The notion of economic violence has long been recognized in the work of Johan Galtung and others. The work of Thomas Pogge and the field of global justice have addressed the impact of economic disparities between the Global North and the Global South, and their impact on human well-being, and social and economic development more broadly. Patents, publication in scholarly journals, academic collaborations, access to academic journals, and so forth do not on their face seem to be closely tied to (...) indicators of human well-being. However, disparities in knowledge production, including access to academic resources and publication venues, are tied directly or indirectly to infrastructure, food security, health and mortality rates, employment, and gender equity. (shrink)

Given demonstrated global knowledge inequality, this article attempts to draw out the connection between tertiary education and research (TER), economic development and infrastructure, and human development. We first explore the connection between knowledge and economic development by tracing a short history of the emergence of knowledge in economic analysis and by introducing the concept of a ‘knowledge economy’. The World Bank’s ‘Knowledge Assessment Methodology’ (2000) attempted to evaluate such ‘knowledge economies’ through a number of (...) proposed variables. We describe relationships between such TER-variables, economic development, and infrastructure building, especially in the shift towards digital economies. We will show that there is a tangible, negative human impact from disparities in knowledge production, and significant improvement in human welfare when knowledge production capacities improve. Finally, we will illustrate how these relationships play out in two case studies, in Montenegro and Bangladesh. (shrink)

The past years have witnessed a growing awareness of the role of institutions of knowledge production in reproducing the global climate crisis, from research funded by fossil fuel companies to the role of mainstream economics in fuelling the idea of growth. This essay argues that rethinking knowledge production for post-carbon futures requires engaging with the co-determination of modes of knowing and modes of governing. The ways in which knowledge production is embedded in networks of (...) global capitalism shapes how we (can) think about the future. The essay argues for an attentivity to the material and infrastructural sides of knowledge production, which will enable us to re-think transition to post-carbon futures in ways that recognize the deep structural, spatial and social inequalities underpinning knowledge production. (shrink)

Jecker et al. (2024) propose seven ethical principles to guide international bioethics conferencing, applying them to the selection of Qatar as the location for the 2024 World Congress of Bioethics...

Calhoun is interviewed regarding the relationship of his work on the university to his other research interests. Calhoun elaborates on his hope for a debate over transformations in the structure of the university that is much more sensitive to the public role universities play and the importance of the collective goods they create. In the process he articulates the possibilities for an institutional analysis of the university that meets scholarly standards of knowledge production while remaining engaged with central (...) issues that arise out of institutional transformation. By situating universities in relationship with the public sphere, Calhoun provides a basis for debates about the transformation of the university to overcome the structured and structuring dispositions of the participants, while remaining grounded in social and historical analysis-an approach that can be considered an alternative public sociology. (shrink)

In this paper, I analyze how recent calls to internationalize publication behavior affect research practices at an automotive engineering department in Germany. Automotive engineering is a field with traditionally rather scarce publication activity and strong connections to industry. Substantial authority to define suitable research problems and ways of organizing knowledge production on a daily basis was therefore reserved for local academic elites as well as corporate partners. However, as engineers are increasingly expected to prove their performance through publishing (...) in international peer-reviewed journals, the judgment as to what should be considered “interesting” or “robust” research is partly relegated to a gradually globalizing community of academic peers. This generates a variety of tensions with established ways of coordinating epistemic work at the department studied here. For example, the thematic interests of journals tend to exert a disruptive centrifugal pull in the context of an otherwise highly modular research culture, and possibilities to publish in international venues are unequally distributed across individual research projects. But while department members agree that there is a lack of fit between current practices and new expectations towards their publishing behavior, their opinions about the conclusions that should be drawn differ significantly. Some researchers argue that profound organizational changes are necessary to foster the academic rigor of German engineering research. Others believe that evaluation criteria should simply be adapted. This situation is arguably characteristic for research areas with a traditionally strong orientation to local stakeholders, and it suggests a need for more deliberative, participatory approaches to research evaluation in such fields. (shrink)

