required evidence first time, even when the case for asylum is legitimate. As a result, the application is rejected and thus begins a cycle of appeals that might eventually lead to a successful outcome for the asylum seeker but will, in the process, burden the taxpayer with unnecessary administrative cost and cause the asylum seeker needless distress and prevent them from accessing suitable economic opportunities. • Our study estimates that there are approximately 4,000 initial rejections that are successfully appealed each year and, with each appeal incurring direct administrative costs of around £1,000, the price tag of incorrect initial decisions adds up to a hefty £4 million per year in unnecessary administrative costs alone. • There are other costs, too, that negatively impact asylum seekers and taxpayers, albeit in a more indirect manner. The longer the appeals process is dragged out, the more delay there is to successful asylum seekers entering the labour market which means lost economic activity and forgone tax revenue for the Exchequer. Long periods of unemployment also result in skills attrition and lower the probability of the asylum seeker successfully entering the labour market in the future. • A lengthy appeals process heightens stress and worsens mental health in asylum seekers, a group arguably already more vulnerable on this front. Unnecessary human suffering aside, there is also a monetary cost borne by the taxpayer should NHS mental health services become involved. Thus, there is a pressing and viable case for providing asylum seekers a stable environment in which to complete their applications for asylum. This would increase the likelihood of reaching correct decisions in the first instance, avoid unnecessary administrative costs of an arduous appeals process, enable successful asylum seekers to access the labour market and contribute to the Exchequer, and avoid placing extra demands on already strained NHS mental health services. (shrink)

Leuridan (2011) questions whether mechanisms can really replace laws at the heart of our thinking about science. In doing so, he enters a long-standing discussion about the relationship between the mech-anistic structures evident in the theories of contemporary biology and the laws of nature privileged especially in traditional empiricist traditions of the philosophy of science (see e.g. Wimsatt 1974; Bechtel and Abrahamsen 2005; Bogen 2005; Darden 2006; Glennan 1996; MDC 2000; Schaffner 1993; Tabery 2003; Weber 2005). In our view, Leuridan (...) misconstrues this discussion. His weak positive claim that mechanistic sciences appeal to generalizations is true but uninteresting. His stronger claim, that all causal claims require laws, is unsupported by his arguments. Though we proceed by criticizing Leuridan’s arguments, our greater purpose is to embellish his arguments in order to show how thinking about mechanisms enriches and transforms old philosophical debates about laws in biology and provides new insights into how generalizations afford prediction, explanation and control. (shrink)

Mechanisms are said to consist of two kinds of components, entities and activities. In the first half of this chapter, I examine what entities and activities are, how they relate to well-known ontological categories, such as processes or dispositions, and how entities and activities relate to each other (e.g., can one be reduced to the other or are they mutually dependent?). The second part of this chapter analyzes different criteria for individuating the components of mechanisms and discusses how real the (...) boundaries of mechanisms are. (shrink)

Over the past few years we have seen an increasing number of legal proceedings related to inappropriately implemented technology. At the same time career paths have diverged from the foundation of statistics out to Data Scientist, Machine Learning and AI. All of these new branches being fundamentally branches of statistics and mathematics. This has meant that formal training has struggled to keep up with what is required in the plethora of new roles. Mathematics as a taught subject is still based (...) in decades old teaching specifications and has not been updated centrally as a curriculum to include new technologies, coding or ethics. This subject area is firmly split between ICT and Mathematics in secondary school, continuing on to be split between Computer Science and Mathematics at University. As we move forwards with technology we see these once seperate fields becoming increasingly intertwined. We propose that existing provision for concepts such as ethics and societal responsibility in analysis currently exist but have not been incorporated into the mainstream curriculum of School or University. This is partially due to the split between fields in an educational setting but also the speed with which education is able to keep up with Industry and its requirements. Principles and frameworks of socially responsible modelling beginning at school level means that ethics and real-life modelling are introduced much earlier than normal. Integrating these concepts with philosophical principles of society and politics ensures a suitable background for future modellers and users of technology to draw on. Modelling is currently undertaken in technical sciences at University but the Subject Benchmark Statements are not current (Subject Benchmark Statements describe the nature of study and the academic standards expected of graduates in specific subject areas. They show what graduates might reasonably be expected to know, do and understand at the end of their studies). Even in 2019 the UK did not yet have Benchmark Statements that discuss the learning to be done in Higher Education around AI and advanced Machine Learning. Where there is provision for AI and Data Science within degree courses ethics is not generally highlighted as a key concept. As such there can be a lack of focus on the teaching of modelling or ethics as specific skills. The skills required to use a basic statistical model, for example would not be sufficient to start from scratch and build an ethical model reflecting real-world scenarios with which to inform policy or organisational decision making. This is a skill in itself and includes such aspects as awareness of data quality, ethics, user implementation problems, context and an understanding of the environment that the model is being created in. As the field of analytics has progressed so quickly in the last decade modules such as those covering AI have simply been bolted on to Maths or Computing degrees rather than being fully detailed as key areas of study or driving new, more integrated courses of study. This paper posits that gaps at primary, secondary and tertiary educational levels need to be addressed. Implementing and integrating key concepts from school level is essential so that areas such as assumptions, caveats, quality assurance and answering the right questions with constructive challenge become a cultural fixture. This not only helps developers of technology but users of rapidly developing technology also. In addition, leadership and soft skills as part of this education will ensure that a cultural shift can take place and promote continuous improvement in analysis within organisations. The addition of key concepts throughout the educational system and the updating of potentially outdated curriculums is key to ensuring a functional society. A society where every citizen is a user of tech and those that develop it can be ethical and socially responsible in its development. (shrink)

Preservationism is a dominant account of the justification of beliefs formed on the basis of memory. According to preservationism, a memory belief is justified only if that belief was justified when it was initially held. However, we now know that much of what we remember is not explicitly stored, but instead reconstructed when we attempt to recall it. Since reconstructive memory beliefs may not have been continuously held by the agent, or never held before at all, a purely preservationist account (...) of memory does not allow for justified reconstructed memory beliefs. In this essay, I show how a process reliabilist account can maintain preservationism about reproductive memory beliefs while accommodating the justification of reconstructive memory beliefs. I argue that reconstructive memory is an inferential process, and that therefore the beliefs it produces are justified in the same way that other inferential beliefs are justified. Accordingly, my process reliabilist account combines a preservationist account of reproductive memory with an inferential account of reconstructive memory. I end by defending this view against objections. (shrink)

In this chapter, Marie Collins Swabey critiques naturalism and defends a rationalistic conception of knowledge.