Engineered 3D markerless motion capture infrastructure and computer vision annotation pipelines using KinaTrax and high-speed camera arrays to extract continuous kinematic coordinates and ball seam orientation.

Conducted original biomechanical research producing two working papers: modeled pitcher delivery decoupling and timing disruption run values, and benchmarked situational swing adjustability across counts using counterfactual distributions.

Directed pitch-design research modeling how physical traits (velocity, spin, movement) drive Stuff+ metrics; built automated Shiny dashboards to translate bullpen data into mechanical targets.

Operated, calibrated, and maintained hardware and tracking systems, including TrackMan, KinaTrax motion capture, Edgertronic cameras, and Synergy Sports video feeds.

Synthesized BATS, TruMedia, and optical tracking data into advanced scouting reports and tactical cards to inform in-game pitch selection and deployment.

Calibrated stadium TrackMan optical tracking hardware and maintained daily SQL data-ingestion pipelines across the 2025 season.

Architected interactive R/Shiny scouting dashboards automating daily advance reports and player evaluation cards for coaches.

Communicated real-time tactical adjustments and opposing spray charts from the dugout, contributing to an 18–7 run and the team’s first playoff berth since 2021

Captured real-time play-by-play data with BANJO software for Rice Owls Football home games, including events, penalties, scores, and player involvement for scouting analysis

Monitored and accurately mapped live events to the game clock for holistic post-game evaluation

Collaborated with scouts to analyze complex plays and game situations to arrive at actionable conclusions and recommendations.