Research Report: Comparative Goaltending Efficacy (2023-24 Season)
Inclusion Criteria
Restricted to goaltenders with a minimum of 15 Games Played during the 2023-24 season.
Primary Findings: The Season’s Elite
The following table represents the top 20 goaltenders for the 2023-24 season, ranked by their average standing across all five pillars.
| Rank | Player | Team | GP | Composite Score |
|---|---|---|---|---|
| 1 | Frederik Andersen | CAR | 16 | 1.0 |
| 2 | Laurent Brossoit | WPG | 23 | 3.1 |
| 3 | Thatcher Demko | VAN | 51 | 7.3 |
| 4 | David Rittich | LAK | 24 | 8.5 |
| 5 | Sergei Bobrovsky | FLA | 58 | 9.6 |
| 6 | Anthony Stolarz | FLA | 27 | 9.7 |
| 7 | Jonathan Quick | NYR | 27 | 10.4 |
| 8 | Connor Hellebuyck | WPG | 60 | 11.6 |
| 9 | Jeremy Swayman | BOS | 44 | 12.9 |
| 10 | Igor Shesterkin | NYR | 55 | 13.6 |
| 11 | Pyotr Kochetkov | CAR | 42 | 15.2 |
| 12 | Semyon Varlamov | NYI | 28 | 16.0 |
| 13 | Linus Ullmark | BOS | 40 | 16.4 |
| 14 | Jake Oettinger | DAL | 54 | 17.7 |
| 15 | Charlie Lindgren | WSH | 50 | 19.4 |
| 16 | Stuart Skinner | EDM | 59 | 22.2 |
| 17 | Adin Hill | VGK | 35 | 22.2 |
| 18 | Calvin Pickard | EDM | 23 | 24.2 |
| 19 | Cam Talbot | LAK | 54 | 24.7 |
| 20 | Ukko-Pekka Luukkonen | BUF | 54 | 25.5 |
Detailed Logical Analysis
1. The Andersen Perfect-Score Anomaly
Frederik Andersen’s Composite Score of 1.0 is the lowest possible value the methodology can produce — he ranks #1 in all five pillars. No other goaltender in any dataset we have produced has achieved a perfect-pillar profile. The result must be qualified: he played only 16 GP, the smallest qualifying sample of any top-five finisher across the era. The Composite faithfully captures what the data shows — Andersen was statistically perfect across every measured dimension during a partial season — while leaving the volume question explicit through his GP column.
2. Three Teams with Dual Top-10 Goaltenders
The 2023-24 season produces a structural signal not seen in prior single-season cuts: three franchises place both of their primary goaltenders inside the top 10. Carolina holds #1 (Andersen) and #11 (Kochetkov, just outside), with Florida placing Bobrovsky (#5) and Stolarz (#6), Winnipeg placing Brossoit (#2) and Hellebuyck (#8), and the New York Rangers placing Quick (#7) and Shesterkin (#10). The pattern foreshadows the more pronounced dual-tandem clusters that emerge in the 2025-26 season.
3. The Hellebuyck Vezina Profile
Connor Hellebuyck wins the Vezina Trophy this season but finishes the Composite at #8 (11.6). His pillar profile is consistent rather than dominant — #8 in WinRate, #16 in SO Rate, #5 in Svs/GA, #21 in LossRate, #8 in GA/W. The methodology recognizes him as a top-tier goaltender but ranks him below seven others whose lower-volume seasons produced more dominant cross-pillar averages. The result is the year’s clearest illustration of the volume-versus-efficiency trade-off the Composite is designed to expose.
Conclusions
The 2023-24 season produces both the methodology’s most extreme single goaltender finding (Andersen’s perfect Composite) and the year’s most consistent system-level signal (three dual-tandem teams). The Hellebuyck case continues the Vezina-Composite divergence pattern observed in 2022-23 with Ullmark — high-volume goaltenders whose reputational value exceeds their multi-pillar Composite ranking.
Thesis: The Limit of the Composite
The Perfect-Score Outlier
Andersen’s 1.0 Composite is the methodology’s mathematical floor. He cannot be ranked any higher by this model. The result raises a real question about sample-size handling — should a 16-GP sample be eligible for the same ranking as a 60-GP sample? — but the methodology is intentionally agnostic on volume above its 15-GP threshold. Andersen’s #1 finish reflects what the data shows; his GP column tells the rest of the story.
The Dual-Tandem Foreshadowing
Four teams in 2023-24 place two goaltenders in or near the top 10. The pattern is more dispersed than the explicit dual-top-10 clusters of 2025-26 (Colorado, Buffalo, Minnesota), but it shows the team-system signal building across the era. The system-quality variable that the Composite captures appears to be a cumulative phenomenon, not a one-season event.
The Vezina-Composite Repeat
For the second consecutive season, the Vezina winner does not lead the Composite. Hellebuyck (Vezina) ranks #8; Ullmark (2022-23 Vezina) ranked #4. The methodology does not contradict the awards — both are top-10 goaltenders by the Composite’s own measure — but it consistently identifies different #1s. The discriminating power of the multi-pillar model is most visible in years when reputation and balanced-pillar measurement diverge.
Final Conclusion
The 2023-24 season produces the methodology’s clearest mathematical floor (Andersen’s 1.0 Composite) and confirms the building system-level signals that culminate in 2025-26. Read alongside the prior seasons, the season demonstrates that the Composite is sensitive to extremes the traditional metrics blur over.