Contemporary debates on decolonising knowledge production, inclusive of research on Africa, are crucial and challenge researchers to reflect on the legacies of colonial power relations that continue to permeate the production of knowledge about the continent, its peoples, and societies. Yet these are not new debates. Sixty years ago, Ghana’s first president and pan-Africanist leader, Dr Kwame Nkrumah, highlighted the importance of Africa-centred knowledge. Similarly, in the 1980s, Claude Ake advocated for endogenous knowledge (...) class='Hi'>production on Africa. But progress has been slow at best, indicated by the enduring predominance of non-African writers on African issues within leading scholarly journals. Thus, we examine why decolonisation of knowledge production remains so necessary and what can be done within the context of scholarly research in the humanities and social sciences. These questions are addressed at two levels, one more practical and one more reflective . At both levels, issues of power inequalities and injustice are critical. At the practical level, the asymmetrical power relations between scholars in the Global North and South are highlighted. At a deeper level, the critiques of contemporary African authors are outlined, all contesting the ongoing coloniality and epistemic injustices that affect knowledge production on Africa, and calling for a more fundamental reorientation of ontological, epistemological, and methodological approaches in order to decolonise knowledge production. (shrink)

Given the myriad ways in which managerialism in higher education, and especially research undertaken there, is undesirable, is there a moral theory that plausibly explains why they all are and prescribes some realistic alternatives? In this contribution, I answer ‘yes’ to this overarching question. Specifically, I argue that the various respects in which managerialism is unjustified, particularly with regard to knowledge production, are well captured by an ethical philosophy grounded on salient ideas about communal relationship associated with the (...) southern African ethic of ubuntu. Furthermore, I bring out how my moral-theoretic interpretation of ubuntu provides concrete guidance about how university research, amongst other things, ought instead to be conducted. I conclude that in light of the promise of the sub-Saharan ethic, in future work it merits being weighed up against more characteristically Western criticisms of managerialism. (shrink)

This article is based on a perspective on circulation of knowledge that allows the consideration of science as the result of the encounter between diverse communities. We tell a story that constantly changes places, scales, and cultures in order to stress the importance of networks as an alternative to the centre/periphery trope, which entangles world histories of science. The result is a picture much more complex and intertwined than the one suggested by these simplifying dichotomies. We focus on a (...) case study that illuminates the process of knowledge production in non-European spaces of modernity. The return of the Society of Jesus to the newly independent nation-states of Latin America is the point of departure to analyse the circulation of a specific scientific idea in Ecuador: Darwin’s theory of biological evolution through natural selection. The article follows the paths of three different knowledge makers whose encounters are seen as sites of knowledge production: a religious order, a Latin American... (shrink)

Adaptation to changing and new environmental conditions is of fundamental importance to sustainability and requires concerted efforts amongst science, policy, and practice to produce solution-oriented knowledge. Joint knowledge production or co- production of knowledge has become increasingly popular terms to describe the process of scientists, policy makers and actors from the civil society coming together to cooperate in the production, dissemination, and application of knowledge to solve wicked problems such as climate change. Networks (...) are particularly suited to produce knowledge in a joint fashion. However, the process of joint knowledge production (JKP) in networks has rarely been examined. In this paper, we present a sketch of the adaptation network landscape and assess how joint knowledge production supports the development of solution-oriented knowledge in climate change adaptation networks. We conclude that the processes of JKP are diverse, complex, and highly dependent on the interests and roles of actors within the network. To keep such processes alive, signposts in form of analysis and intermediary products along the network lifetime should be positioned as means of stocktaking and monitoring for the future. (shrink)

This article discusses the ethics of knowledge production from a cultural point of view, in contrast with the more usual emphasis on the ethical issues facing individuals involved in KP. Here, the emphasis is on the cultural environment within which individuals, groups and institutions perform KP. A principal purpose is to suggest ways in which reliable scientific knowledge could be produced more efficiently. The distinction between ethical hazard and ethical behaviour is noted. Ethical hazards cannot be eliminated (...) but they can be reduced if the cultural ambience is suitable. The main suggestions for reducing ethical hazards in KP relate to the review process. It is argued that some defects of the current, largely anonymous, review process could be ameliorated by a process of comprehensive, open and ongoing review. This includes partial professionalisation of the work of reviewing. Review at several stages is a vital part of the long filtering that incorporates some claims into the canon of reliable knowledge. The review process would be an acknowledged and explicit part of KP—a respected, public and rewarded activity. COOR would be expensive but cost-effective. The costs should be built explicitly into research culture. Finally, the considerations about a more ‘KP friendly’ culture lead to advocacy of a ‘long-term, short-term’ synthesis; that is, of the synthesis of long-term vision, such as a more cooperative and less competitive culture, with incremental changes which may be implemented in the short term. (shrink)

