Analytics Blog
Long-form analytical pieces — each one ties live tables and charts on the site back to a specific argument. New posts get added here as the questions come up.
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Goaltender of the Year 2025-26: A Case for Gwyneth Philips
Why Gwyneth Philips deserves Goaltender of the Year for the 2025-26 PWHL season.
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Defender of the Year 2025-26: Three Finalists, Three Different Cases
Jaques carries Vancouver with league-leading offense; Boston's Keller and Winn are statistically inseparable; and Montreal's Maggie Flaherty has a real case nobody made for her.
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Forward of the Year 2025-26: Numbers Don't Lie
A pragmatic case across production, play-making, on/off-ice xG, and faceoffs — and why Kelly Pannek leads nearly all of it.
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Billie Jean King MVP 2025-2026: Ann-Renée Desbiens, Aerin Frankel, or Kelly Pannek
Comparing the MVP finalists across positions — the two goalies head-to-head, then weighing Desbiens against Pannek for the award.