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Participation Is not a Design Fix for Machine Learning
16/16 checkable references clean · checked 2026-07-24
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The 16 checked references that resolve
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FCJ-189 Reimagining Work: Entanglements and Frictions around Future of Work Narratives
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From Design Fiction to Design Friction: Speculative and Participatory Design of Values-Embedded Urban Technology
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Provocation, Conflict, and Appropriation: The Role of the Designer in Making Publics
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Prototyping and infrastructuring in design for social innovation
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Design and Dissensus: Framing and Staging Participation in Design Research
resolves10.1177/0306312712471581
Infrastructuring and the formation of publics in participatory design
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no DOI — not checkedBratteteig , T. and Verne , G . Does AI make PD obsolete?: exploring challenges from artificial intelligence to participatory design . In Proceedings of the 15th Participatory Design Conference on Short Papers, Situated Actions, Workshops and Tutorial PDC ’18 , pp. 1– 5 . ACM Press. ISBN 978-1-4503-5574-2. doi: 10.1145/3210604. 3210646. 10.1145/3210604 Bratteteig, T. and Verne, G. Does AI make PD obsolete?: exploring challenges from artificial intelligence to participatory design. In Proceedings of the 15th Participatory Design Conference on Short Papers, Situated Actions, Workshops and Tutorial PDC ’18, pp. 1–5. ACM Press. ISBN 978-1-4503-5574-2. doi: 10.1145/3210604. 3210646.
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no DOI — not checkedHeitlinger , S. , Foth , M. , Clarke , R. , DiSalvo , C. , Light , A. , and Forlano , L . Avoiding ecocidal smart cities: participatory design for more-than-human futures . In Proceedings of the 15th Participatory Design Conference: Short Papers, Situated Actions, Workshops and Tutorial. Volume 2 , pp. 51 . ACM. ISBN 1-4503-5574-9. Type: Conference Proceedings. Heitlinger, S., Foth, M., Clarke, R., DiSalvo, C., Light, A., and Forlano, L. Avoiding ecocidal smart cities: participatory design for more-than-human futures. In Proceedings of the 15th Participatory Design Conference: Short Papers, Situated Actions, Workshops and Tutorial. Volume 2, pp. 51. ACM. ISBN 1-4503-5574-9. Type: Conference Proceedings.
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no DOI — not checkedMartin Jr ., D., Prabhakaran , V. , Kuhlberg , J. , Smart , A., and Isaac, W. S. Participatory Problem Formulation for Fairer Machine Learning Through Community Based System Dynamics. arXiv:2005.07572 [cs, stat] , May 2020 . Martin Jr., D., Prabhakaran, V., Kuhlberg, J., Smart, A., and Isaac, W. S. Participatory Problem Formulation for Fairer Machine Learning Through Community Based System Dynamics. arXiv:2005.07572 [cs, stat], May 2020.
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no DOI — not checkedSelbst , A. D. , Boyd , D. , Friedler , S. A. , Venkatasubramanian , S. , and Vertesi , J . Fairness and abstraction in sociotechnical systems . In Proceedings of the Conference on Fairness, Accountability, and Transparency FAT* ’19 , pp. 59– 68 . ACM Press. ISBN 978-1-4503-6125-5. doi: 10.1145/3287560.3287598. 10.1145/3287560.3287598 Selbst, A. D., Boyd, D., Friedler, S. A., Venkatasubramanian, S., and Vertesi, J. Fairness and abstraction in sociotechnical systems. In Proceedings of the Conference on Fairness, Accountability, and Transparency FAT* ’19, pp. 59–68. ACM Press. ISBN 978-1-4503-6125-5. doi: 10.1145/3287560.3287598.
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no DOI — not checkedSloane , M. Inequality is the name of the game: Thoughts on the emerging field of technology, ethics and social justice. doi: 10.34669/WI.CP/2.9 . Publisher : WI Weizenbaum Institute for the Networked Society Version Number: 1. 10.34669/WI.CP Sloane, M. Inequality is the name of the game: Thoughts on the emerging field of technology, ethics and social justice. doi: 10.34669/WI.CP/2.9. Publisher: WI Weizenbaum Institute for the Networked Society Version Number: 1.
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no DOI — not checkedSloane , M. The shelves that won't hold: Material politics and social inequality in spatial design practice. doi: 10.1162/desi a 00565 . Publisher : MIT Press One Rogers Street, Cambridge , MA 02142-1209 USA journals-info@mit.edu. 10.1162/desi Sloane, M. The shelves that won't hold: Material politics and social inequality in spatial design practice. doi: 10.1162/desi a 00565. Publisher: MIT Press One Rogers Street, Cambridge, MA 02142-1209 USA journals-info@mit.edu.
no DOI — not checkedSpinuzzi C. The methodology of participatory design. 52 (2):163–174. ISSN 0049-3155. Type: Journal Article. Spinuzzi C. The methodology of participatory design. 52 (2):163–174. ISSN 0049-3155. Type: Journal Article.
no DOI — not checkedTarnoff , B. The Making of the Tech Worker Movement. Logic . Library Catalog : logicmag.io. Tsing, A. Friction: An Ethnography of Global Connection. Princeton University Press. Tarnoff, B. The Making of the Tech Worker Movement. Logic. Library Catalog: logicmag.io. Tsing, A. Friction: An Ethnography of Global Connection. Princeton University Press.
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