Armchair Hockey Scout

Ask the book

2023-24 edition Ask a direct question about this edition of the book — who, how many, how common, which group more — and it is answered with a table computed on this page from the edition’s index: the season line, height and age, the on-ice percentiles, the grades and the traits read out of every report. Ask for a view on named players — what a comparison comes down to, what makes a man — and you get the book’s reading of their own pages, and only those. The model turns your question into a query and phrases the result, or reads the pages it is handed; it never originates a figure, and an answer carrying a figure that is on neither the table nor the pages is withheld. It does not forecast, and it says so when a question is outside what the book holds.

Tables are computed on this page from the 2023-24 edition’s index; readings rest on the players’ own pages; the model never counts. Twenty questions an hour.

Calgary Flames

Pacific Division, Western Conference · 22 reports in the 2023-24 edition.

This is the 2023-24 edition — an archived read, written from that season alone. Read the 2026-27 club page →

The club

2022-23 · 82 games · 188 for, 223 against

How it played

Shot attempts share, five-on-five
57.4% 2nd of 32
Expected goals share, five-on-five
55.2% 3rd of 32
Power play expected goals per sixty
6.33 30th of 32
Penalty kill expected goals allowed per sixty
7.39 20th of 32

Where the record lies

Finishing goals scored above what the chances were worth
-4.8 24th of 32
Goaltending goals prevented beyond what the chances allowed were worth
-17.5 26th of 32

Calgary Flames got 17.5 fewer saves than the chances they faced warranted — 18 goals of the record that the underlying play does not explain, and it regresses.

Roster shape

Points-weighted, so these are the ages and origins of the production rather than of the sweaters.

Average age
28.4
weighted by points
From 33 and up
11.4%
of skater points
From under 26
18.6%
of skater points
Homegrown
36.2%
drafted by this club
Continuity
72.3%
of last season's five-on-five minutes

The read

the numbers, and the eye

Second in the league in shot-attempt share, third in chance share, third on the penalty kill — and a .892 in the crease, which is why it missed the playoffs.

Who this names 11 of 22 on the roster · 47% of their five-on-five minutes details

Both columns above are searched, and a name counts on the same terms the page links it: in full always, by surname only when one man in the edition wears it. Nothing here says who ought to be named — only who was, so the weighting can be seen rather than guessed at.

Not named here: Rasmus Andersson, Blake Coleman, Dillon Dube, Walker Duehr, Dennis Gilbert, Jonathan Huberdeau, Nazem Kadri, Andrew Mangiapane, Jakob Pelletier, Adam Ruzicka, MacKenzie Weegar.

What the Quant Says

38-27-17, 93 points, 15th in the league and fifth in the Pacific. Calgary did not make the playoffs.

260 goals for, 19th. 252 against, 13th. Second in the league in shot-attempt share, 3rd in chance share, 6th at creating chances at even strength, 4th at suppressing them and 3rd on the penalty kill.

At five-on-five: 182 goals scored against 186.8 expected, and 169 conceded against 151.5. The finishing was 24th at minus-4.8 and the goaltending 26th at minus-17.5. Twenty-two goals lost by two departments on a club that was top-five in everything else.

Jacob Markstrom posted an .8923 one season after a .922 and a Vezina nomination. Dan Vladar posted an .8921. Two goaltenders and one save percentage.

Chris Tanev held the fourth-highest chance share in this book. Mikael Backlund was at 60.5 per cent at 34 and is now the captain.

Yegor Sharangovich, Jordan Oesterle, A.J. Greer and Dryden Hunt arrive. Tyler Toffoli, Milan Lucic, Trevor Lewis and Michael Stone do not.

Elias Lindholm, Noah Hanifin, Chris Tanev and Nikita Zadorov are all approaching the end of their contracts on a club that has just missed the playoffs with elite underlying numbers. That is the worst position in hockey to be in: too good to sell, not good enough to buy.

What the Scout Says

Second in the league at everything before the shot, and a save percentage that put it fifteenth.

Calgary took 57.4 per cent of the shot attempts at five-on-five, second in the league, and finished fourth at suppressing chances and third on the penalty kill. Both of its goaltenders finished on .892.

The roster is very good and it is about to come apart. Four defencemen and a first-line centre are approaching free agency at once, on a club that has just proved it can outplay almost anybody and not win.

The roster

Evidence 0 Full 20 Light 2 No record

No measured season behind two of them: Jacob Markstrom and Dan Vladar. Their pages carry an older stat line and a judgment, and nothing from 2022-23.

4

Rasmus Andersson

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

D · Calgary Flames

Forty-nine points and twenty-four minutes a night, and 3.57 miles a game at the 50th percentile in top speed.

11

Mikael Backlund

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

C · Calgary Flames

The 98th percentile in five-on-five share at thirty-four, in a fifteenth season with one club.

