Hockey Analysis, War on Ice and the future of stats sites

The big news in the online Hockey Analytics community yesterday, aside from the Ottawa Hockey Analytics Conference, was the Andrew Thomas announcement that will be shutting down in the upcoming months. Although in many respects War on Ice was a competitor to my site ( and it was also a great site that was developed for different reasons and served a different purpose. My sites were developed by…

January 17, 2016

What baffles me most in hockey analytics

I am always astonished by how much I get critiqued about shot quality and whether it exists or not and whether it is important or not. I get even more criticism if I ever bring up the idea that defenders can have an ability to boost save percentage. To me this is the most baffling thing I have come across in hockey analytics. Let me explain why. I would hazard a…

January 14, 2016

Are you adequately accounting for Shot Quality in your Expected Goals model?

The other day on twitter I questioned whether an existing expected goals model by @DTMAboutHeart adequately accounted for shot quality. This tweet it seems prompted a response from the Hockey Graphs crew in which they all take turns downplaying the importance or shot quality. We already know that the impact of shot quality (context + skill) is miniscule in comparison to other factors –pet bugs   The question to ask then…

January 13, 2016

Muzzin, Phaneuf, and the impact of roles on possession stats

The other day I wrote about what I hope for from hockey analytics in 2016. It largely focused on more investigation into the impact of coaching and specific roles players play have on individual statistics. For the most part hockey analytics has developed by looking at what team statistics correlate well with team success and then transferring those observations to player evaluation (i.e. Corsi correlates with winning so good players should…

January 8, 2016

Schenn, Jones, Weber and Sv%RelTM

I get criticized a bit (I might even say mocked) for suggesting that defensemen have the ability to influence their goalies save percentages. It surprises me some because to me the idea that defenders can’t is just a bit far fetched. A defender that turns the puck over a lot at key moments has to have a negative impact on his goalies save percentage. Conversely one who doesn’t would boost his…

January 6, 2016

My hope for Hockey Analytics in 2016

The last couple of years have been eventful for the hockey analytics community and hockey analytics has definitely gone main stream. The past year or so has seen some interesting developments including more investigation into shot quality (Scoring Chances by war on ice, expected goals from @DTMAboutHeart, etc.) , some interesting enhancements in goalie evaluation, and the passing project led by Ryan Stimson has shown some interesting results and could provide many…

January 4, 2016

Forward Usage and Stats by TOI Rank on Team

The other day I posted an article on evaluating defensemen by their ranking on their team. In this article I am going to do the same but for forwards and focus on the offensive side of the game. I grouped forwards in a similar way to how I grouped defensemen. Specifically, this is my methodology: I used 5v5close data to eliminate score effects I used data from the first two…

December 19, 2015

More on Evaluating Defense by Rank on Team

The other day I wrote a post on evaluating forwards and defensemen based on their rank on their team. The purpose of that post is to show the value in breaking down performance beyond just Corsi but into Corsi For/Against and shooting and save percentages. I wanted to expand on that by looking at past seasons to see if there are trends that emerge. In the previous post I ranked…

December 13, 2015

Forward vs Defense Player Evaluation

Today Travis Yost of put up an interesting post where he ranked forwards and defensemen based on their ice time with their team (1-12 for forwards and 1-6 for defensemen) and then looked at each group (1-12) average to see how the forwards performed. To illustrate this, I took the average Corsi% for every forward who led his team in 5-on-5 ice-time, then repeated the same through the twelfth forward….

December 10, 2015

More on anecdotes, evidence and Corsi

Last night Tyler Dellow criticized me for using ‘anecdotes’ to come up with an idea (not a conclusion or a proof, more of a hypothesis) that by improving Corsi it might have a negative impact on your shooting percentage. Also last night James Mirtle retweeted an April tweet of his looking at the relationship between possession and Corsi and it was retweeted several times. Here is that tweet: On the…

November 22, 2015