League Insights
What 5,100+ games and 27 divisions tell us about how youth hockey changes as kids grow up — from age 8 through 14.
Power Play Evolution by Age
The power play becomes twice as important as kids get older. At age 8, barely 1 in 15 goals comes on the PP. By age 13, it's nearly 1 in 6.
At age 8-9, a power play barely matters — less than 9% of goals. By age 13, it's nearly double. Interestingly, kids convert at similar rates (14-16%) at every age except 8 (10.5%). The real difference? Older kids take more penalties, creating more chances. Special teams coaching pays off more as kids mature.
Discipline and Physicality
Penalty minutes per game increase steadily with age as players get bigger, faster, and more physical.
Don't panic if penalty minutes go up as your kid ages — it's the league-wide trend. From 7.9 PIM/game at age 8 to 15.3 at age 13, penalties nearly double. Players get stronger, check harder, and compete more physically. Age 14 actually dips slightly, suggesting older players learn discipline.
Scoring by Age and Tier
Games get tighter as kids get older and as the competition level rises. Both age and tier compress scoring.
| Division | Goals/Game | Vibe |
|---|---|---|
| Age 9 Gold | 9.9 | Wild, wide-open |
| Age 10 Gold | 8.5 | High-scoring |
| Age 10 Elite | 6.6 | Structured |
| Age 12 Platinum | 6.4 | Balanced |
| Age 13 Platinum | 6.2 | Tight checking |
| Age 14 Platinum | 5.8 | Defensive battles |
If your 9-year-old's games feel like basketball — that's normal. Nearly 10 goals per game at Age 9 Gold. By age 14, goaltending and defensive systems cut that almost in half. Moving up a tier has the same effect: Elite divisions play like an older age group in terms of scoring.
Tier Effect on Special Teams
At the same age, higher-tier divisions see a bigger share of goals coming on the power play. Better players exploit the man advantage more effectively.
At the Elite level, special teams matter more — 13.6% of goals vs. 8.7% at Gold, same age group. Higher-skilled players are better at moving the puck on the power play and exploiting the extra space. If your kid is moving up a tier, expect special teams to play a bigger role in game outcomes.
Do Penalties Predict Winners?
We tested whether adding power play % and penalty minutes to our prediction model would improve accuracy. The answer? No.
A good power play means more goals — and our model already sees those goals. Adding PP% as a separate input is double-counting. There IS an interesting wrinkle though: teams with a high PP% score more against physical, high-PIM opponents (more power play chances). But those physical teams also suppress even-strength scoring, which cancels it out. The final score already captures everything.