Framing datafication as new form of knowledge production has become a trope in both academic and commercial contexts. This special theme examines and ultimately rejects the familiar grand claims of datafication, to instead pay attention to emergent conversations that seek to take a more nuanced stock of the status and nature of datafied knowledge production. The articles in this special theme thus engage with datafied knowledge production through elaborate explorations of how datafied knowledge (...) depends on the contexts of its production and the forms of knowledge production that precede it in those contexts. Our basic argument is that while the resources, material features and analytical operations involved in datafied knowledge production may be different, many fundamental concerns about epistemology, ontology and methods remain relevant to understand what shapes it. We still need to understand and explicate the assumptions, operations and consequences of emergent forms of knowledge production. If datafied knowledge production is neither a clean revolutionary break with past forms of knowledge production nor a balloon of pure hype, the articles in this special theme ask: what does the phenomenon of datafied knowledge production look like? Which digital and datafied infrastructures support its future development? And what potentialities and limits do such forms of analysis and knowledge production contain? (shrink)

Today universities are increasingly seen as motors of innovation: they not only need to provide trained manpower and publications to society, but also new products, new processes and new services that create firms, jobs, and economic growth. This function of universities is controversial, and a huge and still expanding literature has tried to understand it. The approach of this paper is integrative; it uses the existing literature to answer a number of straightforward questions about the creation of innovations with university (...) knowledge production: how does this happen, to what extent, and if it is desirable. In this way this article grounds the issue. Creating innovation with university knowledge production is relevant, justified and important but this has not been, is not and will not become the core function of universities. The existing literature, in other words, overestimates the importance of university knowledge production - in general, and for innovation in particular. (shrink)

Capitalist dynamics in knowledge production are not limited to situations in which economic interests influence researchers’ practices. Building on laboratory studies and the French “pragmatic” tradition in sociology, this article proposes an approach to tackle more pervasive capitalist logics at work in contemporary research and their consequences. It uses the term epistemic capitalism to denote the accumulation of capital, as worth made durable, through the act of doing research, in and beyond academia. In doing so, it conceptualizes capitalism (...) primarily not as a system of circulation and accumulation of monetary value but rather as a cultural way of producing, attributing, and accumulating specific forms of worth, which need not be monetary. Empirically, the article studies variants in epistemic capitalism by addressing the differing role of the accumulation of different forms of capital and the regimes connected to it in two institutional settings in Austria, academic life science laboratories and biotechnology start-up companies. Concluding, it argues that analytically dissociating the concept of capitalism from its link to economic value allows a finer-grained cultural analysis of the importance and effects of processes of accumulation in contemporary research. It ends with discussing the normative implications of these findings for debates about the commercialization of academia. (shrink)

The Aysén Hydroelectric Project in Chilean Patagonia proposed the construction of the country’s largest power facility to supply its capital, nearly 2,000 kilometres away. We seek to explain the way science, politics, law, business and the civilian population are joined up. To this end, we analyse the project’s evolution, the construction of techno-scientific arguments by the participants and how Chilean regulations are adapting to this process.

This paper examines how officials of the Qin (221–207 BCE) and Former Han (202 BCE–9 CE) empires gathered information on their far-flung domains. These empires were able to maintain control over large areas of the East Asian subcontinent because they had an effective system for obtaining information on the things that mattered most to them: people, land, resources, and transport. We have various sources on these information collection systems from both excavated and received texts. These can be considered to include (...) not only maps, surveys, and population records, but also communication infrastructures such as roads, canals, and postal systems. The information-gathering systems of this period are important both because they worked relatively well and because they were recorded in the histories and became a model for later administrators. (shrink)

Abstract:Ecofeminists have called for adding an ecological dimension to gender research to address various forms of oppression that women experience in their daily lives and to explain how feminine exploitation of the planet results from the same logic of patriarchal domination. Now that the flow of essentialism-phobia (Field 2000, 39) has decreased, it seems that it is time to deal with the risky topic of the body in ecofeminist research and theory to make it more central in feminist epistemologies. Yet (...) feminist theory needs to avoid repeating the past mistakes in theorizing embodiment from an ecofeminist point of view and pay proper attention to the questions of difference and diversity: whose body is being discussed and generalized? This paper builds upon the postcolonial ecofeminist perspectives of embodiment and highlights the diversity of lives and experiences of living in Others of cisgender heterosexual male bodies with a focus on covered raced body. (shrink)

