Different frameworks. Better sports analysis.
Some of the most useful tools for understanding sport came from outside sport. Beyond the Metric applies them to hockey and endurance sport, then keeps only what survives real testing.
For coaches, researchers, and serious fans who have outgrown the standard analytics conversation.
The Lost Step
When a veteran fades, the scouts say he has lost a step. The NHL now measures how fast every player skates, and we used five seasons of it to check.
The Lost Step
When a veteran fades, the scouts say he has lost a step. The NHL now measures how fast
The Momentum Illusion
Carolina scored three goals in 39 seconds and the whole sport called it momentum. We checked 477 playoff goals to see if momentum is real, or just memory.
The GSAx Paradox
The analytics community's preferred goaltending metric is less reliable than the one it was designed to improve. 550 consecutive-season pairs across 18 years explain why.
Part 1
What Shot Entropy Actually Measures
Eight seasons. 633,318 shots. One finding survived every statistical correction. Several others collapsed.
Part 2
The Concentration Trap
Why the NHL's Most Disciplined Offenses Are Its Worst
Part 3
The Colorado Problem
What the Best Team in Hockey Tells Us About the Limits of Any Single Metric
The .930 Mirage
1,869 goalie-seasons. 18 years. The year-to-year correlation for save percentage is r = 0.33. Only 11% of the variance is real. The rest is a mirage.
The Autonomic Frontier
Biathlon’s Hidden Dimension
The Screening Test
17 drafts. 4,006 picks. One question: how good is the screening decision?
The Restoring Force
What the 180 Seconds After a Goal Against Actually Look Like
New analyses when they are worth reading.
No schedule. No filler. Just original sports analytics, transparent methodology, and findings that survived real scrutiny.
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