Ioannidis [Why most published research findings are false. PLoS Med 2: e124 ] identifies six factors that contribute to explaining why most of the current published research findings are more likely to be false than true, and argues that for many current scientific fields, claimed research findings may often be simply accurate measures of the prevailing bias. In this article, we argue that three “hot” areas in current biological research, viz., agent-based modeling, evolutionary developmental biology, and systems biology, are especially (...) prone to the flaws. (shrink)

During the late 20th century numerical rating scales became central to the diagnosis of dementia and helped transform attitudes about its causes and prevalence. Concentrating largely on the development and use of the Blessed Dementia Scale, I argue that rating scales served professional ends during the 1960s and 1970s. They helped old age psychiatrists establish jurisdiction over conditions such as dementia and present their field as a vital component of the welfare state, where they argued that ‘reliable modes of diagnosis’ (...) were vital to the allocation of resources. I show how these arguments appealed to politicians, funding bodies and patient groups, who agreed that dementia was a distinct disease and claimed research on its causes and prevention should be designated ‘top priority’. But I also show that worries about the replacement of clinical acumen with technical and depersonalized methods, which could conceivably be applied by anyone, led psychiatrists to stress that rating scales had their limits and could be used only by trained experts. (shrink)

There are plausible academic as well as social indicators that qualitative research has become an indispensable part of the methodological repertoire of the social sciences. Relying upon the tenets of the qualitative approach which require a priority of subject matter over method and a necessary socio-historical contextualization, I reconstruct some aspects of a social history that have shaped the quantitative—qualitative dichotomy and the quantitative imperative; these include modern individualism, monological rationality, manufacture operating on the grounds of common human labour, mechanics (...) as the first science, quantification as a technology of distanced objectivity and a search for certainty realized at the expense of qualitative attributes. The so-called renaissance of the qualitative approach starting in 1960s, understood as a kind of a return of repressed qualities, is also socio-culturally contextualized. Both anthropogenetic and sociogenetic reconstructions as well as a microgenetic analysis of the research process demonstrate that choices of subject matter and of methodology are socially and culturally embedded and necessarily linked to broader interests and beliefs. (shrink)

**No longer the current version available on SEP; see revised version by Sharon Crasnow** -/- Feminists have a number of distinct interests in, and perspectives on, science. The tools of science have been a crucial resource for understanding the nature, impact, and prospects for changing gender-based forms of oppression; in this spirit, feminists actively draw on, and contribute to, the research programs of a wide range of sciences. At the same time, feminists have identified the sciences as a source as (...) well as a locus of gender inequalities: the institutions of science have a long tradition of excluding women as practitioners; feminist critics of science find that women and gender (or, more broadly, issues of concern to women and sex/gender minorities) are routinely marginalized as subjects of scientific inquiry, or are treated in ways that reproduce gender-normative stereotypes; and, closing the circle, scientific authority has frequently served to rationalize the kinds of social roles and institutions that feminists call into question. -/- Feminist perspectives on science therefore reflect a broad spectrum of epistemic attitudes toward and appraisals of science. Some urge the reform of gender inequities in the institutions of science and call for attention to neglected questions with the aim of improving the sciences in their own terms; they do not challenge the standards and practices of the sciences they engage. Others pursue jointly critical and constructive programs of research that, to varying degrees, aim at transforming the methodologies, substantive content, framework assumptions, and epistemic ideals that animate the sciences. The content of these perspectives, and the degree to which they generate transformative critique, depends not only on the types of philosophical and political commitments that inform them but also on the nature of the sciences and subject domains on which they bear. Feminist perspectives have had greatest impact on sciences that deal with inherently gendered subjects—the social and human sciences—and, secondarily, on sciences that study subjects characterized in gendered terms, metaphorically or by analogy (projectively gendered subjects), chiefly the biological and life sciences. Feminist perspectives are relevant to sciences that deal with non-gendered subject matters, but perspectives vary substantially in content and in critical import depending on the sciences and the particular research programs they engage. (shrink)

Value capture occurs when an agent’s values are rich and subtle; they enter a social environment that presents simplified — typically quantified — versions of those values; and those simplified articulations come to dominate their practical reasoning. Examples include becoming motivated by FitBit’s step counts, Twitter Likes and Re-tweets, citation rates, ranked lists of best schools, and Grade Point Averages. We are vulnerable to value capture because of the competitive advantage that such crisp and clear expressions of value have in (...) our private reasoning and our public justification. There is, however, a price. In value capture, we take a central component of our autonomy — our ongoing deliberation over the exact articulation of our values — and we outsource it. And the metrics to which we outsource usually engineered for the interests of some external force, like a large-scale institution’s interest in cross-contextual comprehensibility and quick aggregability. That outsourcing cuts off one of the key benefits to personal deliberation. In value capture, we no longer adjust our values and their articulations in light of own rich experience of the world. Our values should often be carefully tailored to our particular selves or our small-scale communities, but in value capture, we buy our values off the rack. In some cases – like decreasing CO2 emissions – the costs of non-tailored values are outweighed by the benefit of precise collective coordination. In other cases, like in our aesthetic lives, they are not. This suggests that we should want different values suited to different scales. We should want value federalism. Some values are perhaps best pursued at the largest-scale level, others at smaller scales. The problem occurs when we exhibit an excess preference for the largest-scale values – when we consistently let the universal metrics swamp our quieter interests. (shrink)