Theories of race-making have recognized the confusion and contradiction in state-led racial projects but have not sufficiently elaborated their unintended consequences. Focusing on the relationship between the state, racial science, and immigration policy in the early twentieth century United States, this article illustrates how practical challenges in racial projects can jeopardize and thereby eventually trigger innovations in modes of racial governance. The Dillingham Commission (1907–1911) was a Congressional investigative commission that attempted to collect comprehensive data on immigrants in order to (...) provide a scientific foundation of immigration policy. Specifically, the most powerful members of the Commission’s executive committee wanted to single out Southern and Eastern Europeans (SEEs) and portray them as “undesirable races.” Developing such a classification scheme, however, proved to be difficult, and the facts collected from the field did not support their goal, instead demonstrating that in many cases SEEs were not very different from other immigrants and their native-born counterparts. The idea for national quotas, as well as the theoretical foundation for the inclusion of SEEs, emerged in this process, not as an outcome of ideological design but as an unintended byproduct of knowledge production. I highlight the pursuit of facts-based governance and relative autonomy of middle-level managers as key factors that enabled such process. (shrink)

ABSTRACTThis article explains the implications and benefits of founding transdisciplinary collaborations of knowledge production in critical realism. We call such equal partnerships of researchers and practitioners knowledge alliances. Drawing on the distinction between the referent to which we refer and our references, we show that practitioners can contribute to the process of knowledge production by providing access to referents and producing references but also by achieving societal relevance. In order to accomplish excellence, knowledge (...) class='Hi'>production should be organized in ways that engage different types of knowledge in a constructive interplay and use the respective strong points of researchers and practitioners. Abduction and retroduction, two modes of inference vital to critical realism, are particularly inclined to benefit from involving practitioners in knowledge production. We call such an approach potential-oriented and put... (shrink)

Using contemporary insights from feminist critical theory and the literary image of synecdoche, we argue that transdisciplinary knowledge is productive because it “maximizes serendipity.” We draw on student learning experiences in a course on Gender and Science to illustrate how the dichotomous frameworks and part-whole correspondences that are predominant in much disciplinary discourse must be dismantled ifor innovative intellectual work to take place. In such a process, disciplinary presumptions interrogate and unsettle one another to produce novel questions and answers.

A rise of academic capitalism over the past four decades has been well documented within many research-intensive universities. Largely missing, however, are in-depth studies of how particularly situated academic groups manage the uncertainties that come with intermittent and fickle commercial funding streams in their daily research practice and problem choice. To capture the strategies scientists adopt under these conditions, this article provides an ethnographically detailed (and true) story about how a single project in Artificial Intelligence grew over several years from (...) a peripheral idea to the very center of an academic lab’s commercial portfolio. The analysis theorizes an epistemic form—nimble knowledge production—and documents three of its lab-level features: 1) rapid prototyping to keep sunk costs low, 2) shared search for “real world problems” rather than “theoretical” ones, and 3) nimble commitment to research problem choice. While similar forms of academic knowledge transfer have been lauded as “mode 2,” “innovative,” or “hybrid” for initiating cross-institutional collaboration and pushing science beyond disciplinary silos, this case suggests it can rely on fleeting attention to problems resistant to a quick fix. (shrink)

A robust body of literature analyzes the shift of academic science toward more business-oriented models. This paper presents the findings of an empirical study investigating basic scientists’ attitudes toward publicly funded basic research at the Harvard Medical School and affiliated institutions. The study finds that scientists at the Harvard Medical School construe publicly funded basic research as inquiries that, whether use oriented or not, must be governed by the cognitive and social norms of the traditional mode of knowledge (...) class='Hi'>production. They recognize that academic science is vulnerable to access by external capital but maintain that it remains distinct from research done in the private sector. Overall, the study demonstrates that important segments of academia have preserved a traditional approach to knowledge production, which is yet to be transformed by the entrepreneurial turn. (shrink)

The traditional researcher-driven environment of medical knowledge production is losing its dominance with the expansion of, for instance, community-based participatory or participant-led medical research. Over the past few decades, sociologists of science have debated a shift in the production of knowledge from traditional discipline-based to more socially embedded and transdisciplinary frameworks. Recently, scholars have tried to show the relevance of Mode 2 knowledge production to medical research. However, the existing literature lacks detailed clarifications on (...) how a model of Mode 2 knowledge production can be constructed in the context of medical research. This paper calls for such further clarifications. As a heuristic means, the advocacy for a controversial experimental stem cell therapy is examined. It is discussed that the example cannot be considered a step towards Mode 2 medical knowledge production. Nonetheless, the example brings to the fore some complexities of medical knowledge production that need to be further examined including: the shifting landscape of defining and addressing vulnerability of research participants, the emerging overlap between research and practice, and public health implications of revising the standard notions of quality control and accountability. (shrink)

