Cross-platform analysis comparing artist popularity between Spotify and YouTube. Built a SQLite database from two APIs, calculated engagement metrics including views-per-listener ratio and average views per video, and created visualizations for the top 25 artists. Conducted at University of Michigan for SI 206.
Statistical analysis of 10,000 records across 20 countries exploring whether coffee consumption impacts stress, sleep, and BMI. Applied chi-squared testing, OLS regression, and XGBoost classification with SHAP feature importance. Key finding: sleep hours, not coffee, was the strongest stress predictor. SI 385 at University of Michigan.