Domain: Sports Analytics
Statistical analysis of athletic performance, team strategy, game outcomes, and player valuation
Sports Performance
Statistical analysis of team performance, Elo ratings, and win probability in professional sports. Tests domain-agnosticism with a deliberately non-academic domain.
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Domain: Sports Analytics
Statistical analysis of athletic performance, team strategy, game outcomes, and player valuation
Level: micro
Overview
4
Constructs
3
Engines
Constructs
win_probability
Win ProbabilityEstimated probability of winning a game given current state, capturing pre-game expectations and in-game dynamics
elo_rating
Elo RatingSkill rating of a team based on results against rated opponents, updated after each game using a transfer function
offensive_efficiency
Offensive EfficiencyPoints or runs scored per possession or opportunity, measuring a team's ability to convert opportunities into scoring
defensive_efficiency
Defensive EfficiencyPoints or runs allowed per possession or opportunity, measuring a team's ability to prevent opponent scoring
Engines
ols_regression
logistic_regression
random_forest
Tags
topic
Details
Installation
Install this PAX into your Praxis instance:
praxis_import_pax("sports-performance.pax.tar.gz", install=True)