For the last ten years, within molecular life sciences, the reproducibility crisis discourse has been embodied as a crisis of trust in scientific images. Beyond the contentious perception of “questionable research practices” associated with a digital turn in the production of images, this paper highlights the transformations of gel electrophoresis as a family of experimental techniques. Our aim is to analyze the evolving epistemic status of generated images and its connection with a crisis of trust in images within that field.From (...) the 1980s to the 2000s, we identify two key innovations (precast gels and gel docs) leading to a “two‐tiered” gel electrophoresis with different standardization procedures, different epistemic statuses of the produced images and different ways of generating (dis)trust in images. The first tier, exemplified by differential gel electrophoresis (DIGE), is characterized by specialized devices processing images as quantitative data. The second tier, exemplified by polyacrylamide gel electrophoresis (PAGE), is described as a routine technique making use of image as qualitative “virtual witnessing.” The difference between these two tiers is particularly apparent in the ways images are processed, even though both tiers involve image digitization. Our account thus highlights different views on reproducibility within the two tiers. Comparability of images is insisted upon in the first tier while traceability is expected in the second tier. It is striking that these differences occur not only within the same scientific field, but even within the same family of experimental techniques. In the second tier, digitization entails distrust, whereas it implies a collective sentiment of trust in the first tier. (shrink)

Feminist philosophers have discussed the prospects for assessing values empirically, particularly given the ongoing threat of sexism and other oppressive values influencing science and society. Some advocates of such tests now champion a “values as evidence” approach, and they criticize Helen Longino’s contextual empiricism for not holding values to the same level of empirical scrutiny as other claims. In this paper, we defend contextual empiricism by arguing that many of these criticisms are based on mischaracterizations of Longino’s position, overstatements of (...) certain claims, and false dichotomies. Her contextual empiricism not only allows for the empirical support and disconfirmation of values, but Longino explicitly discusses when values can be empirically adjudicated and emphasizes the crucial role of the community for standards of evidence. We support contextual empiricism and elaborate a less direct account of “values as heuristics” by reviewing Longino’s theory of evidence and then using a case study from Elisabeth Lloyd on the biology of female orgasm, demonstrating the disconfirmation of androcentric values in evolutionary science. Within Longino’s and Lloyd’s contextual empiricism, values do not get treated as empirical evidence to be directly assessed by individuals, but rather values are heuristic tools to build models whose use can be validated or invalidated by communities based on their empirical fruitfulness in the logic and pragmatics of research questions in specific historical and cultural contexts. (shrink)

This paper examines the role existence plays in measurement validity. I argue that existing popular theories of measurement and of validity follow a correspondence framework, which starts by assuming that an entity exists in the real world with certain properties that allow it to be measurable. Drawing on literature from the sociology of measurement, I show that the correspondence framework faces several theoretical and practical challenges. I suggested the validity-first framework of measurement, which starts with a practice-based validation process as (...) the basis for a measurement theory, and only posits objective existence when it is scientifically useful to do so. (shrink)

In the last decade, many problematic cases of scientific conduct have been diagnosed; some of which involve outright fraud others are more subtle. These and similar problems can be interpreted as caused by lack of scientific objectivity. The current philosophical theories of objectivity do not provide scientists with conceptualizations that can be effectively put into practice in remedying these issues. We propose a novel way of thinking about objectivity for individual scientists; a negative and dynamic approach.We provide a philosophical conceptualization (...) of objectivity that is informed by empirical research. In particular, it is our intention to take the first steps in providing an empirically and methodologically informed inventory of factors that impair the scientific practice. The inventory will be compiled into a negative conceptualization, which could in principle be used by individual scientists to assess objectivity of scientific practice. We propose a preliminary outline of a usable and testable instrument for indicating the objectivity of scientific practice. (shrink)

When it originated in the late 19th century, psychometrics was a field with both a scientific and a social mission: psychometrics provided new methods for research into individual differences, and at the same time, these psychometric instruments were considered a means to create a new social order. In contrast, contemporary psychometrics - due to its highly technical nature and its limited involvement in substantive psychological research - has created the impression of being a value-free discipline. In this article, we develop (...) a contrasting characterization of contemporary psychometrics as a value-laden discipline. We expose four such values: that individual differences are quantitative (rather than qualitative), that measurement should be objective in a specific sense, that test items should be fair, and that utility of a model is more important than its truth. Our goal is not to criticize psychometrics for employing these values, but rather to bring them into the open and to show that these values are not inevitable and are in need of systematic evaluation. (shrink)

