The rise of AI-based systems has been accompanied by the belief that these systems are impartial and do not suffer from the biases that humans and older technologies express. It becomes evident, however, that gender and racial biases exist in some AI algorithms. The question is where the bias is rooted—in the training dataset or in the algorithm? Is it a linguistic issue or a broader sociological current? Works in feminist philosophy of technology and behavioral economics reveal the gender bias (...) in AI technologies as a multi-faceted phenomenon, and the linguistic explanation as too narrow. The next step moves from the linguistic aspects to the relational ones, with postphenomenology. One of the analytical tools of this theory is the “I-technology-world” formula that models our relations with technologies, and through them—with the world. Realizing that AI technologies give rise to new types of relations in which the technology has an “enhanced technological intentionality”, a new formula is suggested: “I-algorithm-dataset.” In the third part of the article, four types of solutions to the gender bias in AI are reviewed: ignoring any reference to gender, revealing the considerations that led the algorithm to decide, designing algorithms that are not biased, or lastly, involving humans in the process. In order to avoid gender bias, we can recall a feminist basic understanding—visibility matters. Users and developers should be aware of the possibility of gender and racial biases, and try to avoid them, bypass them, or exterminates them altogether. (shrink)

The subject of this essay is NBIC convergence (nanotechnology, biotechnology, information technology and cognitive science convergence). NBIC convergence is a recurring trope that is dominated by the paradigm of integration of the sciences. It is largely influenced by the considerations of social and economic impact, and it assumes positivism in the name of technological progress. The culture of NBIC convergence, including NBIC discourses, is ensconced on the borders between modernity/ postmodernity, ambition/restraint, unity/fragmentation, and rational intellect/creativity. Both the rhetoric of ambition (...) and visionary development, and its responding calls for some level of restraint and caution, make contrasting assumptions that, however unintentionally, further polarize the debate concerning NBIC technologies. Those engaged in producing the culture, including scientists, engineers, and ethicists of convergence, consider the ramifications of these technologies for subjectivity and identity in ways that do not fully account for the diversity of human experience, or the ambiguity of human nature. NBIC convergence, such as artificial intelligence, is a “projection of the normative self, unaware of its own specificity;” in other words, that converging technologies offer negligible insight into human corporeality or experience and, in their theoretical frameworks, are hardly conscious of the necessity of effectively mobilizing the diversity within society and of social existence in bringing about nanotechnology’s “maximum benefit to humanity,” and are part and parcel of creating a “nanoself,” bereft of uniqueness. (shrink)

Written as the introduction to a special issue of Body & Society on the topic of animation and automation, this article considers the interrelation of those two terms through readings of relevant work in film studies and science and technology studies (STS), inflected through recent scholarship on the body. Drawing upon historical and contemporary examples, we trace how movement is taken as a sign of life, while living bodies are translated through the mechanisms of artifice. Whereas film studies has drawn (...) upon work ranging from production history to semiotics and psychoanalysis to conceptualize the ways in which the appearance of life on the cinema screen materializes subjectivities beyond it, STS has developed a corpus of theoretical and empirical scholarship that works to refigure material-semiotic entanglements of subjects and objects. In approaching animation and automation through insights developed within these two fields we hope to bring them into closer dialogue with each other and with studies of the body, given the convergence of their shared concerns with affective materializations of life. More specifically, an interest in the moving capacities of animation, and in what gets rendered invisible in discourses of automation, is central to debates regarding the interdependencies of bodies and machines. Animation is always in the end a relational effect, it seems, while automation implies the continuing presence of hidden labour and care. (shrink)

The social impacts of computer technology are often glorified in public discourse, but there is growing concern about its actual effects on society. In this article, we ask: how does “consent” as an analytical framework make visible the social dynamics and power relations in the capture, extraction, and labor of data science knowledge production? We hypothesize that a form of boundary violation in data science workplaces—gender harassment—may correlate with the ways humans’ lived experiences are extracted to produce Big Data. The (...) concept of consent offers a useful way to draw comparisons between gender relations in data science and the means by which machines are trained to learn and reason. Inspired by how Big Tech leaders describe unsupervised machine learning, and the co-optation of “revolutionary” rhetoric they use to do so, we introduce a concept we call “techniques of invisibility.” Techniques of invisibility are the ways in which an extreme imbalance between exposure and opacity, demarcated along fault lines of power, are fabricated and maintained, closing down the possibility for bidirectional transparency in the production and applications of algorithms. Further, techniques of invisibility, which we group into two categories—epistemic injustice and the Brotherhood—include acts of subjection by powerful actors in data science designed to quell resistance to exploitative relations. These techniques may be useful in making further connections between epistemic violence, sexism, and surveillance, sussing out persistent boundary violations in data science to render the social in data science visible, and open to scrutiny and debate. (shrink)

