Footnotes

AfterQuery

• Designed edge-case scenarios to benchmark financial AI models
• Compared model outputs against optimal solutions to identify reasoning failures
• Ranked in the top 5% of all analysts based on approval rates and performance for complex data generation

Social Network Information Diffusion Model

• Predictive ODID model to simulate viral misinformation spread on social media
• Processed 3M+ user votes and 1.7M friendship links from the Digg platform
• TF-IDF-based response matrix + customized diffusion kernel
• Top-k methodology reduced computational overhead of diffusion operator by 90%+

Coca-Cola Consumer Sentiment Forecasting

• Web-scraping pipeline for consumer sentiment data from SERP API, Twitter, and Reddit
• VADER NLP and LDA Topic Modeling, optimizing forecasting by 43%
• Real-time supply chain and marketing decisions for Coca-Cola using AWS SQS and PostgreSQL

Gene Drive Mosquito Population Model

• Stochastic population dynamics model simulating a gene drive sterilization program on mosquito populations
• 99.5% accuracy validated against data published in Nature Biotechnology
• Presented findings at a symposium using R for visualization

University of California, Berkeley

Expected May 2028 · Berkeley, CA

Archbishop Mitty High School

• GPA: 4.7/4.0 · SAT: 1570
• Undergraduate Distinction Awards – History, English, Science Departments