Academic and professional work showcasing financial analysis, data science, AI workflows, and investment strategies
Automated ESG PDF search and Scope 1–3 extraction for analyst workflows
Built a production-style ESG document pipeline for a Fitch-like credit research workflow. “WITCH FOR FITCH” automates discovery and analysis of ESG PDFs and drastically reduces analyst time spent finding and extracting Scope 1–3 emissions data.
Multi-agent GPT system for scalable résumé screening and job matching
Designed an AI-driven careers workflow under the “Red Circle Consulting” concept. The system automates résumé parsing, job matching, and outreach to help students and early-career candidates find roles faster while reducing recruiting overhead.
LightGBM model for default prediction and portfolio loss reduction
Built a credit risk model on Lending Club loan data to quantify default risk and translate model performance into real portfolio impact, focusing on profit, loss reduction, and fairness considerations.
Buy-side research on Gap Inc. within a real-money student portfolio
Served as a Student Equity Analyst in UIC’s Advanced Investment Management course, covering the Consumer Goods sector and contributing to buy-side decisions for a live, real-money portfolio.
Brand and campaign buildout for a mission-driven apparel initiative
Led a student consulting-style project for BWYB, a clothing initiative focused on unity and diversity. The work combined brand storytelling, campaign design, and visual collateral to support both for-profit and non-profit objectives.