Insights · Youth hockey series
Three short papers on why so many minor hockey seasons stop being fun and stop challenging players, why it keeps happening, and what would have to change.
One league, one season · 275 teams, U11 to U18
The other 128 of 275 teams either won nearly every game or lost nearly every game. A season like that is rarely much fun for either bench, and it happens far more often than it should.
Each paper stands on its own. Read together, they move from what a mismatched season feels like, to why it happens, to what a better-designed league needs.
What happens when games stop being fun and stop challenging players
The season every hockey family recognizes, the league-wide numbers behind it, why it repeats, and what a better season would look like.
Why competitive imbalance persists year after year
How evaluator judgment, bubble kids at the tier lines, and fixed regional tier counts combine to build imbalance into rosters before the first game.
The structural conditions for stronger seasons in youth hockey
Three conditions a league has to meet for meaningful competition to form consistently, and how a league can tell whether it is meeting them.
The papers are short, plain, and free. They are meant to start conversations, not close them.
Association boards
Who set team counts in the spring and answer the emails in November.
Evaluators and evaluation leads
Who give their September evenings and want their judgment to count fairly.
Regional tier-setters
Who apply one structure across associations that are never quite alike.
Parents and coaches
Who recognize the quiet room after a 7 to 0 game, in either direction.
Max Analytics was started by people who care about two things in minor hockey: fair evaluations and competitive games. We believe the two are connected. If a paper matched your season, or you think we have it wrong, either one is a good reason to write.