Recent reports and papers on chimeric research highlight the promise of chimeric models of human neuropsychiatric disorders to ameliorate human suffering due to autism spectrum disorders, depression, and schizophrenia. These calls, however, typically do not acknowledge, much less address, criticisms of model creation and validation, or concerns about scientific conduct more generally. The ethical justification for the use of nonhuman animals in research depends on the production of benefits to humans based on such research. But the assessment and (...) class='Hi'>production of benefits are highly uncertain and rife with both practical and conceptual challenges. This essay provides a general framework for classifying the benefits of biomedical research and then focuses on two factors that directly impact—and threaten—the production of knowledge in research that models neuropsychiatric disorders. (shrink)

In Seminar XVII, entitled The reverse side of psychoanalysis, Jacques Lacan presents his famous theorem of the four discourses. In this rereading I propose to demonstrate that Lacan’s theorem entails a transferable dialectical method for studying processes of knowledge production, enabling contemporary scholars to develop a diagnostic of the present, notably scholars interested in issues such as the vicissitudes of knowledge production under capitalism, the crisis of the university and the proliferation of electronic gadgets. In short, (...) I will argue that Lacan’s theorem of the four discourses entails a dialectical diagnostic of technoscientific knowledge during late capitalism. First, the four discourses will be briefly outlined, emphasising the extent to which they entail, albeit in an ambivalent manner, a return or detour to the logic of Hegel. Subsequently, each discourse will be presented in more detail, emphasising how they allow us to come to terms with the current status of technoscientific knowledge. Special attention will be given to the political backdrop of the seminar: the crisis of the university. Finally, I will discuss the historical dimension, outlining both the predecessor of the four discourses and their current predicament under neoliberal/capitalist conditions. (shrink)

In September 2014, students and Hong Kong citizens took to the streets demanding universal suffrage. Cell phones and video cameras in hand, amateur student filmmakers were some of the first to capture the police tear-gassing young people that brought the city to its feet. Young people were positioning themselves as storytellers and knowledge producers on the streets. How has this restructured hierarchy of knowledge production often found in university education in Hong Kong? How too has being active (...) participants and/or passive observers of the events of the Umbrella Movement translated into a pedagogy of experience in student’s daily lives, and how has this knowledge returned to the classroom? Specifically, I am interested in ways that young women who are not Cantonese first-language speakers understand their role in the movement and the kinds of knowledge they produced. Through interviews with these diverse students, and visual data from the footage they shot during the protests, we gain a rare g... (shrink)

In September 2014, students and Hong Kong citizens took to the streets demanding universal suffrage. Cell phones and video cameras in hand, amateur student filmmakers were some of the first to capture the police tear-gassing young people that brought the city to its feet. Young people were positioning themselves as storytellers and knowledge producers on the streets. How has this restructured hierarchy of knowledge production often found in university education in Hong Kong? How too has being active (...) participants and/or passive observers of the events of the Umbrella Movement translated into a pedagogy of experience in student’s daily lives, and how has this knowledge returned to the classroom? Specifically, I am interested in ways that young women who are not Cantonese first-language speakers understand their role in the movement and the kinds of knowledge they produced. Through interviews with these diverse students, and visual data from the footage they shot during the protests, we gain a rare glimpse into the multicultural world gathered beneath the umbrella of Hong Kong’s pro-democracy movement, and how a new generation of young female filmmakers are using video to share their changing perspectives on democratic reform, education, and everyday life. (shrink)

The new mode of knowledge production is seen as a distinct form of economic organisation used for exchanging and creating knowledge. The emphasis is laid on the role of business services in innovative networks as carriers of knowledge and intermediates between science (knowledge creator) and their customers (knowledge user). The empirical analysis shows that knowledge-intensive business services are able to make existing knowledge useful for, their customers, improving the customer's performance and productivity (...) and contributing to technological and structural change. (shrink)

ArgumentUsing the notion of styles of knowledge we refer to the ways diverse scientific communities claim to produce true knowledge, their understandings regarding the attitudes and values that scientists should have in order to grasp natural and social reality, and the practices and technologies developed within such styles. This paper analyzes scientific and medical enterprises that explored the relationship between environment, population, and society in Colombia between 1850 and 1920. We argue that similar styles of knowledge (...) class='Hi'>production were shared in human geography, medical geography, and climatic physiology at the mid-nineteenth century; and that some physicians working in bacteriology and physiology since the 1880s established epistemic boundaries between their work and earlier scientific activities, while others found these distinctions irrelevant. However, the historical actors committed to any of the styles of knowledge production explored in this article agreed on the local specificity of their objects of inquiry, therefore questioning European science. These styles of knowledge production also shaped different ways of perceiving and addressing national problems. Hence, this article is a contribution to the recent literature on both historical epistemology and social and cultural history of science and medicine. (shrink)

French poststructuralist philosopher Michel Serres writes about knowledge production throughout his work. He is of particular importance to educationists because the production of knowledge...

