USC Mathematics Department
Undergraduate Researcher
Los Angeles, CA
2025
- Advisor: Zixiang Zhou
- Investigated the Spielman-Teng Conjecture in Singular Value Decomposition (SVD).
- Applied Random Matrix Theory to analyze high-dimensional noise filtration in machine learning datasets.
USC Marshall School of Business
Research Assistant
Los Angeles, CA
2024
- Advisor: Rodney Ramcharan
- Applied convex optimization techniques to multi-dimensional dynamic policy systems.
- Engineered propensity score matching (PSM) algorithms to estimate causal impact of social policies across 120 districts.
USC Mathematics Department
Undergraduate Researcher
Los Angeles, CA
2024
- Advisor: Yunjie Fan
- Developed measure-theoretic frameworks for stochastic control problems.
- Focused on optimization in Markov Decision Processes (MDPs) under uncertainty.
UC Berkeley Haas School of Business
Research Assistant
Berkeley, CA (Remote)
2021 — 2022
- Advisor: Ganesh Iyer
- Studied Behavioral Economics and Utility Theory applications in public health messaging.
- Modeled decision-making processes to combat vaccine hesitancy using game-theoretic incentives.