
Panos Ipeirotis
Professor of Information, Operations and Management Sciences at NYU Stern School of Business who researches data science, AI, and human-AI collaboration and ran experiments with AI-mediated oral assessments.
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Mar 12, 2026 • 33min
AI broke take-home assignments. Can it fix them too?
Panos Ipeirotis, NYU Stern professor who studies data science, AI, and human-AI collaboration, discusses AI-run oral assessments. He explains replacing take-home checks with AI interviewers that probe understanding. Topics include automated grading via an LLM council, student reactions and fairness, scaling short oral checks, practical design tips, and limits of AI-driven assessment.


