Welcome to Penalty Box Tech
Advanced standings, stats, and ratings for amateur hockey leagues. We go beyond wins and losses to give teams, coaches, and fans a clearer picture of where every team actually stands.
Standings
Live division standings updated weekly, including all four rating systems side by side so you can compare how teams rank across different methods.
Scores & Schedule
Recent game results and upcoming matchups for every league. See who played, the final score, and what’s on the schedule next.
Player Stats
Skater and goalie leaderboards across all divisions. Points, goals, assists, save percentages — everything you need to track individual performance.
Four Rating Systems
We run KRACH, PairWise, NPI, and SRS independently on every division. Each answers a different question about team quality — together they tell the full story.
Why four ratings?
No single ranking system tells the whole story. Win-loss records miss how dominant a team is. Margin-of-victory ratings can be skewed by schedule difficulty. Strength-of-schedule ratings depend on who you’ve played. By publishing KRACH, PairWise, NPI, and SRS side by side, you can see where teams consistently rank across all methods — and spot the cases where systems disagree.
New to the ratings? Visit How Our Ratings Work for plain-language explanations of each system, or Comparing Ratings to learn which one is best for different questions.