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Data Derivatives

Theory, Culture and Society 28 (6):24-43 (2011)

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  1. Compulsion beyond fairness: towards a critical theory of technological abstraction in neural networks.Leonie Hunter - forthcoming - AI and Society:1-10.
    In the field of applied computer research, the problem of the reinforcement of existing inequalities through the processing of “big data” in neural networks is typically addressed via concepts of representation and fairness. These approaches, however, tend to overlook the limits of the liberal antidiscrimination discourse, which are well established in critical theory. In this paper, I address these limits and propose a different framework for understanding technologically amplified oppression departing from the notion of “mute compulsion” (Marx), a specifically modern (...)
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  • Politics of prediction: Security and the time/space of governmentality in the age of big data.Tobias Blanke & Claudia Aradau - 2017 - European Journal of Social Theory 20 (3):373-391.
    From ‘connecting the dots’ and finding ‘the needle in the haystack’ to predictive policing and data mining for counterinsurgency, security professionals have increasingly adopted the language and methods of computing for the purposes of prediction. Digital devices and big data appear to offer answers to a wide array of problems of (in)security by promising insights into unknown futures. This article investigates the transformation of prediction today by placing it within governmental apparatuses of discipline, biopower and big data. Unlike disciplinary and (...)
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  • The ‘sentient’ city and what it may portend.Nigel Thrift - 2014 - Big Data and Society 1 (1).
    The claim is frequently made that, as cities become loaded up with information and communications technology and a resultant profusion of data, so they are becoming sentient. But what might this mean? This paper offers some insights into this claim by, first of all, reworking the notion of the social as a spatial complex of ‘outstincts’. That makes it possible, secondly, to reconsider what a city which is aware of itself might look like, both by examining what kinds of technological (...)
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  • Surveillance, Snowden, and Big Data: Capacities, consequences, critique.David Lyon - 2014 - Big Data and Society 1 (2).
    The Snowden revelations about National Security Agency surveillance, starting in 2013, along with the ambiguous complicity of internet companies and the international controversies that followed provide a perfect segue into contemporary conundrums of surveillance and Big Data. Attention has shifted from late C20th information technologies and networks to a C21st focus on data, currently crystallized in “Big Data.” Big Data intensifies certain surveillance trends associated with information technology and networks, and is thus implicated in fresh but fluid configurations. This is (...)
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  • Conversio ad phantasmata. Gouvernement, sécurité et imagination.Val Codrin Tăut - 2015 - Symposion: Theoretical and Applied Inquiries in Philosophy and Social Sciences 2 (1):19-31.
    This article investigates the technical rationalities of modern forms of government. Conceived in a Foucauldian vein, the paper argues for an interpretation of security dispositifs which sustain the structures of modern government. The main argument developed in the article is that there is a difference between two securities diagrams: the preventive and the anticipatory. The first one is using rational devices like the actuarial table while the second is aiming to instrumentalise the imagination.
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  • Philosophical & Sociological Inquires in Material Aspects of the Human Life namely Risk, Finance and Insurance.Syed Danish Ali - manuscript
    Given how much importance there is of economics and finance in our lives as humans (materialist side is foremost as per Marx), it should be given more importance by Philosophy and Sociology. This brief report is meant to highlight few research paradigms available in Philosophy and Sociology to give its proper social context and provide deep underlying of Risk, Insurance and Finance.
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  • Increasing polarization: enumerating the consequences of increasing inequality.Syed Danish Ali - manuscript
    “Remember your humanity. Forget the rest”. (Bertrand Russell in Russell-Einstein Manifesto) In a nutshell, this review is not trying to propagate rocket science or eureka moment that scientifically finds the cure for all the ills of economic inequality like penicillin does for infections. This review is a basic but effective exploration into the true nature of social realities. This review holistically elaborates how economic inequality is leading to increasing polarization in our societies. Two important drivers of increasing inequality are highlighted (...)
