Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Tradeoffs all the way down

Ethical abduction as a decision-making process for data-intensive technology development

Bibliographic Data

ID5260764
AuthorsAnissa Tanweer (0000-0002-8868-4288, University of Washington, corresponding author)
Year2022
Volume9
Issue1
Publication date2022-01-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueBig Data & Society (JOURNAL)
Journal identifiersISSN: 2053-9517 • E-ISSN: 2053-9517
PublisherSAGE Publications Inc (PUBLISHER)
DOI10.1177/20539517221101351
OpenAlexW4285225531
LanguageEN
Citations received2
References cited33

Ample scholarship demonstrates that data-intensive technologies have the capacity to cause serious harm and that their developers are obliged to address ethics in their work. This ethnographic paper tells the story of data scientists attempting to instantiate a carefully considered ethical vision into a data infrastructure while balancing competing priorities, negotiating divergent interests, and wrestling with contrasting values. I use their story to develop the concept of "ethical abduction," which I characterize as an exemplary process by which actors can intentionally and systematically address ethical issues that arise during their day-to-day actions by making decisions with consideration for a foundational ethical worldview. It entails tacking back and forth between divergent but complementary ways of thinking: between establishing ideals and making decisions given practical constraints; between understanding historical context and anticipating future consequences; between acknowledging structural dependencies and accepting responsibility for moral agency

Engineering ethics · Epistemology · Ethnography · Harm · Negotiation · Political science · Public relations · Scholarship · Social science · Sociology · Computer Science · Engineering · Ethics and Social Impacts of AI · Information Systems Theories and Implementation · Law · Mobile Crowdsensing and Crowdsourcing

  • Understanding and processing informed consent during data-intensive health research in sub-Saharan Africa

    Open Access•Lillian Omutoko, George Rugare Chingarande et al.•Research Ethics•2025

  • Ethical Dilemmas and Collaborative Resolutions in Machine Learning Research for Health Care

    Open Access•Svetlana Zilberstein•Socius Sociological Research for…•2024

  • Constructing social research

    Charles C Ragin•Constructing social research•1994

  • Algorithms of Oppression

    Safiya Umoja Noble, Safiya Noble•Algorithms of Oppression•2020

  • Understanding the social model of disability

    Colin Barnes•Routledge Handbook of Disability…•2019

  • Fairness and Abstraction in Sociotechnical Systems

    Open Access•Andrew D Selbst, Drick Boyd et al.•Proceedings of the Conference on…•2019

  • Principles alone cannot guarantee ethical AI

    Open Access•Brent Mittelstadt•Nature Machine Intelligence•2019

  • From ethics washing to ethics bashing

    Open Access•Elettra Bietti•Proceedings of the 2020…•2020

  • Datasheets for datasets

    Open Access•Timnit Gebru, Jamie Morgenstern et al.•Communications of the ACM•2021

  • Big Data’s End Run around Anonymity and Consent

    Open Access•Solon Barocas, Helen Nissenbaum•Privacy, Big Data, and the Public…•2014

  • The global landscape of AI ethics guidelines

    Open Access•Anna Jobin, Marcello Ienca et al.•Nature Machine Intelligence•2019

  • Attributions of ethical responsibility by Artificial Intelligence practitioners

    Will Orr, Jenny L Davis•Information Communication & Society•2020

  • The social model of disability

    Torn Shakespeare, N Watson•Exploring theories and expanding…•2004

  • The Politics of Disablement

    Open Access•Michael Oliver, M H Oliver et al.•The Politics of Disablement…•1990

  • Sorting Things Out

    G C Bowker, Susan Leigh Star•Sorting Things Out•1999

  • Labor Out of Place

    Open Access•Michael Scroggins, Michael J Scroggins et al.•Engaging Science Technology and…•2020

  • The Intellectual Challenge of CSCW

    Mark S Ackerman•Human-Computer Interaction•2000

  • Big Data Surveillance

    Open Access•M Andrejevic, Kelly Gates•Surveillance & Society•2014

  • From What to How

    Open Access•Jessica Morley, Luciano Floridi et al.•Science and Engineering Ethics•2019

  • Rethinking gaming

    Open Access•Malte Ziewitz•Social Studies of Science•2019

  • Values Levers

    Open Access•Katie Shilton•Science Technology & Human Values•2013

  • AI ethics should not remain toothless! A call to bring back the teeth of ethics

    Open Access•Anaïs Rességuier, Rowena Rodrigues•Big Data & Society•2020

  • Assessing biases, relaxing moralism

    Open Access•Florian Jaton•Big Data & Society•2021

  • Owning Ethics

    Jacob Metcalf, Evan Mo et al.•Social research•2019

  • The Development of Constructivist Grounded Theory

    Open Access•Jane Mills, Ann Bonner et al.•International Journal of…•2006

Unique citing works2
Citations per year1
Citation span2024 - 2025 (2)
Citation velocityrecent
Highly citedNo
Citation typesNeutral: 2

Tools

Open DOIOpen Access
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae