Analytics Advantage

Analytics Advantage: Advanced NHL Metrics and Predictive Fantasy Strategy
Welcome to the Analytics Advantage, the home of data-driven fantasy hockey at DobberHockey. In the modern era, winning a championship requires looking beyond the box score. This category is dedicated to the study of advanced NHL metrics—including Corsi, Fenwick, PDO, and Expected Goals (xG)—to identify the underlying trends that dictate future performance.

Decoding the Data
Curated by our resident data expert Stas Pupkov, the Analytics Advantage provides a filtered look at the league’s most complex numbers:

Regression Analysis: Identifying players whose current production is unsustainable due to outlier shooting percentages or “puck luck” (PDO).

Deployment Metrics: Analyzing offensive zone starts (oZS%), quality of competition (QoC), and time on ice (TOI) to find hidden value.

Predictive Modeling: Using advanced counting stats to forecast breakouts before they appear on the standard scoring leaders list.

Goalie Analytics: Deep-dives into High-Danger Save Percentage (HDSV%) and Goals Saved Above Expected (GSAx) to find reliable anchors for your crease.

Powered by Frozen Tools
The Analytics Advantage leverages the massive data engine of Frozen Tools. By translating raw NHL data into clear, strategic advice, we help you eliminate the guesswork from your roster management. Whether you are looking for a trade-high candidate or a diamond-in-the-rough waiver add, our analytical approach ensures your decisions are backed by logic and math.

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Analytics Advantage: Edvinsson’s Usage; Finnie’s Multi-Category Appeal; Mantha’s Efficiency; Olofsson’s Varying Value, and More

By Stas Pupkov|2025-10-31T07:32:37-04:00October 31st, 2025|Analytics Advantage|

This week’s standouts mix skill efficiency with strong deployment trends — whether it’s a playmaker finally surrounded by talent, a rookie converting hustle into offense, or a veteran rediscovering form through simplified usage. Player Data is from Natural Stat Trick with Yahoo roster percentages via Frozen Tools. Line combinations and power-play deployment via Daily Faceoff [...]

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Analytics Advantage: Hot Starts for Gauthier, Heineman, Malkin, Mercer, and Walman

By Stas Pupkov|2025-10-27T11:46:56-04:00October 27th, 2025|Analytics Advantage|

Early slates often expose who’s winning the per-minute battle. This week’s five standouts share a theme: elite efficiency paired with usage that’s either already strong or clearly trending up. From Cutter Gauthier’s sophomore leap to Evgeni Malkin’s age-38 playmaking clinic, these profiles highlight where per-60 production and deployment intersect to create actionable fantasy edges. How [...]

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Analytics Advantage: Early-Season Usage for Neighbours, Nazar, Tomasek, Cuylle, and More

By Stas Pupkov|2025-10-17T06:37:37-04:00October 17th, 2025|Analytics Advantage|

The opening stretch of the season is where opportunity hides in plain sight. Ice-time bumps, new linemates, and early coaching tweaks can swing fantasy value fast — especially for players who’ve stepped into bigger roles right out of camp. These eight names have turned heads with sustainable usage or production through mid-October. Some will stick. [...]

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Analytics Advantage: Great Early Roles for Coronato, Bolduc, Rinzel, Iafallo, Norris, and More

By Stas Pupkov|2025-10-09T06:30:00-04:00October 9th, 2025|Analytics Advantage|

The opening week of the season always brings opportunity. Injuries, new line combos, and early experimentation have pushed several players into premium roles — some temporary, others potentially season-shifting. These 10 low-rostered names have landed in fantasy-friendly spots to start 2025–26. Some will stick. Some will fade. But this is when savvy managers get ahead [...]

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Analytics Advantage: Early Success and Upside Potential for Bedard, Michkov, Celebrini, and Coronato

By Stas Pupkov|2025-10-02T07:14:35-04:00October 2nd, 2025|Analytics Advantage|

The 2025–26 season is shaping up as a test case for how different kinds of young talent translate in fantasy hockey. Connor Bedard has already proven he can drive play on a weak Chicago roster, piling up elite per-60 production despite a below-average shooting percentage and limited support. Matvei Michkov enters Philadelphia with a chance [...]

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Analytics Advantage: Nikolaj Ehlers Poised For Career Year in Carolina

By Stas Pupkov|2025-09-25T07:42:10-04:00September 25th, 2025|Analytics Advantage|

For years, Nikolaj Ehlers has been one of the NHL’s most efficient scorers on a per-minute basis, but limited usage in Winnipeg kept his totals capped in the 60-point range. Carolina changes that equation. Early preseason looks have him alongside Sebastian Aho and Seth Jarvis on the top line, with top power play duties as [...]

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Analytics Advantage: Potential Bust and Breakout Performers in Multi-Category Leagues

By Stas Pupkov|2025-09-18T07:36:53-04:00September 18th, 2025|Analytics Advantage|

This week’s Analytics Advantage takes a different angle: using percentile ranks to compare players not just by points, but across the full set of fantasy-relevant categories. By scaling per-60 production and peripherals to position-specific percentiles, we can see who truly separates from the pack in goals, assists, shots, hits, blocks, and ice time. From there, [...]

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Analytics Advantage: The NHL’s Changing Landscape Across Goal Scoring, Shots, and Efficiency

By Stas Pupkov|2025-10-05T18:11:05-04:00September 11th, 2025|Analytics Advantage, The Analytics Advantage|

This week’s edition zooms out from individual player trends to the league itself. Over more than a century of NHL history, the numbers tell a clear story: the game changes in eras, not in a straight line. Scoring booms, defensive clamps, rule resets, and modern surges all leave their fingerprints on league-wide rates. The line [...]

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Analytics Advantage: Fantasy Upside for New Acquisitions in Marner, Ehlers, Zegras, Dobson, and More

By Stas Pupkov|2025-09-05T05:48:38-04:00September 5th, 2025|Analytics Advantage|

This week’s edition shifts focus to player movement. With several notable names landing on new teams this offseason, the question for fantasy managers is how those skill sets translate in a different environment. To dig in, I’m leaning on all-situations, per-60 rates compared against position-specific league averages. This strips out raw ice time inflation and [...]

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Analytics Advantage: Shot and Goal Locations for Specialists Like Zach Hyman, Tyler Bertuzzi, Tage Thompson, Roman Josi, and More

By Stas Pupkov|2025-08-21T05:54:39-04:00August 21st, 2025|Analytics Advantage|

Building on last week’s MoneyPuck work, I tightened the visuals and focused them on location. The shot maps now use a Kernel Density Estimation (KDE) overlay to show where shot volume piles up, and the scatter layer marks every goal with a cleaner legend (game state + shot type). The range is the last three [...]