20

Blake Coleman

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

LW · Calgary Flames

The 96th percentile in five-on-five share, and thirteen goals of scoring that never arrived.

DD

Dillon Dube

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

C · Calgary Flames

The 97th percentile in sprints and the 96th in top speed, on a club's third line.

71

Walker Duehr

Evidence behind this report: Light. Thinner than most: part of the record is missing, only 271 five-on-five minutes. The page is honest about what it has, but it is a smaller sample than the book's norm.

RW · Calgary Flames

Undrafted, seven goals in twenty-seven games, and no evidence that it means anything.

8

Dennis Gilbert

Evidence behind this report: Light. Thinner than most: part of the record is missing, only 265 five-on-five minutes. The page is honest about what it has, but it is a smaller sample than the book's norm.

D · Calgary Flames

Ninety-five per cent of his shots from beyond forty feet, and twenty-seven penalty minutes in twenty-three games.

18

A.J. Greer

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

LW · Calgary Flames

A hundred and fourteen penalty minutes in sixty-one games, in nine minutes a night.

15

Noah Hanifin

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

D · Calgary Flames

The 98th percentile in top speed, twenty-two minutes a night, and thirty-eight points.

10

Jonathan Huberdeau

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

LW · Calgary Flames

A hundred and fifteen points in Florida, fifty-five in Calgary, and the 23rd percentile in top speed.

15

Dryden Hunt

Evidence behind this report: Light. Thinner than most: part of the record is missing, only 295 five-on-five minutes. The page is honest about what it has, but it is a smaller sample than the book's norm.

LW · Calgary Flames

Three goals, no assists in thirty-seven games, and the second-lowest distance covered of any forward in this book.

91

Nazem Kadri

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

C · Calgary Flames

Fifty-six points and a minus-19, on a club whose ice he was better than.

28

Elias Lindholm

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

C · Calgary Flames

Sixty-four points and ten power-play goals, on a club that was second in the league in shot attempts and missed the playoffs.

26

Andrew Mangiapane

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

LW · Calgary Flames

A sixth-round pick, 5-10, 95 goals in 342 games, and the 93rd percentile in five-on-five share.

25

Jacob Markstrom

Evidence behind this report: No record. No five-on-five record — Markstrom did not play a measured season. Everything on the page is an older line and a judgment.

G · Calgary Flames

A .922 and a Vezina nomination one season, an .892 the next, on a club that was second in shot attempts.

82

Jordan Oesterle

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

D · Calgary Flames

Undrafted, 349 games, and the second percentile in top speed.

11

Jakob Pelletier

Evidence behind this report: Light. Thinner than most: part of the record is missing, only 290 five-on-five minutes. The page is honest about what it has, but it is a smaller sample than the book's norm.

LW · Calgary Flames

Five-foot-ten, 172 pounds, twenty-four games, and the fourth percentile in shot velocity.

83

Adam Ruzicka

Evidence behind this report: Light. Thinner than most: part of the record is missing, only 440 five-on-five minutes. The page is honest about what it has, but it is a smaller sample than the book's norm.

C · Calgary Flames

Six-foot-four, twenty points in forty-four games, and the tenth percentile in shot velocity.

17

Yegor Sharangovich

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

C · Calgary Flames

Thirteen goals after twenty-four, and a change of club that nobody asked for.

8

Chris Tanev

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

D · Calgary Flames

Undrafted, 717 games, the 99th percentile in five-on-five share, and one goal.

80

Dan Vladar

Evidence behind this report: No record. No five-on-five record — Vladar did not play a measured season. Everything on the page is an older line and a judgment.

G · Calgary Flames

An .892 in twenty-seven games, which is exactly what the man he backs up posted.

52

MacKenzie Weegar

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

D · Calgary Flames

The 96th percentile in five-on-five share, four goals on 160 shots, and a seventh-round pick who plays twenty-one minutes.

91

Nikita Zadorov

Evidence behind this report: Light. Thinner than most: part of the record is missing. The page is honest about what it has, but it is a smaller sample than the book's norm.

D · Calgary Flames

Six-foot-seven, 255 pounds, 576 career penalty minutes, and fourteen goals.

How they were used

2022-23 · 82 games

Measured from shift charts at five-on-five, not projected. Units are built from the strongest partnership outward and ordered by how much they were used; the percentage is the share of the first player’s five-on-five ice time spent alongside each linemate. A low number means the club never settled on a combination. Players who have gone are marked — either to another club, or off an NHL roster altogether, which covers retirement and an unsigned summer alike.

Forwards

Second line

Third line

Fourth line

Defence

First pair

Second pair

Third pair

D Michael Stone off the roster 29%

Goaltending

By games played

G Dan Vladar 27 GP
G Dustin Wolf 1 GP