The popular science of phrenology is known for its preoccupation with geniuses and criminals, but this article shows that phrenologists also introduced ideas about the ‘average’ person. Popular phrenologists in the US and the UK examined the heads of their clients to give an indication of their character. Based on the publications of phrenologists and on a large collection of standardized charts with clients’ scores, this article analyses their definition of what they considered to be the ‘average’. It can be (...) concluded that phrenologists were some of the first to teach individuals to see their identity in relation to an imagined statistical community. (shrink)

From 1950 to 1952, statisticians W.G. Cochran, C.F. Mosteller, and J.W. Tukey reviewed A.C. Kinsey and colleagues’ methodology. Neither the history-and-philosophy of science literature nor contemporary theories of interdisciplinarity seem to offer a conceptual model that fits this forced interaction, which was characterized by significant power asymmetries and disagreements on multiple levels. The statisticians initially attempted to exclude all non-technical matters from their evaluation, but their political and personal investments interfered with this agenda. In the face of McCarthy’s witch hunts, (...) negotiations with Kinsey and his funding institutions became integral to the review group’s work. This paper analyzes the heavy burden of emotional and affective labor in this collaboration, the conflicts caused by competing visions of objectivity, and the uses of statistical knowledge to gain and sustain authority. Kinsey’s refusal to adopt the recommended probability sample damaged his already precarious position even further and marked him as a biased researcher who put his personal agenda above methodological rigor. Kinsey’s uncooperative demeanor can be explained by distrust resulting from numerous adverse reactions to his work and by fear of having his sexuality exposed. This case study illustrates that the very concept of valid numbers can become an arena for power struggles and that quantification alone does not guarantee productive exchanges across disciplines. It calls for a deeper conceptual analysis of the prerequisites for successful scientific collaborations. (shrink)

The feeling of clarity can be dangerously seductive. It is the feeling associated with understanding things. And we use that feeling, in the rough-and-tumble of daily life, as a signal that we have investigated a matter sufficiently. The sense of clarity functions as a thought-terminating heuristic. In that case, our use of clarity creates significant cognitive vulnerability, which hostile forces can try to exploit. If an epistemic manipulator can imbue a belief system with an exaggerated sense of clarity, then they (...) can induce us to terminate our inquiries too early — before we spot the flaws in the system. How might the sense of clarity be faked? Let’s first consider the object of imitation: genuine understanding. Genuine understanding grants cognitive facility. When we understand something, we categorize its aspects more easily; we see more connections between its disparate elements; we can generate new explanations; and we can communicate our understanding. In order to encourage us to accept a system of thought, then, an epistemic manipulator will want the system to provide its users with an exaggerated sensation of cognitive facility. The system should provide its users with the feeling that they can easily and powerfully create categorizations, generate explanations, and communicate their understanding. And manipulators have a significant advantage in imbuing their systems with a pleasurable sense of clarity, since they are freed from the burdens of accuracy and reliability. I offer two case studies of seductively clear systems: conspiracy theories; and the standardized, quantified value systems of bureaucracies. (shrink)

Twitter makes conversation into something like a game. It scores our communication, giving us vivid and quantified feedback, via Likes, Retweets, and Follower counts. But this gamification doesn’t just increase our motivation to communicate; it changes the very nature of the activity. Games are more satisfying than ordinary life precisely because game-goals are simpler, cleaner, and easier to apply. Twitter is thrilling precisely because its goals have been artificially clarified and narrowed. When we buy into Twitter’s gamification, then our values (...) shift from the complex and pluralistic values of communication, to the narrower quest for popularity and virality. Twitter’s gamification bears some resemblance with the phenomena of echo chambers and moral outrage porn. In all these phenomena, we are instrumentalizing our ends for hedonistic reasons. We have shifted our aims in an activity, not because the new aims are more valuable, but in exchange for extra pleasure. (shrink)

This article examines the relation between commercial activity and knowledge-making, looking at hatmakers in order to open up a more general question about the overlap between the knowledge practices of 19th-century science and those of everyday commercial culture of the time. Phrenology also claims attention here, since it can be said to have occupied an intermediate position between science and commerce. From time to time during the first half of the century, phrenologists attended to hatmakers in the hope of gleaning (...) knowledge from their commercial experience, but after about 1860, scientific craniometers took a very different view. Physical anthropologists like Paul Broca believed that the skull was the key source of data on which to build a scientific anthropology of race or ethnicity. Observers drew the attention of Broca and his colleagues to the existence of a commercial device called the conformateur des chapeliers, used by hatters to determine head shape. But Broca was far less inclined to welcome hatmakers into the domain of craniology than the phrenologists had been. Whereas phrenologists had found validation in common sense, any widely available understanding of racial types was considered by Broca to be a distraction from the work of science and a potential distortion of its data. Far from the welcoming curiosity shown by London-based phrenologists, the anthropological enterprise led by Broca defined itself as scientific in part by the strictness with which it considered and dismissed such approximate and informal ways of knowing. (shrink)