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  • Codes and Codings in Crisis.Adrian Mackenzie & Theo Vurdubakis - 2011 - Theory, Culture and Society 28 (6):3-23.
    The connections between forms of code and coding and the many crises that currently afflict the contemporary world run deep. Code and crisis in our time mutually define, and seemingly prolong, each other in ‘infinite branching graphs’ of decision problems. There is a growing academic literature that investigates digital code and software from a wide range of perspectives –power, subjectivity, governmentality, urban life, surveillance and control, biopolitics or neoliberal capitalism. The various strands in this literature are reflected in the papers (...)
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  • Epistemic injustice and data science technologies.John Symons & Ramón Alvarado - 2022 - Synthese 200 (2):1-26.
    Technologies that deploy data science methods are liable to result in epistemic harms involving the diminution of individuals with respect to their standing as knowers or their credibility as sources of testimony. Not all harms of this kind are unjust but when they are we ought to try to prevent or correct them. Epistemically unjust harms will typically intersect with other more familiar and well-studied kinds of harm that result from the design, development, and use of data science technologies. However, (...)
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  • Algorithms and values in justice and security.Paul Hayes, Ibo van de Poel & Marc Steen - 2020 - AI and Society 35 (3):533-555.
    This article presents a conceptual investigation into the value impacts and relations of algorithms in the domain of justice and security. As a conceptual investigation, it represents one step in a value sensitive design based methodology. Here, we explicate and analyse the expression of values of accuracy, privacy, fairness and equality, property and ownership, and accountability and transparency in this context. We find that values are sensitive to disvalue if algorithms are designed, implemented or deployed inappropriately or without sufficient consideration (...)
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  • From Reputation Capital to Reputation Warfare: Online Ratings, Trolling, and the Logic of Volatility.Emily Rosamond - 2020 - Theory, Culture and Society 37 (2):105-129.
    What are the consequences of the tendency for ubiquitous online reputation calculation to lead not to more precise expressions of reputation capital but, rather, to greater reputational instability? This article contrasts two conceptions of online reputation, which enact opposing attitudes about the relation between reputation and the calculable. According to an early online reputation paradigm – reputation capital – users strove to achieve high scores, performing the presumption that reputation could be incrementally accumulated and consistently measured within relatively stable spheres (...)
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  • Challenging algorithmic profiling: The limits of data protection and anti-discrimination in responding to emergent discrimination.Tobias Matzner & Monique Mann - 2019 - Big Data and Society 6 (2).
    The potential for biases being built into algorithms has been known for some time, yet literature has only recently demonstrated the ways algorithmic profiling can result in social sorting and harm marginalised groups. We contend that with increased algorithmic complexity, biases will become more sophisticated and difficult to identify, control for, or contest. Our argument has four steps: first, we show how harnessing algorithms means that data gathered at a particular place and time relating to specific persons, can be used (...)
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  • The Human Is Dead – Long Live the Algorithm! Human-Algorithmic Ensembles and Liberal Subjectivity.Tobias Matzner - 2019 - Theory, Culture and Society 36 (2):123-144.
    The article analyzes the relation of humans and technology concerning so called ‘intelligent’ or ‘autonomous’ algorithms that are applied in everyday contexts but are far removed from any form of substantial artificial intelligence. In particular, the use of algorithms in surveillance and in architecture is discussed. These examples are structured by a particular combination of continuity and difference between humans and technology. The article provides a detailed analysis of boundary practices that establish continuity and oppositions between humans and information technology, (...)
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  • The Logic of the Synthetic Supplement in Algorithmic Societies.Benjamin N. Jacobsen - 2024 - Theory, Culture and Society 41 (4):41-56.
    What happens when there is not enough data to train machine learning algorithms? In recent years, so-called ‘synthetic data’ have been increasingly used to add to or supplement the training regimes of various machine learning algorithms. Seeking to read the notion of supplementarity differently through an engagement with the work of Jacques Derrida, I propose that the nascent emergence of synthetic data embodies what I call the logic of the synthetic supplement in algorithmic societies. I argue, on the one hand, (...)
