Portfolio

1. Apr 2026

   Market sentiment and attention driven algorithmic trading strategy

   Bachelor's final project. Designs and tests an algorithmic trading strategy on SPY ETF (2015–2024) driven by market sentiment and attention indicators (VIX, SKEW, Google Trends SVI), processed via machine learning.

   Passed with excellent results.

   • Python
   • Pandas
   • scikit-learn
   • Google Trends
   • LSEG Workspace

   View project

2. Jul 2025

   Analysis of the Impact of Sentiment on Stock Market Volatility

   Explores the relationship between market sentiment and S&P 500 volatility using Google SVI, financial news sentiment, and the VIX index.

   Part of MUNI Datathon 2025.

   • Python
   • Pandas
   • Statsmodels
   • scikit-learn

   Source

3. Jan 2025

   Factors Affecting the Prices of Used Porsche 911s

   OLS multiple regression analysis of used Porsche 911 prices based on web-scraped data from an online car marketplace, identifying key determinants of market value.

   My first hands-on experience with real data and applied econometrics.
   I picked up Python along the way, with some help from AI.

   • Python
   • Pandas
   • Statsmodels
   • BeautifulSoup

   Source

4. Oct 2024

   Inventory Report for a Textile E-commerce Store

   An Excel report tracking stock levels, minimum order quantities, and reorder alerts for a textile e-commerce warehouse.

   Built back when you couldn't just vibe code an end-to-end analytics platform with Claude :)

   • Excel
   • Power Query