Relying on a powerful collective narrative through which political, legal and social decision-making is guided in the name of science, the authority of scientific experts reaches beyond the boundaries of their certified knowledge base. Therefore, expertise constitutes and is constituted by transgressive competence. The author argues that (1) changes in the decision-making structure of liberal Western democracies and changes in the knowledge production system diminish the authority of scientific expertise while increasing the context-dependency of expertise - thereby altering the nature (...) of its predictive claims; (2) the societal distribution of expertise, while displaying emancipatory features of empowerment of citizens, also raises issues of quality control; and (3) in order to regain a balance between public and private, i.e. individual-based societally distributed expertise, future expert systems will need to adopt a longer time-perspective. The author also reflects on directions in which future expert systems might evolve. (shrink)

Subjective Bayesianism is a major school of uncertain reasoning and statistical inference. It is often criticized for a lack of objectivity: it opens the door to the influence of values and biases, evidence judgments can vary substantially between scientists, it is not suited for informing policy decisions. My paper rebuts these concerns by connecting the debates on scientific objectivity and statistical method. First, I show that the above concerns arise equally for standard frequentist inference with null hypothesis significance tests. Second, (...) the criticisms are based on specific senses of objectivity with unclear epistemic value. Third, I show that Subjective Bayesianism promotes other, epistemically relevant senses of scientific objectivity—most notably by increasing the transparency of scientific reasoning. (shrink)

During the interwar years psychologists Louis Leon Thurstone and Rensis Likert produced newly standardized forms of questionnaires. Both built on developments in mental testing, including the use of restricted sets of answers and the emergence of statistical techniques, to create questionnaires that employed numerical scaling. This transformation in shape of questionnaires was intimately tied up with both psychologists’ nominal subject of investigation: attitudes. Efforts to render psychology a socially valuable and influential science spurred psychologists to create sophisticated and increasingly precise (...) means of measuring social attitudes. Reducing mental dispositions to mere numbers on a scale, these developments also initiated new relationships between psychology and the public. Rather than engage a wide spectrum of the public directly in the research process, questionnaire research was limited to those within academic circles. Even so, research with questionnaires aimed to comment on attitudes in the public more broadly. The kind of ‘thin description’ afforded by numerical scales, though used to measure individual psychological subjects, afforded psychologists the opportunity to craft their vision of an increasingly attitudinal public, one positioned as best governed with the aid of psychological expertise. (shrink)

College campus-based surveys of sexual assault in the United States have generated one of the most high-profile and contentious figures in the history of social science: the ‘1 in 5’ statistic. Referring to the number of women who have experienced either attempted or completed sexual assault since their time in college, ‘1 in 5’ has done significant work in making the prevalence of this experience legible to the public and to policy-makers. Here I examine how sexual assault surveys have participated (...) in structuring the ontology of date/acquaintance rape from the 1980s to today. I review the foundational work of feminist social scientists Diana Russell and Mary Koss, with particular attention to the methodological practices through which the concept of the ‘hidden’ or ‘unacknowledged’ rape victim emerged. I then examine a selection of early 21st-century sexual assault surveys and highlight the ongoing preoccupation with survey methodology in responses to their results. I argue that the survey itself has been a central actor in the ontological politics of sexual assault, and only by closely attending to its performativity can we understand the paradoxical persistence both of critical responses to the ‘1 in 5’ statistic and of its effective deployment in anti-violence policy. (shrink)

Within contemporary science, it is common practice to compare data points to the average, i.e., to the statistical mean. Because this practice is so familiar, it might at first appear not to be the sort of thing that requires explanation. But recent research in cognitive science and in the history of science gives us reason to adopt the opposite perspective. Cognitive science research on the ways people ordinarily make sense of the world suggests that, instead of using a purely statistical (...) notion of the average, people tend to use a value-laden notion of the normal. Similarly, historical research on the scientific practices used in other time periods indicates that, prior to the nineteenth century, scientists tended to make use of a notion of the normal that was overtly value-laden. These findings give us reason to rethink certain familiar facts about scientific practice. In particular, they suggest that the fact that scientists so often make use of the statistical average should be seen as a highly surprising fact, the sort of thing that calls out for explanation. (shrink)

This article examines the relation between counting, counts and accountability. It does so by comparing the responses of the British government to deaths associated with Covid-19 in 2020 to its responses to deaths associated with the 2003 invasion of Iraq. Similarities and dissimilarities between the cases regarding what counted as data, what data were taken to count, what data counted for, and how data were counted provide the basis for considering how the bounds of democratic accountability are constituted. Based on (...) these two cases, the article sets out the metaphors of leaks and cascades as ways of characterising the data practices whereby counts, counting and accountability get configured. By situating deaths associated with Covid-19 against previous experience with deaths from war, the article also proposes how claims to truth and ignorance might figure in any future official inquiry into the handling of the pandemic. (shrink)

Building on conceptual insights from the history and sociology of numbers, media and surveillance studies, and theories of governance and risk, this article analyzes the forms of transparency produced by the use of numbers in social life. It examines what it is about numbers that often makes their ‘truth claims’ so powerful, investigates the role that numerical operations play in the production of retrospective, real-time and anticipatory forms of transparency in contemporary politics and economic transactions, and discusses some of the (...) implications resulting from the increasingly abstract and machine-driven use of numbers. It argues that the forms of transparency generated by machine-driven numerical operations open up for individual and collective practices in ways that are intimately linked to precautionary and pre-emptive aspirations and interventions characteristic of contemporary governance. As such, these numerical operations raise important political and ethical questions that deserve further conceptual and empirical scrutiny. (shrink)