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  • Affect and value in critical examinations of the production and ‘prosumption’ of Big Data.Daniel G. Cockayne - 2016 - Big Data and Society 3 (2).
    In this paper I explore the relationship between the production and the value of Big Data. In particular I examine the concept of social media ‘prosumption’—which has predominantly been theorized from a Marxist, political economic perspective—to consider what other forms of value Big Data have, imbricated with their often speculative economic value. I take the example of social media firms in their early stages of operation to suggest that, since these firms do not necessarily generate revenue, data collected through user (...)
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  • Body stakes: an existential ethics of care in living with biometrics and AI.Amanda Lagerkvist, Matilda Tudor, Jacek Smolicki, Charles M. Ess, Jenny Eriksson Lundström & Maria Rogg - 2024 - AI and Society 39 (1):169-181.
    This article discusses the key existential stakes of implementing biometrics in human lifeworlds. In this pursuit, we offer a problematization and reinvention of central values often taken for granted within the “ethical turn” of AI development and discourse, such as autonomy, agency, privacy and integrity, as we revisit basic questions about what it means to be human and embodied. Within a framework of existential media studies, we introduce an existential ethics of care—through a conversation between existentialism, virtue ethics, a feminist (...)
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  • Alternative data and sentiment analysis: Prospecting non-standard data in machine learning-driven finance.Christian Borch & Kristian Bondo Hansen - 2022 - Big Data and Society 9 (1).
    Social media commentary, satellite imagery and GPS data are a part of ‘alternative data’, that is, data that originate outside of the standard repertoire of market data but are considered useful for predicting stock prices, detecting different risk exposures and discovering new price movement indicators. With the availability of sophisticated machine-learning analytics tools, alternative data are gaining traction within the investment management and algorithmic trading industries. Drawing on interviews with people working in investment management and algorithmic trading firms utilizing alternative (...)
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  • Linking Human And Machine Behavior: A New Approach to Evaluate Training Data Quality for Beneficial Machine Learning.Thilo Hagendorff - 2021 - Minds and Machines 31 (4):563-593.
    Machine behavior that is based on learning algorithms can be significantly influenced by the exposure to data of different qualities. Up to now, those qualities are solely measured in technical terms, but not in ethical ones, despite the significant role of training and annotation data in supervised machine learning. This is the first study to fill this gap by describing new dimensions of data quality for supervised machine learning applications. Based on the rationale that different social and psychological backgrounds of (...)
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  • Surveillance, Data and Embodiment: On the Work of Being Watched.Gavin J. D. Smith - 2016 - Body and Society 22 (2):108-139.
    Today’s bodies are akin to ‘walking sensor platforms’. Bodies either host, or are the subjects of, an array of sensing devices that act to convert bodily movements, actions and dynamics into circulative data. This article proposes the notions of ‘disembodied exhaust’ and ‘embodied exhaustion’ to conceptualise processes of bodily sensorisation and datafication. As the material body interfaces with networked sensor technologies and sensing infrastructures, it emits disembodied exhaust: gaseous flows of personal information that establish a representational data-proxy. It is this (...)
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  • The disciplinary power of predictive algorithms: a Foucauldian perspective.Paul B. de Laat - 2019 - Ethics and Information Technology 21 (4):319-329.
    Big Data are increasingly used in machine learning in order to create predictive models. How are predictive practices that use such models to be situated? In the field of surveillance studies many of its practitioners assert that “governance by discipline” has given way to “governance by risk”. The individual is dissolved into his/her constituent data and no longer addressed. I argue that, on the contrary, in most of the contexts where predictive modelling is used, it constitutes Foucauldian discipline. Compliance to (...)
