On the Role of Control in Auditing Risk Prediction Tools

Published: 05 Jul 2024, Last Modified: 05 Jul 2024Causal@UAI2024 PosterEveryoneRevisionsBibTeXCC BY 4.0
Keywords: algorithm audit, risk prediction, control
Abstract: This paper explores the role of individual agency in algorithmic risk predictions. By comparing the relative control individuals have over various features used for risk prediction to the predictive relevance of these features, we formalize an audit procedure to assess the usability of risk prediction in practice.
Submission Number: 29
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