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Evolving-Hockey

@evolving-hockey.com

Your home for advanced NHL statistics on the web | Subscribe: https://evolving-hockey.com/subscribe/ | Created by @evolvingwild.evolving-hockey.com | Social run by @shawnferris98.bsky.social

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Latest posts by Evolving-Hockey @evolving-hockey.com

Preview
Episode 174: Trade Deadline Recap (2026) - Evolving Hockey Podcast The 2026 Trade Deadline is over, and we're here wondering whether it happened at all. We spent the entire episode evaluating all the trades and drama, picking winners and losers, talking Sabres, recom...

The 2026 Trade Deadline is over, and we're here wondering whether it happened at all. We spent the entire episode evaluating all the drama, picking winners and losers, talking Sabres, recommitting to the Wild, and contemplating cassette tape collecting.
www.buzzsprout.com/1836821/epis...

10.03.2026 09:57 πŸ‘ 6 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Screenshot of the big board presented in the linked article. Cap hit range is league minimum to $8M (John Carlson), all metrics are positive except the last three players in points. 

Top 20 players shown: 
Charlie Coyle
Dylan Holloway
John Carlson
Michael Bunting
Nick Blankenburg
Jason Dickinson
Ilya Mikheyev
Trevor Zegras
Bobby McMann
Matias Maccelli
Nicholas Robertson
Cole Perfetti
Nick Foligno
Bobby Brink
Philipp Kurashev
Mackie Samoskevich
Mathieu Joseph
Pavol Regenda
Shakir Mukhamadullin
Justin Barron

Screenshot of the big board presented in the linked article. Cap hit range is league minimum to $8M (John Carlson), all metrics are positive except the last three players in points. Top 20 players shown: Charlie Coyle Dylan Holloway John Carlson Michael Bunting Nick Blankenburg Jason Dickinson Ilya Mikheyev Trevor Zegras Bobby McMann Matias Maccelli Nicholas Robertson Cole Perfetti Nick Foligno Bobby Brink Philipp Kurashev Mackie Samoskevich Mathieu Joseph Pavol Regenda Shakir Mukhamadullin Justin Barron

TRADE DEADLINE 2026!

Our annual preview and objective-data-analysis-exercise for the NHL trade deadline is live. Check it out!

evolving-hockey.com/blog/evolvin...

04.03.2026 11:14 πŸ‘ 23 πŸ” 0 πŸ’¬ 1 πŸ“Œ 3
Preview
Episode 172: Olympic Finale! - Evolving Hockey Podcast Unfortunately, the Olympics are over. The Twins spent the last week binge-watching Olympic sports while Shawn just watched the hockey. We spent the majority of the episode discussing the hockey medal ...

Unfortunately, the Olympics are over. The Twins spent the last week binge-watching Olympic sports while Shawn just watched the hockey. We spent the majority of the episode discussing the hockey medal rounds, USA vs. CAN, curling, jingles, and all-nighters.
www.buzzsprout.com/1836821/epis...

24.02.2026 11:18 πŸ‘ 4 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
Preview
Episode 171: The Olympics! - Evolving Hockey Podcast We're a big Olympics podcast now. We know all the sports and have great opinions about all of them. We spent the first half discussing everything that's happened, but really we just talked about curli...

We're a big Olympics podcast now. We know all the sports and have great opinions. We spent the first half discussing everything that's happened, but really we just talked about curling. Later, we chatted about (disappointing USA men's) hockey. The Olympics rock.

www.buzzsprout.com/1836821/epis...

17.02.2026 10:54 πŸ‘ 14 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
Preview
Episode 170: Olympic Previews - Evolving Hockey Podcast Alright - the title might be a bit misleading. After (another) week break we're back to discuss bad arenas, Olympic problems, classic

Alright - the title might be a bit misleading. After (another) week break we're back to discuss bad arenas, Olympic problems, classic "bad" hockey players, and brain health. There's definitely some NHL discussion in here - I promise.

www.buzzsprout.com/1836821/epis...