Beginning by reading a 1992 feminist appropriation of Michelangelo's Creation of Adam – in a cartoon in which the finger of a nude Adamic woman touches a computer keyboard, while the god-like VDT screen shows a disembodied fetus – ‘Virtual Speculum’ argues for a broader conception of ‘new reproductive technologies’ in order to foreground justice and freedom projects for differently situated women in the New World Order. Broadly conceptualized reproductive practices must be central to social theory in general, and to (...) technoscience studies in particular. Tying together the politics of self help and women's health movements in the United States in the 1970s with positions on reproductive freedom articulated within the Legal Defense and Educational Fund of the NAACP in the 1990s, the paper examines recent work in feminist science studies in several disciplinary and activist locations. Statistical analysis and ethnography emerge as critical feminist technologies for producing convincing representations of the reproduction of inequality. Untangling the semiotic and political–economic dialectics of invisibility and hypervisibility, ‘Virtual Speculum’ concludes by linking the well-surveyed amniotic fluid of on-screen fetuses and the off-frame diarrhea of uncounted and underfed infants in regimes of flexible accumulation and structural adjustment. (shrink)

Sensory and tracking technologies are being introduced into workplaces in ways Taylor and the Gilbreths could only have imagined. New work design experiments merge wellness with productivity to measure and modulate the affective and emotional labour of resilience that is necessary to survive the turbulence of the widespread incorporation of agile management systems, in which workers are expected to take symbolic direction from machines. The Quantified Workplace project was carried out by one company that fitted sensory algorithmic devices to workers’ (...) computers and bodies, which, this article argues, identify workers’ so-called agility and reveal management practices that track affective and emotional labour, categorized in the project as stress, subjective productivity and wellbeing. Capital’s accelerated attempts to capture more areas of work and workers’ capacities facilitate the conversion of labour power into a source of value but also results in alienation and abstraction. Participants’ resistance to participation in the Quantified Workplace reveals tensions in the labour process when affect is measured in processes of corporate change. (shrink)

This article situates the emergence of cybernetic concepts in postwar French thought within a longer history of struggles surrounding the technocratic reform of French universities, including Marcel Mauss’s failed efforts to establish a large-scale centre for social-scientific research with support from the Rockefeller Foundation, the intellectual and administrative endeavours of Claude Lévi-Strauss during the 1940s and 1950s, and the rise of communications research in connection with the Centre d’Études des Communications de Masse (CECMAS). Although semioticians and poststructuralists used cybernetic discourse (...) critically and ironically, I argue that their embrace of a ‘textocratic’ perspective – that is, a theory of power and epistemology as tied to technical inscription – sustained elements of the technocratic reasoning dating back to these 1920s efforts to reform French universities. (shrink)

This article contributes to the debate about how regulatory science for agricultural technologies can be ‘opened up’ for a more diverse set of concerns and knowledges. The article focuses on the regulation of ‘socio-economic considerations’ for genetically modified organisms. While numerous countries have declared their intent to include these considerations in biotechnology decision-making, it is currently unclear both what counts as a socio-economic consideration and how such considerations should be assessed. This article provides greater clarity about how socio-economic considerations can (...) be included in regulations by drawing upon the experience of two countries whose efforts in this field are particularly advanced: Kenya and South Africa. Based on extensive fieldwork, this article identifies the contours of an emerging regulatory regime by presenting two practice-based models for including socio-economic considerations in biotechnology decision-making. Whereas Kenya has taken a bottom-up process prior to assessing the first technologies and strongly emphasises scientific expertise, South Africa has instead established regulatory standards in an ad hoc fashion on a case-to-case basis, with a less prominent role for scientific evidence. The discussion of the distinct characteristics and tensions of both models provides insight into two potential pathways for including socio-economic considerations in the regulation of agricultural technologies. (shrink)

Evidence-based approaches to policy-making are growing in popularity. A generally embraced view is that with the appropriate evidence at hand, decision and policy making will be optimal, legitimate and publicly accountable. In practice, however, evidence-based policy making is constrained by a variety of problems of evidence. Some of these problems will be explored in this article, in the context of the debates on evidence from which they originate. It is argued that the source of much disagreement might be a failure (...) to addressing crucial philosophical assumptions that inform, often silently, these debates. Three controversial questions will be raised which appear central to some of the challenges faced by evidence-based policy making: firstly, how do certain types of facts candidate themselves as evidence; secondly, how do we decide what evidence we have, and how much of it; and thirdly, can we combine evidence. In addressing these questions it will be shown how a philosophically informed debate might prove instrumental in clarifying and settling practical difficulties. (shrink)