Script analysis is often used in research that focuses on gender and technology design. It is applied as a method to describe problematic inscriptions of gender in technology and as a tool for advancing more acceptable inscriptions of gender in technology. These analyses are based on the assumption that we can design technologies that do justice to gender. One critique on script analysis is that it does not engage with the emergent effects of design. The authors explore this critique with (...) the help of two vignettes taken from their design research. In this article they ask: How to design for gender if gender and design are emergent? The authors present two design strategies, degendering design and undesigning design and propose a new approach to doing justice to gender in design. This perspective foregrounds ethics in the design process, in particular the accountability of technology designers. (shrink)

This article deals with choice-inducing algorithms––algorithms that are explicitly designed to affect people’s choices. Based on an ethnographic account of three Israeli data analytics companies, I explore how algorithms are being designed to drive people into choice-making and examine their co-constitution by an assemblage of specifically positioned human and nonhuman agents. I show that the functioning, logic, and even ethics of choice-inducing algorithms are deeply influenced by the epistemologies, meaning systems, and practices of the individuals who devise and use them (...) and that such algorithms are similarly affected by interorganizational relationships, various nonhuman agents, and changing geopolitical contexts. I conclude by discussing the flexibility of choice-inducing algorithms and by arguing that such algorithms are not programmed to induce specific choices but to more generally convert people into choosers, and thus, to algorithmically create the modern need to choose. This article contributes to the growing literature on algorithms and culture and to our understanding of choice-making in contemporary life. At the same time, it provides a new vocabulary that offers to critically engage with algorithms and their power without losing sight of the often very specific contexts from which they arise. (shrink)

While feminist critiques of AI are increasingly common in the scholarly literature, they are by no means new. Alison Adam’s Artificial Knowing (1998) brought a feminist social and epistemological stance to the analysis of AI, critiquing the symbolic AI systems of her day and proposing constructive alternatives. In this paper, we seek to revisit and renew Adam’s arguments and methodology, exploring their resonances with current feminist concerns and their relevance to contemporary machine learning. Like Adam, we ask how new AI (...) methods could be adapted for feminist purposes and what role new technologies might play in addressing concerns raised by feminist epistemologists and theorists about algorithmic systems. In particular, we highlight distributed and federated learning as providing partial solutions to the power-oriented concerns that have stymied efforts to make machine learning systems more representative and pluralist. (shrink)

This article analyzes computer security rhetoric, particularly in the United States, arguing that dominant cultural understandings of immunology, sexuality, legality, citizenship, and capitalism powerfully shape the way computer viruses are construed and combated. Drawing on popular and technical handbooks, articles, and Web sites, as well as on e-mail interviews with security professionals, the author explores how discussions of computer viruses lean on analogies from immunology and in the process often encode popular anxieties about AIDS. Computer security rhetoric about compromised networks (...) also uses language reminiscent of that used to describe the “bodies” of nation-states under military threat from without and within. Such language portrays viruses using images of foreignness, illegality, and otherness. The security response to viruses advocates the virtues of the flexible and adaptive response—a rhetoric that depends on evolutionary language but also on the ideological idiom of advanced capitalism. (shrink)

The modern biomedical research laboratory is increasingly defined by dynamic social material conditions requiring researchers to traverse multiple shifting cognitive ecologies within day-to-day practice. Although the complexity of biomedical research is well known, the mechanisms by which the social and material organisation of this space is negotiated has yet to be fully considered. Integrating insights from Material Engagement Theory and Enactive Cognition with observations undertaken within a biomedical research laboratory, this paper develops an understanding of how actors are able to (...) respond to the dynamically changing world that is enacted with and around them. (shrink)