03.02.2026 11:23 πŸ‘ 5 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
Episode 169: Messed Up Times and Josh Doan - Evolving Hockey Podcast We're back after a week break due to some [things]. We spent the first half discussing a few recent trades, bad teams in the West, and a surprise Goalie Fight. Later we chatted about favorite colors, ...

We're back after a break due to [things]. We spent the first half discussing recent trades, bad teams in the West, and a surprise Goalie Fight. Later we chatted about favorite colors, The Twins being right about the Peterka trade, and shows we haven't watched yet.
www.buzzsprout.com/1836821/epis...

20.01.2026 11:48 πŸ‘ 6 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
Episode 168: Olympic Rosters and Expected Goals - Evolving Hockey Podcast Various countries announced their Olympic Rosters this past week before we could get to talking about our predictions, however, we still have a lot of thoughts. Before we dug into them, we first chatt...

Various countries announced their Olympic Rosters this past week before we could get to talking about our predictions, however, we still have a lot of thoughts. Before we dug into them, we first chatted extensively about Expected Goals and modeling problems.
www.buzzsprout.com/1836821/epis...

06.01.2026 12:02 πŸ‘ 4 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
Episode 167: The Holiday Spirit - Evolving Hockey Podcast We're back after an unplanned Holiday break, and we all really felt like talking. We spent the first half discussing The Holidays, geography, and The Red Wings. Later we discussed the Blue Jackets and...

We're back after a quick break, and we all really felt like talking. We spent the first half discussing The Holidays, geography, and the Red Wings. Later we chatted about Columbus and Zach Werenski, ancient YouTube videos, and standardized tests for some reason.
www.buzzsprout.com/1836821/epis...

30.12.2025 11:26 πŸ‘ 5 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
Preview
Episode 166: Quinn Hughes - Evolving Hockey Podcast One of the biggest mid-season trades in recent memory just occurred, and it happened to involved our favorite team: The Minnesota Wild. We spent the first half discussing all things Hughes. Later we a...

One of the biggest in-season trades in recent memory just occurred, and it happened to involve our favorite team The Minnesota Wild. We spent the first half discussing all things Hughes. Later we analyzed the Sabres' recent GM change and the Skinner/Jarry Equation.
www.buzzsprout.com/1836821/epis...

16.12.2025 10:46 πŸ‘ 7 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

We aim to please

09.12.2025 21:38 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
Episode 165: The Best Modern Teams and Russian Basements - Evolving Hockey Podcast It's December, and the Avalanche are still destroying everyone. We spent the first half discussing the Avs in relation to the modern "greats" and moved on to hypothetical Russian basement dwellers. La...

It's December, and the Avalanche are still destroying everyone. We spent the first half discussing the Avs in relation to the modern "greats" and moved on to hypothetical Russian basement dwellers. Later we chatted about hockey rink dimensions and "circle math".
www.buzzsprout.com/1836821/epis...

09.12.2025 10:46 πŸ‘ 5 πŸ” 1 πŸ’¬ 2 πŸ“Œ 0
Preview
Episode 164: Trying to Figure it All Out - Evolving Hockey Podcast Just like everyone else, we're trying to figure out what the hell is going on with the NHL this season... in general just overall. We spent the first half doing exactly that (it's figured out now). La...

Just like everyone else, we're trying to figure out what the hell is going on with the NHL this season. We spent the first half doing that (it's figured out now). Later we discussed incredible pump-up songs, Scott Stapp, a more optimal league environment, and TRL.

www.buzzsprout.com/1836821/epis...

02.12.2025 11:55 πŸ‘ 7 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
S.J @ COL, 2025-11-16 - S.J 18.5% - 81.5% COL. Almost mirror reverse images of underlying shot metrics

S.J @ COL, 2025-11-16 - S.J 18.5% - 81.5% COL. Almost mirror reverse images of underlying shot metrics

Oh boy, here we go!

26.11.2025 12:37 πŸ‘ 14 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Due to some data issues with yesterday's games we were not able to update the site with Nov 17th's data (other than game projections for Nov 18th). This will hopefully be fixed for tonight's daily update. We apologize for any inconvenience.