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  • Numerical operations, transparency illusions and the datafication of governance.Hans Krause Hansen - 2015 - European Journal of Social Theory 18 (2):203-220.
    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 (...)
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  • Surveillance and Embodiment: Dispositifs of Capture.Gavin J. D. Smith & Martin French - 2016 - Body and Society 22 (2):3-27.
    This article provides an introduction to a special issue of Body & Society that explores the surveillance--embodiment nexus. It accentuates both the prevalence and consequence of bodies being increasingly converted into ‘objects of information’ by surveillance technologies and systems. We begin by regarding the normalcy of body monitoring in contemporary life, illustrating how a plurality of biometric scanners operate to intermediate the physical surfaces and subjective depths of bodies in accordance with various concerns. We focus on everyday experiences of bodily (...)
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  • The (Big) Data-security assemblage: Knowledge and critique.Tobias Blanke & Claudia Aradau - 2015 - Big Data and Society 2 (2).
    The Snowden revelations and the emergence of ‘Big Data’ have rekindled questions about how security practices are deployed in a digital age and with what political effects. While critical scholars have drawn attention to the social, political and legal challenges to these practices, the debates in computer and information science have received less analytical attention. This paper proposes to take seriously the critical knowledge developed in information and computer science and reinterpret their debates to develop a critical intervention into the (...)
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  • ‘Real-time’ air quality channels: A technology review of emerging environmental alert systems.Kayla Schulte - 2022 - Big Data and Society 9 (1).
    Poor air quality is a pressing global challenge contributing to adverse health impacts around the world. In the past decade, there has been a rapid proliferation of air quality information delivered via sensors, apps, websites or other media channels in near real-time and at increasingly localized geographic scales. This paper explores the growing emphasis on self-monitoring and digital platforms to supply informational interventions for reducing pollution exposures and improving health outcomes at the individual level. It presents a technological case study (...)
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  • Aestheticizing Google critique: A 20-year retrospective.Richard Rogers - 2018 - Big Data and Society 5 (1).
    With Google marking its 20th year online, the piece provides a retrospective of cultural commentary and select works of Google art that have transformed the search engine into an object of critical interest. Taken up are artistic and cultural responses to Google by independent artists but also by cultural critics and technology writers, including the development of such evocative notions as the deep web, flickering man and filter bubble. Among the critiques that have taken shape in the works to be (...)
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  • Facebook and Finance: On the Social Logic of the Derivative.Adam Arvidsson - 2016 - Theory, Culture and Society 33 (6):3-23.
    This article suggests that Facebook embodies a new logic of capitalist governance, what has been termed the ‘social logic of the derivative’. The logic of the derivative is rooted in the now dominant financial level of the capitalist economy, and is mediated by social media and the algorithmic processing of large digital data sets. This article makes three precise claims: First, that the modus operandi of Facebook mirrors the operations of derivative financial instruments. Second, that the algorithms that Facebook uses (...)
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  • Contingency and Mysticism from Economics to Finance: Knight, Ayache, DeLillo.Jordan Sjol - 2022 - Theory, Culture and Society 39 (1):61-80.
    The recent history of finance has been widely portrayed, by both critics and practitioners, as a story about risk. As pointed out by Mary Poovey, focusing on risk entails forgetting uncertainty. In this paper, I argue forgetting uncertainty leads to an inability to distinguish between rational and mystical modes of financial thinking. Using literary-theoretical analysis, I read three exemplary texts across each other: Frank Knight’s seminal 1921 treatise, Risk, Uncertainty, and Profit, which helped justify the modern corporate financial form; Elie (...)
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  • Digital, politics, and algorithms: Governing digital data through the lens of data protection.Rocco Bellanova - 2017 - European Journal of Social Theory 20 (3):329-347.
