Machine learning algorithms pervade contemporary society. They are integral to social institutions, inform processes of governance, and animate the mundane technologies of daily life. Consistently, the outcomes of machine learning reflect, reproduce, and amplify structural inequalities. The field of fair machine learning has emerged in response, developing mathematical techniques that increase fairness based on anti-classification, classification parity, and calibration standards. In practice, these computational correctives invariably fall short, operating from an algorithmic idealism that does not, and cannot, address systemic, Intersectional (...) stratifications. Taking present fair machine learning methods as our point of departure, we suggest instead the notion and practice of algorithmic reparation. Rooted in theories of Intersectionality, reparative algorithms name, unmask, and undo allocative and representational harms as they materialize in sociotechnical form. We propose algorithmic reparation as a foundation for building, evaluating, adjusting, and when necessary, omitting and eradicating machine learning systems. (shrink)

Long presented as a universal policy-recipe for social prosperity and economic growth, the promise of innovation seems to be increasingly in question, giving way to a new vision of progress in which society is advanced as a central enabler of technoeconomic development. Frameworks such as “Responsible” or “Mission-oriented” Innovation, for example, have become commonplace parlance and practice in the governance of the innovation–society nexus. In this paper, we study the dynamics by which this “social fix” to technoscience has gained legitimacy (...) in institutions of global governance by investigating recent projects at two international organizations, the Organization for Economic Cooperation and Development and the European Commission, to mainstream “Responsible Innovation” frameworks and instruments across countries. Our analysis shows how the turn to societal participation in both organizations relies on a new deficit logic—a democratic deficit of innovation—that frames a lack of societal engagement in innovation governance as a major barrier to the uptake and dissemination of new technologies. These deficit politics enable global governance institutions to present “Responsible Innovation” frameworks as the solution and to claim authority over the coproduction of particular forms of democracy and innovation as intertwined pillars of a market-liberal international order. (shrink)

In 2007 a social scientist and a designer created a spatial installation to communicate social science research about the regulation of emerging science and technology. The rationale behind the experiment was to improve scientific knowledge production by making the researcher sensitive to new forms of reactions and objections. Based on an account of the conceptual background to the installation and the way it was designed, the paper discusses the nature of the engagement enacted through the experiment. It is argued that (...) experimentation is a crucial way of making social science about science communication and engagement more robust. (shrink)

Reports from integrative researchers who have followed calls for sociotechnical integration emphasize that the potential of interdisciplinary collaboration to inflect the social shaping of technoscience is often constrained by their liminal position. Integrative researchers tend to be positioned as either adversarial outsiders or co-opted insiders. In an attempt to navigate these dynamics, we show that attending to affective disturbances can open up possibilities for productive engagements across disciplinary divides. Drawing on the work of Helen Verran, we analyze “disconcertment” in three (...) sociotechnical integration research studies. We develop a heuristic that weaves together disconcertment, affective labor, and responsivity to analyze the role of the body in interdisciplinary collaborations. We draw out how bodies do affective labor when generating responsivity between collaborators in moments of disconcertment. Responsive bodies can function as sensors, sources, and processors of disconcerting experiences of difference. We further show how attending to disconcertment can stimulate methodological choices to recognize, amplify, or minimize the difference between collaborators. Although these choices are context-dependent, each one examined generates responsivity that supports collaborators to readjust the technical in terms of the social. This analysis contributes to science and technology studies scholarship on the role of affect in successes and failures of interdisciplinary collaboration. (shrink)

The author describes his efforts to become a participant observer while he was a Program Director at the NSF. He describes his plans for keeping track of his reflections and his goals before he arrived at NSF, then includes sections from his reflective diary and comments after he had completed his two-year rotation. The influx of rotators means the NSF has to be an adaptive, learning organization but there are bureaucratic obstacles in the way.

This special issue of Science, Technology, & Human Values assembles papers that consider relations among science, ethics, and justice. The papers are drawn from a 2011 National Science Foundation-sponsored workshop that brought together interdisciplinary scholars to consider, incorporate, and attend to the meanings, uses, and social consequences of ethical questions and justice ideals in technoscientific projects. The papers included in this special issue examine key areas that emerged from this workshop, including public participation, the production of knowledge, what counts as (...) consent, ownership of biomaterials, and others. Together, the papers raise questions about new directions and articulations of power, justice, and inequalities in science and technology studies. (shrink)

Science policy mandates across the industrialized world insinuate more active roles for publics, their earlier participation in policy decisions, and expanded notions of science and technology governance. In response to these policies, engaged scholars in science studies have sought to design and conduct exercises aimed at better attuning science to its public contexts. As demand increases for innovative and potentially democratic forms of public engagement with science and technology, so also do the prospects for insights from science studies to contribute (...) to policy agendas and institutional capabilities. This collection brings together an international set of scholars in science, technology and society who inquire into the meaning, efficacy and responsibility of engaged science studies scholarship as a public matter. (shrink)