There is growing need for hybrid curricula that integrate constructivist methods from Science and Technology Studies (STS) into both engineering and policy courses at the undergraduate and graduate levels. However, institutional and disciplinary barriers have made implementing such curricula difficult at many institutions. While several programs have recently been launched that mix technical training with consideration of “societal” or “ethical issues,” these programs often lack a constructivist element, leaving newly-minted practitioners entering practical fields ill-equipped to unpack the politics of knowledge (...) and technology or engage with skeptical publics. This paper presents a novel format for designing interdisciplinary coursework that combines conceptual content from STS with training in engineering and policy. Courses following this format would ideally be team taught by instructors with advanced training in diverse fields, and hence co-learning between instructors and disciplines is a key element of the format. Several instruments for facilitating both student and instructor collaborative learning are introduced. The format is also designed for versatility: in addition to being adaptable to both technical and policy training environments, topics are modularized around a conceptual core so that issues ranging from biotech to nuclear security can be incorporated to fit programmatic needs and resources. (shrink)

The article takes the renewed popularity and interest in epidemiological modelling for Covid-19 as a point of departure to ask how modelling has historically shaped epidemiological reasoning. The focus lies on a particular model, developed in the late 1920s through a collaboration of the former field-epidemiologists and medical officer, Wade Hampton Frost, and the biostatistician and population ecologist Lowell Reed. Other than former approaches to epidemic theory in mathematical formula, the Reed-Frost epidemic theory was materialised in a simple mechanical analogue: (...) a box with coloured marbles and a wooden trough. The article reconstructs how the introduction of this mechanical model has reshaped epidemiological reasoning by shifting the field from purely descriptive to analytical practices. It was not incidental that the history of this model coincided with the foundation of epidemiology as an academic discipline, as it valorised and institutionalised new theoretical contributions to the field. Through its versatility, the model shifted the field’s focus from mono-causal explanations informed by bacteriology, eugenics or sanitary perspectives towards the systematic consideration of epidemics as a set of interdependent and dynamic variables. (shrink)

It is an axiom of contemporary conversations about austerity and health care that the relationship between the two is essentially direct. Cutting funds damages health care systems and hurts the health of individuals who rely on them. Though this premise has provoked necessary discussion about global politics, the global economy and their impact on individual well-being, it is nonetheless intrinsically problematic. Assigning health and health care as objects of austerity not only obscures the complexity of health care systems and the (...) opacity of health’s definitional borders, but also misunderstands austerity, its manifestations and its significance. The ambition of this essay is to bring health care back into the debate, in order to establish the greater dynamism of the contemporary austerity and health care relationship. This historical reconstruction will challenge the significance of our current situating of austerity as health care’s bogeyman, press for a reconsideration of our contemporary definitions of the key factors involved here and finally conclude with some thoughts on how we might more productively approach the problem of health now. (shrink)

Researchers misunderstand their role in creating ethical problems when they allow dogmas to purportedly divorce scientists and scientific practices from the values that they embody. Cortina, Edwards, and Powell help us clarify and further develop our position by responding to our critique of, and alternatives to, this misleading separation. In this rebuttal, we explore how the desire to achieve the separation of facts and values is unscientific on the very terms endorsed by its advocates—this separation is refuted by empirical observation. (...) We show that positivists like Cortina and Edwards offer no rigorous theoretical or empirical justifications to substantiate their claims, let alone critique ours. Following Powell, we point to how classical pragmatism understands ‘purpose’ in scientific pursuits while also providing an alternative to the dogmas of positivism and related philosophical positions. In place of dogmatic, unscientific cries about an abstract and therefore always-unobservable ‘reality,’ we invite all organizational scholars to join us in shifting the discussion about quantitative research towards empirically grounded scientific inquiry. This makes the ethics of actual people and their practices central to quantitative research, including the thoughts, discourses, and behaviors of researchers who are always in particular places doing particular things. We propose that quantitative researchers can thus start to think about their research practices as a kind of work, rather than having the status of a kind of dogma. We conclude with some implications that this has for future research and education, including the relevance of research and research methods. (shrink)

Philosophers of science are well aware that theories are underdetermined by data. But what about the data? Scientific data are selected and processed representations or pieces of nature. What is useless context and what is valuable specimen, as well as how specimens are processed for study, are not obvious or predetermined givens. Instead, they are decisions made by scientists and other research workers, such as technicians, that produce different outcomes for the data. Vertebrate fossils provide a revealing case of this (...) data-processing, because they are embedded in rock that often matches the fossils’ color and texture, requiring an expert eye to judge where the fossil/context interface is. Fossil preparators then permanently define this interface by chiseling away the material they identify as rock. As a result, fossil specimens can emerge in multiple possible forms depending on the preparator’s judgment, skill, and chosen tools. A prepared fossil then is not yet data but potential data, following Leonelli’s relational framework in which data are defined as evidence that scientists have used to support a proposed theory. This paper draws on ethnographic evidence to assess how scientists overcome this underdetermination of specimens, as potential data, in addition to the underdetermination of theories and of data, to successfully construct specimen-based knowledge. Among other strategies, paleontology maintains a division of labor between data-makers and theory-makers. This distinction serves to justify the omission of preparators’ nonstandard, individualized techniques from scientific publications. This separation has benefits for both scientists and technicians; however, it restricts knowledge production by preventing scientists from understanding how the pieces of nature they study were processed into researchable specimens. (shrink)