    Many actors mobilize the cognitive, legal and technical tool-box of data protection when they discuss and address controversial issues such as digital mass surveillance. Yet, critical approaches to the digital only barely explore the politics of data protection in relation to data-driven governance. Building on governmentality studies and Actor-Network-Theory, this article analyses the potential and limits of using data protection to critique the ‘digital age’. Using the conceptual tool of dispositifs, it sketches an analytics of data protection and the emergence (...)
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  • Cybersecurity, Bureaucratic Vitalism and European Emergency.Stephanie Simon & Marieke de Goede - 2015 - Theory, Culture and Society 32 (2):79-106.
    Securing the internet has arguably become paradigmatic for modern security practice, not only because modern life is considered to be impossible or valueless if disconnected, but also because emergent cyber-relations and their complex interconnections are refashioning traditional security logics. This paper analyses European modes of governing geared toward securing vital, emergent cyber-systems in the face of the interconnected emergency. It develops the concept of ‘bureaucratic vitalism’ to get at the tension between the hierarchical organization and reductive knowledge frames of security (...)
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  • Beyond algorithmic reformism: Forward engineering the designs of algorithmic systems.Peter Polack - 2020 - Big Data and Society 7 (1).
    This article develops a method for investigating the consequences of algorithmic systems according to the documents that specify their design constrains. As opposed to reverse engineering algorithms to identify how their logic operates, the article proposes to design or "forward engineer" algorithmic systems in order to theorize how their consequences are informed by design constraints: the specific problems, use cases, and presuppositions that they respond to. This demands a departure from algorithmic reformism, which responds to concerns about the consequences of (...)
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  • Introduction: Spatial Big Data and everyday life.Jeremy Crampton & Agnieszka Leszczynski - 2016 - Big Data and Society 3 (2).
    Spatial Big Data—be this natively geocoded content, geographical metadata, or data that itself refers to spaces and places—has become a pervasive presence in the spaces and practices of everyday life. Beyond preoccupations with “the geotag” and with mapping geocoded social media content, this special theme explores what it means to encounter and experience spatial Big Data as a quotidian phenomenon that is both spatial, characterized by and enacting of material spatialities, and spatializing, configuring relations between subjects, objects, and spaces in (...)
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  • ‘Crises of Modernity’ Discourses and the Rise of Financial Technologies in a Contested Mechanized World.Marinus Ossewaarde - 2018 - Philosophy and Technology 31 (1):59-76.
    The aim of this article is to provide a discussion of scholarly ‘crisis of modernity’ discourses that have developed in the field of social philosophy. Re-visiting past and present discourses can be illuminating in at least three ways: it can reveal the broader picture of the present financialized and technologized world and the rise of financial technologies; it can provide scholars with new vocabularies, concepts, and metaphors to comprehend present-day phenomena and developments; and it can reveal the variety of commitments (...)
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  • Wireless Heart Patients and the Quantified Self.Mette Nordahl Svendsen & Julie Christina Grew - 2017 - Body and Society 23 (1):64-90.
    Remote monitoring of implantable cardioverter defibrillator (ICD) patients links patients wirelessly to the clinic via a box in their bedroom. The box transmits data from the ICD to a remote database accessible to clinicians without patient involvement. Data travel across time and space; clinicians can monitor patients from a distance and instantly know about cardiac events. Based on ethnographic fieldwork in two Danish hospitals, this article explores the configuration of the wireless ICD patient by following a number of patients through (...)
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  • Mobile Affects, Open Secrets, and Global Illiquidity: Pockets, Pools, and Plasma.Gregory J. Seigworth & Matthew Tiessen - 2012 - Theory, Culture and Society 29 (6):47-77.
    This article will take up Deleuze and Guattari’s allusive yet insightful writings on ‘the secret’ by considering the secret across three intermingling registers or modulations: as content (secret), as form (secrecy), and as expression (secretion). Setting the secret in relation to evolving modes of technological mediation and sociality as respectively pocket, pooling, and plasma, the article works through a trio of examples in order to understand the contemporary movements of secrets: the memories of secrets evoked in an intimately interactive music (...)
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