Notes From the workbench
This page collects both quantitative and qualitative projects tools I’ve built, questions I’ve explored, and ideas I’m still refining. On the quantitative side, you’ll find code-driven work in finance, probability, and market modeling. On the qualitative side, I dive into platform economics, business structures, and the thinking behind the numbers. Together, they reflect how I approach markets: with structure, curiosity, and care.
An independent analysis of Pinterest’s monetization strategy, focused on the disconnect between engagement growth and ad revenue in the UCAN region. The project explores how user behavior, product rollout timing, and regional ad dynamics shape platform-level yield
A data tool that analyzes monthly airline delay patterns using public datasets and visualizes trends in on-time performance. Built to explore how operational reliability varies by carrier and season, and how such metrics might reflect underlying cost structures or efficiency signals.