Pitch design, batted-ball modeling, scouting tools, and game-planning support.
+12% called-strike probability model lift
Pitch shape clusteringDefensive positioningOpponent scouting
- Active
- 0
- Archive
- 1
- Team
- 5
Representative workMLB Defensive Shift Analysis
Consulting for serve receive, lineup efficiency, rally outcomes, and opponent tendency reports through a 2-year partnership with UCLA men's and women's volleyball.
2.4k rallies tagged this year
Rotation efficiencyServe target mapsRally transition value
- Active
- 0
- Archive
- 0
- Team
- 3
Shot quality, lineup combinations, spatial tracking, and possession-level storytelling.
84k possessions modeled
Shot chartsLineup interaction effectsPlayer role similarity
- Active
- 2
- Archive
- 5
- Team
- 8
Representative workUCLA Women's Basketball Transfer Intelligence Report
Drive outcomes, coverage tendencies, win probability, and roster evaluation research.
312 formations classified
Fourth-down decisionsExplosive play preventionRecruiting evaluation
- Active
- 4
- Archive
- 0
- Team
- 11
Representative workNFL OT 4th Down Decision Engine
Match strategy, player development, and scouting work across three configurable programs.
3 programs
Point patternsServe plus-one valueOpponent scouting
- Active
- 1
- Archive
- 0
- Team
- 3
Representative workMachine Learning Based Playstyle Classification for NCAA Tennis Players
