Research & Analysis

Lake-backed Swedish studies and public-league analytical notes — all in one Research feed. Prefer pieces marked as MotherDuck-sourced when you need citable numbers.

Conference Finals 2026 Power Play and Penalty Kill: Which Teams Convert Pressure Into Goals and Which Collapse Under It

May 28, 2026

PP% is a lagging indicator. Zone entry rate on the power play and back-to-back PK goals are the leading signals that actually predict Conference Finals outcomes. Here is the 2026 data for all four teams.

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Power play deployment analytics in NHL Conference Finals 2026

May 28, 2026

PP deployment data, zone entry types, and unit construction for Conference Finals 2026. Why deployment volume and controlled entry rate predict power play performance better than PP% alone.

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5v5 possession when trailing in Conference Finals 2026: how teams chase games and what the data shows

May 27, 2026

Trailing-state 5v5 analytics for Conference Finals 2026 — xGF% when behind, offensive zone time recovery, and which teams can actually chase games versus which ones collapse structurally under score pressure.

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Offensive Zone Entry Methods in Round 2 2026: Carry-Ins vs Dump-and-Chase by Conference Semifinal Team

May 10, 2026

Zone entry data through the first three games of the 2026 Conference Semifinals reveals a clear split: Edmonton leads all teams at 57% carry-in rate while Boston operates at 64% dump-in. Here is what the data shows and what it means for each series.

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Defensive Zone Exits in Round 2: Which Conference Semifinal Teams Are Breaking Pucks Out Cleanly?

May 9, 2026

Zone exits determine who controls the game in May hockey. Here is how all eight Conference Semifinal teams are breaking out under forecheck pressure — with controlled exit rates, failed exit analysis, and team-by-team breakdowns.

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Norris Trophy 2026: Dahlin vs. Makar vs. Werenski Through a Defensive Lens

May 8, 2026

The Norris Trophy conversation defaults to points, but the award is for greatest all-round ability. Here is how Makar, Dahlin, and Werenski compare on the defensive side using 5v5 rate metrics, zone entry prevention, and defensive GAR.

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