This article provides insight into the entwinement of the allegedly neutral category of handedness with questions of sex/gender, reproduction, dis/ability, and scientific authority. In the 1860s, Paul Broca suggested that the speech centre sat in the left brain hemisphere in most humans, and that right-handedness stemmed from this asymmetry. One century later, British psychologists Marian Annett and Chris McManus proposed biologically unconfirmed theories of how handedness and brain asymmetry were passed on in families. Their idea to integrate chance into genetic (...) models of handedness was novel, and so was their use of computerized statistics to parse out the incidence of handedness genotypes and phenotypes. Notwithstanding significant conceptual and methodological overlaps, McManus and Annett did not collaborate and proposed competing theories. I analyse the sexed/gendered dimensions of their controversy by drawing on published literature, unpublished documents, and oral history interviews. I first attend to the epistemological importance of sex/gender. Both psychologists published several iterations of their models, which increasingly relied on questions of sex/gender and reproduction. Annett additionally linked handedness with stereotypically gendered cognitive abilities. Second, I argue that using masculine-coded computer technologies contributed to Annett’s professional marginalization whereas similar methods endowed McManus with surplus authority. Finally, I show that Annett’s complicity in stabilizing sociocultural hierarchies within her theory mirrored her personal experience of marginalization based on sex/gender, age, education, and lack of institutional affiliation. This analysis exemplifies the entanglement of cognitive and social factors in scientific controversies and adds to the literature on 20th-century British women psychologists. (shrink)

Meaning is important in everyday life, and each science focuses on certain ways in which reality is meaningful. This article discusses practical implications of Herman Dooyeweerd’s understanding of meaning for everyday experience, scientific theories, scientific methodology, and philosophical underpinning. It uses eight themes related to meaning in Dooyeweerd’s philosophy, which are discussed philosophically in the first article. This article ends with a case study in which the themes are applied together to understanding Thomas Kuhn’s notion of paradigms.

The interventionist turn in science and technology studies increasingly involves researchers with practices of technology development and thus entails the need for appropriate methodologies. Based in software engineering, this article introduces the deconstructive technique of “mind scripting” as a method for analyzing processes of the co-materialization of gender and technology and as a tool to support cooperative, reflective work practices. Anchored in critical design approaches, “mind scripting” is a means for development teams to disclose discourses implicitly guiding work practices in (...) order to make negotiable the underlying value systems. After discussing its foundation in deconstructivist feminist theory, the author illustrates how the method is applied by drawing on selected empirical results. Generating insights into the reproduction of hegemonic social discourses in development processes, “mind scripting” enables the rethinking of established ways of doing. (shrink)

The authors' commentary on Bruno Latour's "Technology is society made durable" provides the reader with an opportunity to become acquainted with actor-network theory.

“Feminicity” is the term for a predicate register that enables feminist work be accounted for as relational “active-points” that collectively can be seen through what they have achieved. But going further, it marks where those active-points contribute to the dynamic field of feminist epistemologies and where change occurs. This article contributes to my larger project’s discussion of this concept. Broadly, feminicity argues that the active-points of feminist practices need to be understood within their situated fields as materialist informatics. In the (...) digital era, examples of the affects of digital feminicity are as identified in works such as those by Wajcman ; Haraway, Hayles, VNSMatrix, Adam, Plant. Collectively, such authors and artists opened a creative, and sometimes radical discourse of the digital field as multidirectional, multidimensional, multitemporal platform of “gender actions”. Taken as a predicated field sense of the term “predicate”), this work contributes to the feminist materialist reappraisal of feminist epistemology, and larger radical feminist deconstructive projects. Thus conceived, the genealogy of digital feminicity problematizes the monopolitical terms of feminism in its collation of actions, enabling a re-situation of feminist practices as positive material interventions and expressions of the ontological constitution of the political sphere. Feminicity does not propose a chronological account of the active-points, but processually and systemically addresses the terms of generational epistemological political change. This article describes the ways in which a materialist constructed register – “feminicity”– can be used to think about encounters between the domains of gender, politics and technology, as manifested by materialist informatics. For reasons of brevity, this article focuses on just two aspects of feminicity: the terms of predication of the female as gendered, and the issue of the image, as digital informatics, comprised of activitypoints of feminist practice. Consequently, these are measurable and offer practical resources for the general problem of gendering politics that operate in governance, resource distribution and a non-equal opportunity social/cultural power structure, under which minorities are disadvantaged. Feminist practice here refers to forms produced through feminist activities, ie, forms generated through relations with the matter of life through specific modalities of needs-based practices. (shrink)