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The goaltending sample size problem is worse than you think

Save percentage needs several seasons to stabilise. Teams make eight-figure decisions on half of one.

The Crease Desk — September 17, 2026 — 1 min read

2025 10 31 Dresdner Eislöwen gegen Löwen Frankfurt (Deutsche Eishockey Liga 2025 26) by Sandro Halank–136
Sandro Halank, Wikimedia Commons · CC BY-SA 4.0

Goaltending is the highest-leverage position in hockey and the hardest to evaluate, for a purely statistical reason: the signal takes years to separate from the noise.

How long stabilisation takes

Even-strength save percentage needs a very large number of shots before a goaltender’s true talent dominates the observed number. In practice that is more than a full season of starts, and by some estimates considerably more.

A goaltender can post an elite number over thirty starts through variance alone. A good goaltender can post a poor number over the same span for the same reason.

What teams do anyway

Contracts get signed on partial seasons. Starters get pulled after bad months. The pattern is predictable: a strong contract year, a long-term deal, and regression to something near the career average — which was always the better estimate.

What helps

Career averages weighted toward recent seasons beat single-season numbers almost always. Goals saved above expected converges faster than raw save percentage because it strips out some variance in shot difficulty. Workload context — a goaltender facing a high rate of high-danger chances is being judged on a harder job.

The practical read

When a goaltender has an unusually good or bad season, the base case is that next season lands closer to his career norm. That is not a bold prediction; it is what the distribution says.

Reported at ESPN and TSN; analysis ours.

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