About Me
As Head Student Manager and Data Analyst for UCLA Baseball, I combine my Statistics and Data Science education with hands-on experience to create analytical tools that drive performance improvement. My work spans all aspects of baseball analytics, from pitcher evaluation and sequencing strategy to offensive analysis and defensive metrics.
During the 2025 season, I served as a Baseball Analytics Intern for the Yarmouth-Dennis Red Sox of the Cape Cod Baseball League, where I developed daily reporting systems used by coaches for in-game decision making. I specialize in translating complex Trackman data into clear, actionable insights through custom R programming and machine learning techniques.
Baseball Analytics Projects
A collection of R-based analytical tools designed to evaluate player performance using Trackman data and advanced statistical methods. Each project combines technical expertise with baseball insights to provide actionable intelligence for coaching and player development.
Pitch Type Classifier
Machine learning-powered R Shiny application for automated pitch type classification using hierarchical XGBoost models, featuring 4D outlier detection, intelligent arsenal correction, and interactive data cleaning interface.
Machine Learning ApplicationPitcher Outing Analysis
Comprehensive R-based report analyzing individual pitcher outings, providing detailed performance metrics and visualizations to evaluate game-by-game effectiveness.
Post-Game ReportSeasonal Pitcher Performance
Season-long analysis examining pitcher performance trends, including opponent-specific metrics to identify strengths and areas for improvement.
Pitcher Season AnalysisTrackman Pitcher Evaluation
Advanced analytics leveraging Trackman data to evaluate pitcher mechanics, pitch characteristics, and overall effectiveness.
Trackman Pitcher EvaluationPitch Similarity Analysis
Comparative study analyzing NCAA pitches with similar characteristics to target pitchers, providing benchmarking data and performance expectations based on historical outcomes.
Comparative AnalyticsPitch Sequencing Effects
Strategic analysis of pitch sequencing patterns using Trackman data to identify optimal pitch combinations and sequencing strategies for maximizing effectiveness.
Sequencing Strategy AnalysisDaily Hitting Evaluation
Daily performance reports for team hitters utilizing Trackman data, designed for rapid assessment and immediate feedback to support in-season player development.
Offenseive Performance TrackingCatcher Performance Metrics
Specialized evaluation system for catchers using Trackman data, assessing receiving skills, game-calling effectiveness, and defensive contributions.
Defensive AnalyticsHitter Performance Analysis
Comprehensive individual hitter evaluation using Trackman data to analyze swing mechanics, plate discipline, and overall offensive production.
Offensive AnalyticsLet's Connect
I'm always eager to discuss baseball analytics, collaborate on projects, or receive feedback on my work. Whether you're a coach, analyst, or fellow baseball enthusiast, I'd love to hear from you.