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Identify and mitigate unfair bias and indirect discrimination in data-driven decision-making
Identify and mitigate unfair bias and indirect discrimination in data-driven decision-making
Invited Talks
Invited Talks
Young Actuaries Conference, Actuaries Institute, 2025
Navigating The Future: Understanding AI Risk & Opportunities From An Actuarial Perspective, Institute and Faculty of Actuaries (IFoA), 2025
Understanding Bias in Actuarial Data-driven Decision Making, Society of Actuaries, 2025 (close to 700 attendees)
Model Risk Management and Ethical AI Adoption, International Actuarial Association, 2025
Implementations
Implementations
Software Packages
Consulting Service
Research Papers
Research Papers
The Discriminating (Pricing) Actuary (with Edward (Jed) Frees), NAAJ, 2023
Anti-discrimination Insurance Pricing: Regulations, Fairness Criteria, and Models (with Xi Xin), NAAJ, 2024
This paper won the inaugural Carol Dolan Actuaries Summit Prize, ASTIN Colloquium Best Paper Award, American Academy of Actuaries' Academy Award for Research, and North American Actuarial Journal Best Paper Award.
Welfare Implications of Fair and Accountable Insurance Pricing (with Hajime Shimao), 2024 (SSRN version)
Welfare Implications of Fairness Regulations in Insurance Cost Modeling: A Multi-Method Study (with Hajime Shimao and Warut Khern-am-nuai), 2025 (SSRN version)
Learning Fair Decisions with Factor Models: Applications to Annuity Pricing (with Junhao Shen, Yanrong Yang, and Ran Zhao), 2025 (arXiv version)
Marginal Fairness: Fair Decision-Making under Risk Measures (with Silvana M. Pesenti), 2025 (SSRN version / arXiv version)
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