In this paper I ask whether the University has a special role to play in democratic societies. I argue that the modern University can no longer lay claim to a research monopoly since nowadays research is conducted in many places outside of the University. The University can, however, still lay claim to a kind of knowledge monopoly which has to with the central role Universities play in the definition of what counts as scientific knowledge. The problem is, however, (...) that the University’s knowledge monopoly is predominantly understood in epistemological terms. This leaves only one role for the University in a democratic society, viz., that of the expert. Based on ideas from John Dewey and Bruno Latour I suggest a different way to understand the distinction between ‘scientific’ and ‘everyday’ knowledge. Against this background I argue that the University can contribute towards the democratisation of knowledge if it articulates the difference between scientific and everyday knowledge in non-epistemological terms. (shrink)

This book seeks to provide an introductory outline of the history and theory of knowledge production, notwithstanding the vastness of the subject. It is a brief history of intellectual formation or history of ideas. One can see it as a textbook of historical epistemology, which in spatio-temporal terms historicises knowledge production and contextualises methodological development. It addresses the historical process of the social constitution of knowledge, that is, the social history of the making of (...) class='Hi'>knowledge. (shrink)

This volume addresses the interdependencies between visual technologies and epistemology with regard to our perception of the medical body. It explores the relationships between the imagination, the body, and concrete forms of visual representations: Ranging from the Renaissance paradigm of anatomy, to Foucault's "birth of the clinic" and the institutionalised construction of a "medical gaze"; from "visual" archives of madness, psychiatric art collections, the politicisation and economisation of the body, to the post-human in mass media representations. Contributions to this volume (...) investigate medical bodies as historical, technological, and political constructs, constituted where knowledge formation and visual cultures intersect. Contributors are: Axel Fliethmann, Michael Hau, Birgit Lang, Carolyn Lau, Heikki Lempa, Stefanie Lenk, Joanna Madloch, Barry Murnane, Jill Redner, Claudia Stein, Elizabeth Stephens, Corinna Wagner, and Christiane Weller. (shrink)

While studies of higher education institutions have a long-standing disciplinary as well as interdisciplinary tradition in the UK, USA, Australia and some European countries, in the Central and Eastern Europe region (CEE) (widely defined) scholarly occupation with these issues has been critically lacking. The book under review here aims to bridge this latent divide in the scholarship with a comprehensive view of academic enterprise in Europe, while focusing on the processes of establishing the entrepreneurial university in CEE.

The `co-productions' of science and society have undergone dramatic changes in recent decades. However, contrasts between `Mode 1' and `Mode 2' are not compelling inhistorical terms. This essay will argue that, in fact, they offer too naturalistic and a-political a picture.

In this paper, we examine the current state of educational research through the framework of “use‐inspired” knowledge. Previous discussions regarding the nature of educational research have disproportionately focused on the soft/applied nature of knowledge in the discipline or a need for methodological priority. After acknowledging these arguments, we consider the role of education as a professional discipline in American colleges and universities, and explore the inherent relationship between researchers and practitioners. Use‐inspired knowledge prioritises practice, encourages translational research, (...) fosters interdisciplinarity and dissolves rigid educational structures. (shrink)

Artificial Intelligence in the form of different machine learning models is applied to Big Data as a way to turn data into valuable knowledge. The rhetoric is that ensuing predictions work well—with a high degree of autonomy and automation. We argue that we need to analyze the process of applying machine learning in depth and highlight at what point human knowledge production takes place in seemingly autonomous work. This article reintroduces classification theory as an important framework for (...) understanding such seemingly invisible knowledge production in the machine learning development and design processes. We suggest a framework for studying such classification closely tied to different steps in the work process and exemplify the framework on two experiments with machine learning applied to Facebook data from one of our labs. By doing so we demonstrate ways in which classification and potential discrimination take place in even seemingly unsupervised and autonomous models. Moving away from concepts of non-supervision and autonomy enable us to understand the underlying classificatory dispositifs in the work process and that this form of analysis constitutes a first step towards governance of artificial intelligence. (shrink)