Motion-blurred skater in a Vegas Golden Knights sweater
Preview · CGY at VGK

The Golden Knights are the model's lean over the Flames — with PDO regression in play

Written from the numbers

The read

Edited for clarity
◆ By the ModelOct 15, 9:11 AMEdited for clarityDrafted from NHL play-by-play by Backcheck's model, worded for clarity by an AI editor that may not change a number. Nobody at Backcheck was at the rink. How this works

Vegas is the model's pick over Calgary, and the projection is Calgary 2.8, Vegas 3.5. The case for the Golden Knights rests on how they play. The case against them rests on luck.

The lean

The model gives Vegas a 61% chance to win, and the main reason is how the Golden Knights control the 5v5 play that leads to goals. Their share of expected goals, meaning the goals a shot-quality model says a team should create, is the clearest gap in the table below. Shot attempts are nearly even, so the difference is in what the chances are worth, not how many there are.

Form

Vegas is also the hotter team by points pace, going 6-2-0 through its eight games. Calgary is at minus-17 in goal differential over six games.

Season 5v5 numbers

MetricCalgaryVegas
Expected goals share46.9%57.3%
Shot attempts share53.9%54.4%
Shooting plus save percentage (PDO)0.9101.004

Regression

Calgary's shooting plus save percentage is running cold, and the model expects positive regression. That is the main risk to the pick. If the Flames' finishing and goaltending improve, their results should follow the chances they are already getting.

Goaltending

The goalie matchup is D. Wolf against A. Hill. D. Wolf has allowed 5.4 more goals than his shots should have allowed over four games, with an 83.9% save percentage. A. Hill has allowed 0.5 more goals than expected over three games, with a 90.3% save percentage. Over this small sample, the gap between the two starters is wider than the gap in team play.

Data: NHL API, Backcheck xG model

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The game, as it happens

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Once the puck drops, every goal and every shot lands here as it happens — the scorer, the clock, and the shot map with the replay — straight from the league's feed. The desk writes the recap after the final horn.

Win probability

The model's lean

VGK 61%
61%
VGK
Model favorite
39%
61%
CGY50VGK

VGK by 22 points of win probability — a clear lean. Projected score CGY 2.8–3.5 VGK; 16% chance it's tied after 60.

Source · Backcheck Poisson projection · season scoring rates
New to these numbers?

This is a preview, so every number on it is about form and rates — what each club has been doing, not what it will do tonight.

The strip above is the model's lean, built from each side's chance creation and prevention, goaltending, rest and home ice. It is not a betting line and nobody here is telling you to wager on it. Full glossary →

Win prob
How often this matchup ends in a win for that club, over many simulated tries. It is a lean, not a prediction — 60% teams lose plenty.
xGF/60
Expected goals a club creates per sixty minutes of play — its scoring-chance rate, independent of how many games it has played.
xGA/60
The same rate for chances it gives up. Lower is better.
PDO
Shooting % plus save % — a luck gauge that drifts back toward 1.000. Well above it flags a club that has been running hot.
Season rates · 5v5

Tale of the tape

NHL stats API · our xG
CGY← edge
edge →VGK
46.9%57.3%
53.9%54.4%
2.933.49
3.322.61
2.003.63
4.832.50
0.9101.004

VGK holds 6 of 6 process categories — and the luck row (0.910 vs 1.004) says VGK has been getting the bounces, which tends not to last.

Source · NHL stats API + our xG · 5v5
Form · Last 6–8
CGY
1-5-0
-17 GD · 1d rest
VGK
6-2-0
+10 GD · 1d rest
0.910
CGY PDO
Luck gauge · drifts to 1.000
1.004
VGK PDO
Luck gauge · drifts to 1.000
What decides it

Keys to the game

TACTICAL

The Golden Knights own the underlying play

The Golden Knights own the underlying play — 57.3% 5v5 xG vs 46.9%.

TACTICALVGK

The model's clear lean

The Golden Knights project at 61% win probability.

WARNINGCGY

Regression watch: Flames

The Flames' PDO is 0.910 — running cold, due for positive regression.

Weight the underlying numbers over the recent results.

Where the edges live
  • The Golden Knights own the underlying play — 57.3% 5v5 xG vs 46.9%.
Regression watch
  • The Flames' PDO is 0.910 — running cold, due for positive regression.
Things to watch
  • The Golden Knights own the underlying play — 57.3% 5v5 xG vs 46.9%.
  • Goalie matchup: D. Wolf (-5.4 GSAx in 4 GP, 83.9% SV) vs A. Hill (-0.5 GSAx in 3 GP, 90.3% SV).
  • The Golden Knights are the hotter team by points pace (6-2-0 over their 8 games so far).
  • The Flames are underwater at -17 goal differential over their 6 games so far.
  • The Flames' PDO is 0.910 — running cold, due for positive regression.
Last game's lineup · confirmed at warm-up

Lineups

NHL box score
CGY
vs ANA · Tue, Oct 13
Expected in goal
D. Wolf
1 day rest.920 last start59:39 played
Backup Devin Cooley · -4.0 GSAx this season
Forwards · 12
  • M. Backlund21:10
  • M. Frost13:40
  • Y. Sharangovich17:18
  • R. Strome13:38
  • M. Coronato17:09
  • J. Castagna10:52
  • A. Klapka08:30
  • A. Suniev13:12
  • M. Tsyplakov09:37
  • M. Pospisil13:25
  • J. Farabee20:22
  • M. Gridin14:16
Defence · 6
  • K. Bahl23:07
  • Z. Parekh13:30
  • Z. Whitecloud24:16
  • Y. Kuznetsov18:50
  • J. Middleton18:13
  • S. Nemec19:55
VGK
vs NSH · Tue, Oct 13
Expected in goal
A. Hill
1 day rest.929 last start60:00 played
Backup Carter Hart · +1.0 GSAx this season
Forwards · 12
  • J. Eichel17:54
  • M. Gatcomb11:14
  • B. Howden15:29
  • T. Connelly14:00
  • N. Dowd13:21
  • R. Lavoie13:11
  • B. Bowman14:20
  • T. Hertl14:27
  • I. Barbashev16:10
  • M. Stone16:38
  • W. Karlsson15:22
  • M. Marner15:24
Defence · 6
  • B. McNabb18:27
  • R. Andersson19:24
  • J. Lauzon21:09
  • N. Hanifin19:31
  • S. Theodore21:51
  • D. Coghlan16:08

Lineups are the players who dressed in each club's last game, with their minutes; clubs confirm tonight's at warm-up. Every player this preview names was in that lineup.

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