Brady Tkachuk is on pace for one of the greatest season in analytics history

JetsFan815

Registered User
Jan 16, 2012
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24,263
The guy is averaging 1.84 xGoals/60... that's insane, no one this season is even close. Matthews is a distant 2nd at 1.37/60. Tkachuk is on pace to break Ovechkin's record of the best stats in this metric at 1.81 in the 08-09 season.

Esp impressive that he's doing it on such a bad team where just getting the puck to the areas that give you good expected goals is a herculean task in itself, let alone getting those shots off.
 

GHJimmy

We made it here.
Mar 30, 2018
1,109
935
He'll eventually slow down and have slump, like any other player in the league (most)
 

Henkka

Registered User
Jan 31, 2004
31,205
12,195
Tampere, Finland
The guy is averaging 1.84 xGoals/60... that's insane, no one this season is even close. Matthews is a distant 2nd at 1.37/60. Tkachuk is on pace to break Ovechkin's record of the best stats in this metric at 1.81 in the 08-09 season.

Esp impressive that he's doing it on such a bad team where just getting the puck to the areas that give you good expected goals is a herculean task in itself, let alone getting those shots off.

Tkachuk is ~4 goals goals behind (has scored 6 total goals) of that 10.18 of total expected.

Matthews has scored ~10 goals more (18 total) than his expected 8.09.

Just statistical variation or is there something flawed how these are count?
 
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Uncle Scrooge

Hockey Bettor
Nov 14, 2011
13,521
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Helsinki
Im at the point with advanced stats that i just look at them and this is my brain:

56800934ec3c4a29423515ef70593c19.gif


Confused at first, then interested for a second... but then i realize:

giphy.gif
 

Guttersniped

I like goalies who stop the puck
Sponsor
Dec 20, 2018
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Tkachuk is ~4 goals goals behind (has scored 6 total goals) of that 10.18 of total expected.

Matthews has scored ~10 goals more (18 total) than his expected 8.09.

Just statistical variation or is there something flawed how these are count?
Take a look at each players’ shooting percentages and on ice shooting percentages. That’s the variation and it’s man made.
 

613Leafer

Registered User
May 26, 2008
12,827
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Tkachuk is ~4 goals goals behind (has scored 6 total goals) of that 10.18 of total expected.

Matthews has scored ~10 goals more (18 total) than his expected 8.09.

Just statistical variation or is there something flawed how these are count?

Expected goals doesn't take into account the quality of the shot/shooter, whether there was traffic in front of the net, whether it was a one-timer that the goalie had to slide over for, etc.

So it's a better metric than strictly shots, but still flawed.
 

iCanada

Registered User
Feb 6, 2010
18,940
18,362
Edmonton
Tkachuk is ~4 goals goals behind (has scored 6 total goals) of that 10.18 of total expected.

Matthews has scored ~10 goals more (18 total) than his expected 8.09.

Just statistical variation or is there something flawed how these are count?

They don't take into account player skill. It's just a cumulative number of shots you fire on net multiplied by a percentage chance to score depending on the location of the shot based on League averages.

You'll always see some players over perform and underperform these numbers. And it's the players that over perform them that are better. The reality is, if you let me and Ovechkin shoot the puck from his office 10 times, he likely scores more than I hit the net. But our expected goals outcome would be the same.

Like most of hockey's analytics, there is an underlying assumption that all players are equal that is patently false. I'd rather have a guy who generates one chance a game and scores on it every time than a guy who generates 15 but doesn't score. But analytics would tell you the second guy "is better" and "effects the game more."
 

Boom Boom Apathy

I am the Professor. Deal with it!
Sep 6, 2006
48,337
97,762
Title of the thread is analytics in a nutshell to me.


And I really like the kid.

Yeah. The problem is how people use and interpret the data. I've spent a lot of my prior career doing failure life modeling of electronic components. I've seen so many cases where people can draw conclusions from data or use pieces of the data to see what they want to see, vs. recognizing what the data is saying, or understanding that the models have limitations and error bars.

In hockey, there is no single 'advanced' stat that can accurately reflect how a player is doing, particularly over a short time frame. In fact, there aren't even a collection of stats that can be the "be all, end all". On the flip side, the "eye test" also has limitations because we all have built in biases which affect how we view and interpret things, no matter how much we think we are unbiased. We also many times only see high lights that the NHL/TV networks choose to show us to make our assessments. Analytical data is useful, but it has to be used as a whole (not 1 stat) in conjunction with the "eye test" to really get value.

IIRC, Francis commented on this during his time at GM. I'm paraphrasing, but he said something to the effect of: "We use analytics to both confirm what we see, and point out things that maybe we don't see"
 

Bomber0104

Registered User
Apr 8, 2007
15,056
6,902
Burlington
The expected goals model heavily rewards shots close to the net.

Brady lives in front of the net looking for deflections and garbage goals (pretty much as close as it gets to the net) so it's not hard to figure out why the model grossly exaggerates how many goals he's "expected" to score.

I'm optimistic one day these stats might actually mean something.
 

nobody

Registered User
Aug 8, 2017
3,723
3,304
They don't take into account player skill. It's just a cumulative number of shots you fire on net multiplied by a percentage chance to score depending on the location of the shot based on League averages.

You'll always see some players over perform and underperform these numbers. And it's the players that over perform them that are better. The reality is, if you let me and Ovechkin shoot the puck from his office 10 times, he likely scores more than I hit the net. But our expected goals outcome would be the same.

Like most of hockey's analytics, there is an underlying assumption that all players are equal that is patently false. I'd rather have a guy who generates one chance a game and scores on it every time than a guy who generates 15 but doesn't score. But analytics would tell you the second guy "is better" and "effects the game more."

So you're saying that you would rather take Connor McDavid over Zach Hyman? You must be a crazy person.
 
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