A Validity Perspective on Evaluating the Justified Use of Data-driven Decision-making Algorithms

no code implementations • 30 Jun 2022 • Amanda Coston, Anna Kawakami, Haiyi Zhu, Ken Holstein, Hoda Heidari

This work seeks to center validity considerations in deliberations around whether and how to build data-driven algorithms in high-stakes domains.

Decision Making

Improving Human-AI Partnerships in Child Welfare: Understanding Worker Practices, Challenges, and Desires for Algorithmic Decision Support

no code implementations • 5 Apr 2022 • Anna Kawakami, Venkatesh Sivaraman, Hao-Fei Cheng, Logan Stapleton, Yanghuidi Cheng, Diana Qing, Adam Perer, Zhiwei Steven Wu, Haiyi Zhu, Kenneth Holstein

AI-based decision support tools (ADS) are increasingly used to augment human decision-making in high-stakes, social contexts.

Decision Making