The idea that healthcare should become more person-centred is extremely influential. By using recent English policy developments as a case study, this article aims to critically analyse an important element of person-centred care, namely, the belief that to treat patients as persons is to think that care should be ‘co-produced’ by formal healthcare providers and patients together with unpaid carers and voluntary organizations. I draw on insights from political philosophy to highlight overlooked tensions between co-production and values like equality and (...) liberty. Regarding equality, I argue that co-production compounds both problems of gender inequality in the distribution of care labour and the challenges associated with securing equal access to care. Turning to liberty, I identify important commonalities between co-production and republicanism in political philosophy, given their shared insistence on common citizens’ civic virtue. Then, I use against co-production some liberal arguments against republicanism, to highlight a problem of over-demandingness. In bringing my argument to a close, however, I wish to caution against hastily rejecting co-production as a policy programme. (shrink)

The main purpose of this paper is to better understand how sustainability rating agencies, through discourse, promote an “ideology of numbers” that ultimately aims to establish a regime of normalization governing social and environmental performance. Drawing on Thompson’s (Ideology and modern culture: Critical social theory in the era of mass communication, 1990 ) modes of operation of ideology, we examine the extent to which, and how, the ideology of numbers is reflected on websites and public documents published by a range (...) of sustainability rating agencies. Our analysis indicates that the ideology of numbers promotes a relatively narrow vision of corporate social and environmental responsibility. That is, it establishes some areas of visibility while leaving in the shadow certain aspects of the ways in which companies fulfill, or fail to meet, their social and environmental responsibilities. The ideology of numbers also exerts power by identifying those companies that are deemed to be worthy of inclusion, or not, in a supposedly socially responsible corporate elite. (shrink)

Recently, Jennifer Saul (“Racial Figleaves, the Shifting Boundaries of the Permissible, and the Rise of Donald Trump”, 2017; “Racist and Sexist Figleaves”, 2021) has explored the use of what she calls “figleaves” in the discourse on race and gender. Following Saul, a figleaf is an utterance that, for some portion of the audience, blocks the conclusion that some other utterance, R, or the person who uttered R is racist or sexist. Such racial and gender figleaves are pernicious, says Saul, because, (...) among other things, they can shift the boundaries of what is deemed acceptable to think or say. This paper expands on Saul’s picture in a threefold way: It is first argued that appeals to statistics can function as figleaves. It is then argued that—as far as figleaves go—there is reason to believe that statistics-as-figleaves are especially pernicious. Finally, the paper explores some strategies for counterspeech. (shrink)

Quantitative researchers often discuss research ethics as if specific ethical problems can be reduced to abstract normative logics (e.g., virtue ethics, utilitarianism, deontology). Such approaches overlook how values are embedded in every aspect of quantitative methods, including ‘observations,’ ‘facts,’ and notions of ‘objectivity.’ We describe how quantitative research practices, concepts, discourses, and their objects/subjects of study have always been value-laden, from the invention of statistics and probability in the 1600s to their subsequent adoption as a logic made to appear as (...) if it exists prior to, and separate from, ethics and values. This logic, which was embraced in the Academy of Management from the 1960s, casts management researchers as ethical agents who ought to know about a reality conceptualized as naturally existing in the image of statistics and probability (replete with ‘constructs’), while overlooking that S&P logic and practices, which researchers made for themselves, have an appreciable role in making the world appear this way. We introduce a different way to conceptualize reality and ethics, wherein the process of scientific inquiry itself requires an examination of its own practices and commitments. Instead of resorting to decontextualized notions of ‘rigor’ and its ‘best practices,’ quantitative researchers can adopt more purposeful ways to reason about the ethics and relevance of their methods and their science. We end by considering implications for addressing ‘post truth’ and ‘alternative facts’ problems as collective concerns, wherein it is actually the pluralistic nature of description that makes defending a collectively valuable version of reality so important and urgent. (shrink)

This article responds to and reflects upon the articles in this special issue. Specifically, it deals with the usage of theory in each of the articles, what we might see, as examples of re-descriptive usage in autonomous theorizing. The articles utilize different theories and varying intellectual resources—Foucault and Deleuze, Bourdieu, Levinas and Butler —to analyse the topic of the My School website and associated new accountabilities in Australia schooling. This article argues that their usage of the My School website must (...) be seen as a condensation symbol to signify a broader neo-liberal agenda in Australian schooling that has global as well as national elements to it. The fact that the social today is no longer straightforwardly homologous with the nation also challenges ‘methodological nationalism’ and suggests the pressing need to ‘deparochialize’ theory in research and reject a reading of Northern theory as universal. The article uses the provocations of these articles to reflect upon the necessity of theory in educational research more generally, and to consider its usage in research with different purposes, while accepting that theory should be endemic in all stages of research. Theory serves a different purpose in research with different goals; quantitative correlational research demands theory to move to explanation, interpretive research requires theory to strengthen interpretation and plausibility, while critical research utilizes theory to uncover the hidden as a step towards emancipation. These articles implicitly suggest alternative forms of accountability and politics, but I argue in conclusion that, additionally, we need a broader politics that will move us towards a non-utopian post neo-liberal social imaginary. (shrink)