18.11.2025 11:21 πŸ‘ 10 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
Episode 163: Parity and The Problematic Atlantic - Evolving Hockey Podcast The Atlantic Division has been all over the place for 20 games, so we took the opportunity to investigate each division relative to our preseason expectations. We discussed the odd Canadiens, bad Leaf...

The Atlantic has been all over the place, so we took the opportunity to investigate each division relative to our preseason expectations. Later we hinted at some early Awards picks and tried to get Shawn to watch a movie.

www.buzzsprout.com/1836821/epis...

18.11.2025 10:36 πŸ‘ 5 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
Episode 162: The Ducks, Age, and Astrology - Evolving Hockey Podcast We're well into the NHL season at this point, which means it's time for us to meander. We spent the entire episode discussing the surprising teams AND the unfortunate teams, young people and old playe...

We're well into the NHL season, which means it's time for us to meander. We spent the entire episode discussing surprising teams AND unfortunate teams, young people and old players, our updated fantasy tools, and McDavid's astrology info. This was a blast.

www.buzzsprout.com/1836821/epis...

12.11.2025 10:12 πŸ‘ 5 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Screenshot of the Under/Over performing fantasy projections page on Evolving Hockey. Top 5 skaters shown: 

Leo Carlsson 
Cutter Gauthier
Macklin Celebrini
Connor Bedard 
Marcus Johansson

Screenshot of the Under/Over performing fantasy projections page on Evolving Hockey. Top 5 skaters shown: Leo Carlsson Cutter Gauthier Macklin Celebrini Connor Bedard Marcus Johansson

Our in-season Fantasy Projection tools have been updated for the '25-26 season! These include under/over performing estimates as well as rest-of & end-of season projections.

Glossary: evolving-hockey.com/glossary/fan...

Link: evolving-hockey.com/stats/fantas...

10.11.2025 12:03 πŸ‘ 8 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
Preview
Episode 161: Spooky Season - Evolving Hockey Podcast It's Halloween, and Shawn wants nothing to do with it. We spent the first half discussing spooky teams, standout goalies, and teammate combos. Later we chatted about scary movies, superstitions, injur...

It's Halloween, and Shawn wants nothing to do with it. We spent the first half discussing spooky teams, standout goalies, and teammate combos. Later we chatted about scary movies, superstitions, injuries, and early awards picks.

www.buzzsprout.com/1836821/epis...

04.11.2025 11:23 πŸ‘ 5 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
Episode 160: Wins Above Replacement and "Bad" Jeserys - Evolving Hockey Podcast GAR, xGAR, and RAPM data is now up on the site for the '25-26 season! We spent the first half talking about statistical models and jerseys that are actually awesome. In the second half we discussed su...

GAR, xGAR, and RAPM data is now up on the site for the '25-26 season! We spent the first half talking about statistical models and jerseys that are actually awesome. In the second half we discussed surprising teams, road maps, and feeling very old.
www.buzzsprout.com/1836821/epis...

28.10.2025 09:20 πŸ‘ 7 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
RAPM chart from Evolving Hockey for Connor McDavid, '25-26. EV xGA/60 and CA/60 are both over 2 standard deviations above the positional mean. All powerplay components are well-above average.

RAPM chart from Evolving Hockey for Connor McDavid, '25-26. EV xGA/60 and CA/60 are both over 2 standard deviations above the positional mean. All powerplay components are well-above average.

## Announcement ##

All GAR, xGAR & RAPM data (along with QoT/QoC data) is now updated on the site for the '25-26 season!

We're a little early this year, so please have fun but also be safe. That said: McDavid for Selke?

