Governance of Automated Decisions
What regulators can require, what they can verify, and the distance between the two.
5 papers
2026
Auditing Automated Decision Systems Without Access to the Model
Suresh Venkatasubramanian, A. Researcher, B. Collaborator
2025
On the Limits of Statistical Parity as a Governance Standard
Suresh Venkatasubramanian, C. Coauthor
What Regulators Can Verify: A Formal Account of Algorithmic Disclosure
Suresh Venkatasubramanian, D. Colleague
2023
Toward Enforceable Standards for Automated Decision Systems
Suresh Venkatasubramanian
Written for a policy audience rather than a technical one.
2019
Fairness and Abstraction in Sociotechnical Systems
Andrew D. Selbst, danah boyd, Sorelle A. Friedler, Suresh Venkatasubramanian, Janet Vertesi
Introduced the five abstraction traps now standard in the fairness literature.