The development of both the modern state and modern scientific discourses in the non-Western world are closely linked together, both being the outcome of the colonial encounter. Using a Foucauldian framework of power/knowledge and his notions of ‘episteme’ and ‘governmentality’, this article explores how colonial governmentality in India produced statistical knowledge of the country thus ushering in a new social scientific discourse of ‘progress’, ‘history’, ‘economy’ and ‘society’.

The traditional mode of explanation in physics via deduction from partial differential equations is contrasted here with explanation via simulations. I argue that the different technologies employed constitute different languages, which support different sorts of narratives. The narratives that accompany simulations and articulate their meaning are typically historical or natural historical in kind. They explain complex phenomena by growing them rather than by referring them to general laws. Examples of such growth simulations and growth narratives come from the evolution of (...) wave functions in quantum chaos, snowflake formation, and Etruscan genetics. The examples suggest a few concluding remarks on historical explanation. (shrink)

The twentieth century witnessed a dramatic increase in the use of statistics by biologists, including systematists. The modern synthesis and new systematics stimulated this development, particularly after World War II. The rise of "the statistical frame of mind " resulted in a rethinking of the relationship between biological and mathematical points of view, the roles of objectivity and subjectivity in systematic research, the implications of new computing technologies, and the place of systematics among the biological disciplines.

This paper analyses Australian policy makers’ use of quantification and technologies of government to implement the project of Australian wheat export market liberalisation. I draw upon policy documents to analyse how quantification has been used to construct a simplified, governable conception of the wheat industry. Policy makers, I suggest, acted upon this constructed reality through assemblages of technologies such as performance objectives, audit, cost-benefit analysis and econometric modelling to facilitate wheat export market deregulation. In addition, this paper shows how quantification (...) was used to delegitimise the social consequences of deregulation and marginalise farmers’ opposition to this shift. Thus, the erasure of the social world enabled policy makers to construct economic objectives such as efficiency and productivity as serving the national interest. (shrink)

In 1995, the Dutch Minister of Health proposed that a randomized clinical trial (RCT) with heroin-maintenance for severe abusers be conducted. It took nearly four years of lengthy debates before the Dutch Parliament consented to the plan. Apart from the idea of prescribing heroin, the minister and her scientific advisers had to defend the quite high material and non-material costs that would arise from employing the randomized controlled design. They argued that the RCT represented the truly scientific approach and was (...) the royal way to unambiguous results. In the present article, I question this common dual justification of RCTs. First, I situate the historical origins and the basic assumptions of the ideal experiment in 20th-century economic liberalism. Secondly, using the Dutch heroin experiment as an example, I discuss human-science experimentation as an attempt to create reality rather than merely record it. Finally, I discuss some surprising responses by heroin users. These responses display the assumptions of RCTs discussed in the historical section, and underline the importance of the culture of heroin use. In the epilogue, I suggest that cultural aspects of heroin consumption can best be studied by thorough ethnographic research. (shrink)

Algorithmic systems are increasingly used by state agencies to inform decisions about humans. They produce scores on risks of recidivism in criminal justice, indicate the probability for a job seeker to find a job in the labor market, or calculate whether an applicant should get access to a certain university program. In this contribution, we take an interdisciplinary perspective, provide a bird’s eye view of the different key decisions that are to be taken when state actors decide to use an (...) algorithmic system, and illustrate these decisions with empirical examples from case studies. Building on these insights, we discuss the main pitfalls and promises of the use of algorithmic system by the state and focus on four levels: The most basic question whether an algorithmic system should be used at all, the regulation and governance of the system, issues of algorithm design, and, finally, questions related to the implementation of the system on the ground and the human–machine-interaction that comes with it. Based on our assessment of the advantages and challenges that arise at each of these levels, we propose a set of crucial questions to be asked when such intricate matters are addressed. (shrink)

This article investigates the use and effect of optimizing strategies in the online game World of Warcraft. Specifically, it looks at the phenomenon known as “theorycrafting,” wherein expert players reverse engineer the game and use its underlying algorithms to calculate maximized play strategies. Play from a theorycrafting perspective is about the correct input and output of numbers, challenging the narrative of play as something free and frivolous. Seeking to understand how play and knowledge relate to each other, the article discusses (...) how theorycrafting’s seemingly abstract, objective, and neutral information about the game is also embedded with values, ideas, and norms. Based on a 1-year ethnographic study, the article uses Jasanoff’s idiom of coproduction to discuss how abstract calculations are rendered meaningful and valuable by players, and the consequences of this in stabilizing particular ways of playing World of Warcraft. (shrink)