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AFTER CERTAINTY

Person

Ben Hutchinson

Researcher on responsible machine learning and model documentation practices including model cards.

Why this matters

Hutchinson helps teams externalize model limits—transparency that survives handoff between builders and users.

Focus in observatory

Works

article

Model Cards for Model Reporting.

Mitchell, Margaret, Simone Wu, Andrew Zaldivar, Parker Barnes, Lucy Vasserman, Ben Hutchinson, Elena Spitzer, Inioluwa Deborah Raji, and Timnit Gebru. "Model Cards for Model Reporting." *Proceedings of the Conference on Fairness, Accountability, and Transparency (FAccT)*, 220-229. https://doi.org/10.1145/3287560.3287596.

Related books

Book

Coupling

Cohesion, Consequence, and the Architecture of Responsibility

A practical framework for seeing where systems are tightly joined, where they drift apart, and how those coupling choices shape accountability over time.