27.10.2025 11:12 πŸ‘ 14 πŸ” 2 πŸ’¬ 1 πŸ“Œ 1
EH Win Probability Chart: MTL at EDM - Oilers gave up 4 unanswered goals before eventually coming back to win 6-5

EH Win Probability Chart: MTL at EDM - Oilers gave up 4 unanswered goals before eventually coming back to win 6-5

EH Win Probability Chart: CAR at COL - CAR led most of the game before giving up 2 goals and going to the shootout... where they won 5-4

EH Win Probability Chart: CAR at COL - CAR led most of the game before giving up 2 goals and going to the shootout... where they won 5-4

EH Win Probability Chart: S.J at NYR - multiple lead changes before S.J won in OT 6-5

EH Win Probability Chart: S.J at NYR - multiple lead changes before S.J won in OT 6-5

The teams went a little crazy yesterday

24.10.2025 11:27 πŸ‘ 11 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
Episode 159: Way-Too-Early Takes - Evolving Hockey Podcast Week 2 of the '25-26 NHL season is on record and it's way too early to glean anything from 5 games - we're doing it anyway. We spent the first half discussing the Ducks and early-season relative-to-te...

Week 2 of the '25-26 NHL season is on record and it's too early to do anything with 5 games - we're doing it anyway. We spent the first half discussing the Ducks and relative-to-teammate stars and later talked about traded players on new teams (and Point Break).
www.buzzsprout.com/1836821/epis...

21.10.2025 09:23 πŸ‘ 6 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Okay awesome! Don’t know what happened there, but please let us know if it happens again.

18.10.2025 08:35 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Sorry we missed this - are you still having issues with this?

17.10.2025 03:38 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
EH Standard Team Tables Page - team stats at 5v5 (score & venue adjusted)

Ducks leading in CF% (2 games played, 61.31%)

EH Standard Team Tables Page - team stats at 5v5 (score & venue adjusted) Ducks leading in CF% (2 games played, 61.31%)

It's pretty clear who the best team in the NHL is... it's the Ducks, obviously.

14.10.2025 22:43 πŸ‘ 21 πŸ” 3 πŸ’¬ 4 πŸ“Œ 1
Preview
Episode 158: Technical Difficulties - Evolving Hockey Podcast The Sabres are 0-3, Josh is 0-1 in fantasy, and Shawn is in Florida; we embraced all of these issues and powered through it all. We did actually have numerous technical issues, but we rolled with the ...

The Sabres are 0-3, Josh is 0-1 in fantasy, and Shawn is in Florida; we embraced all of these issues and powered through it. We did have numerous technical issues, and rolled with the punches. Week 1 is in the books, and we spent the whole episode talking about it.
www.buzzsprout.com/1836821/epis...

14.10.2025 09:58 πŸ‘ 7 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

There's been some problems with our team point projection processes for the start of the season. Hopefully I'll have this fixed in a day or two. I know people desperately want to know how much the Sabres have dropped, but we'll all have to wait.

13.10.2025 11:14 πŸ‘ 17 πŸ” 1 πŸ’¬ 2 πŸ“Œ 0

That's a super cool idea, but it would require quite a lot of backend work for us to make it feasible... Thinking about it more, I think it might not exactly be possible for us to implement with our current framework. But I'll add it to the list of things for us to possibly do!

11.10.2025 07:42 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
EH Win Probability Chart: CGY at EDM

EDM went up 3-0 at the middle of the 2nd period, CGY scores 3 unanswered goals to tie and then wins in the shootout

EH Win Probability Chart: CGY at EDM EDM went up 3-0 at the middle of the 2nd period, CGY scores 3 unanswered goals to tie and then wins in the shootout

EH Win Probability Chart: L.A at VGK

L.A goes up 3-1 by the end of the 2nd, but VGK score 2 goals to tie. 4 total more goals are scored and L.A wins in the shootout

EH Win Probability Chart: L.A at VGK L.A goes up 3-1 by the end of the 2nd, but VGK score 2 goals to tie. 4 total more goals are scored and L.A wins in the shootout

There were a couple wild games out west

09.10.2025 05:39 πŸ‘ 11 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
EH Standard Team Tables Page after 2025-10-07 games

EH Standard Team Tables Page after 2025-10-07 games

We're so back

08.10.2025 10:28 πŸ‘ 20 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0