Michael Madaio

schoolMicrosoftbar_chart#5468 Global Rank

Total Papers

HCI Rank

#5468

Research Areas

Years Active

Recent Publications

Tinker, Tailor, Configure, Customize: The Articulation Work of Contextualizing an AI Fairness Checklist

Many responsible AI resources, such as toolkits, playbooks, and checklists, have been developed to support AI practitioners in identifying, assessing, and mitigating potential fairness-related harms. These resources are often designed to be general-purpose, to be applicable to a variety of use cases and contexts; howe…

CSCW '232nd AuthorAI Ethics

Seeing Like a Toolkit: How Toolkits Envision the Work of AI Ethics

Numerous toolkits have been developed to support ethical AI development. However, toolkits, like all tools, encode assumptions in their design about what work should be done and how. In this paper, we conduct a qualitative analysis of 27 AI ethics toolkits to critically examine how the work of ethics is imagined and h…

CSCW '221st AuthorData, Bias and Fairness; Data, Bias and Fairness

Assessing the Fairness of AI Systems: AI Practitioners' Processes, Challenges, and Needs for Support

Various tools and practices have been developed to support practitioners in identifying, assessing, and mitigating fairness-related harms caused by AI systems. However, prior research has highlighted gaps between the intended design of these tools and practices and their use within particular contexts, including gaps…

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