The Ethico-Politics of Design Toolkits: Responsible AI Tools, From Big Tech Guidelines to Feminist Ideation Cards (Extended Abstract)

This paper interrogates the belief in toolkitting as a method for translating AI ethics theory into practice and assesses the toolkit paradigm’s effect on the understanding of ethics in AI research and AI-related policy. I start by exploring the ethico-political assumptions that underly most ethical AI toolkits. Through a meta-critique of toolkits (drawing on a review of existing ‘toolkit-scoping’ work), I demon-strate that most toolkits embody a reductionist conception of ethics and that, because of this, their capacity for facili-tating change and challenging the status quo is limited. Then, I analyze the features of several ‘alternative’ toolkits – informed by feminist theory, posthumanism, and critical design – whose creators recognize that ethics cannot be-come a box-ticking exercise for engineers, while the ethical should not be dissociated from the political. Finally, in the concluding section, referring to broader theories and cri-tiques of toolkitting as a method for structuring the design process, I suggest how different stakeholders can draw on the myriad of available tools, ranging from big tech com-panies’ guidelines to feminist design ideation cards, to achieve positive, socially desirable results, while rejecting the oversimplification of ethical practice and technosolu-tionism that many responsible AI toolkits embody. The analysis thus serves to provide suggestions for future toolkit creators and users on how to meaningfully adopt the toolkit format in AI ethics work without overselling its transformative potential.

Authors

Institutions

Publication Details

Journal
Proceedings of the AAAI/ACM Conference on AI Ethics and Society
Published
2024-10-16
DOI
https://doi.org/10.1609/aies.v7i1.31663
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Ethico-Politics of Design Toolkits: Responsible AI Tools, From Big Tech Guidelines to Feminist Ideation Cards (Extended Abstract)

Tomasz Hollanek
Proceedings of the AAAI/ACM Conference on AI Ethics and Society
Ethics and Social Impacts of AI
article

The Ethico-Politics of Design Toolkits: Responsible AI Tools, From Big Tech Guidelines to Feminist Ideation Cards (Extended Abstract)

Tomasz Hollanek
article en

Abstract

This paper interrogates the belief in toolkitting as a method for translating AI ethics theory into practice and assesses the toolkit paradigm’s effect on the understanding of ethics in AI research and AI-related policy. I start by exploring the ethico-political assumptions that underly most ethical AI toolkits. Through a meta-critique of toolkits (drawing on a review of existing ‘toolkit-scoping’ work), I demon-strate that most toolkits embody a reductionist conception of ethics and that, because of this, their capacity for facili-tating change and challenging the status quo is limited. Then, I analyze the features of several ‘alternative’ toolkits – informed by feminist theory, posthumanism, and critical design – whose creators recognize that ethics cannot be-come a box-ticking exercise for engineers, while the ethical should not be dissociated from the political. Finally, in the concluding section, referring to broader theories and cri-tiques of toolkitting as a method for structuring the design process, I suggest how different stakeholders can draw on the myriad of available tools, ranging from big tech com-panies’ guidelines to feminist design ideation cards, to achieve positive, socially desirable results, while rejecting the oversimplification of ethical practice and technosolu-tionism that many responsible AI toolkits embody. The analysis thus serves to provide suggestions for future toolkit creators and users on how to meaningfully adopt the toolkit format in AI ethics work without overselling its transformative potential.

Proceedings of the AAAI/ACM Conference on AI Ethics and SocietyVol. 7
University of Cambridge (GB)
Openalex Percentile: Top 75%
Ethics and Social Impacts of AI
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.