Through my first five games tracked of my womenβs college hockey model we have seen 24 goals on 23.55 expected goals so at this point I think Iβm done collecting data because this is probably the peak.
06.10.2025 20:55 β π 0 π 0 π¬ 0 π 0
I gave an entire conference talk on why this is, inherently, a less than optimal approach to any powerplay, let alone a powerplay featuring William Nylander and Austin Matthews.
24.09.2025 01:27 β π 1 π 0 π¬ 0 π 0
I gave a talk this summer at a coaches conference on distance shots in hockey and their incredibly low likelihood of actually being deflected and going in.
Let me tell you, the coaches love deflections.
16.09.2025 21:59 β π 2 π 0 π¬ 0 π 0
So a breakaway lapse being ~twice as costly in soccer relative to hockey feels intuitively right to me.
I wouldnβt be surprised if hockey saw twice as many of these plays on average as well.
16.09.2025 21:55 β π 2 π 0 π¬ 1 π 0
Makes total sense. Hockey just copies soccer but 7 years behind anyways so why would this be any different.
16.09.2025 21:52 β π 0 π 0 π¬ 1 π 0
Thank you for your service π«‘
Since goaltending error is probably incredibly subjective, is there a universal βthat canβt go inβ type of goal that happens relatively frequently?
I can think of a couple situations in hockey.
16.09.2025 21:44 β π 0 π 0 π¬ 1 π 0
Oh now thatβs a fun question, isnβt it. Do we have a soccer equivalent to the unscreened 50 foot wrist shot going straight in?
16.09.2025 21:42 β π 0 π 0 π¬ 1 π 0
Big chance breakaways in soccer simply have to be scored more than in hockey. I think NHL breakaways hover around 25-30% scoring percentage but Iβm less familiar with the soccer numbers
16.09.2025 21:39 β π 1 π 0 π¬ 2 π 0
An image that depicts the WHIMS model, that stands for The Women's Hockey Insight Model for Scoring
We're hoping that this research will be able to provide data defining how scaling hockey environments may support players and goalies.
As an added bonus, this award allows me to also continue our work in women's hockey, specifically in player development and evaluation, and scoring!
02.09.2025 13:10 β π 0 π 0 π¬ 0 π 0
In the past few years, there's been a lot of pushback against hockey governing bodies for trying to implement modifications to youth hockey. Meanwhile, hockey is one of the only major sports in the world that doesn't have a clearly defined and progressive development plan.
02.09.2025 13:10 β π 0 π 0 π¬ 1 π 0
Specifically, we want to know how decision making and actions change for young hockey players when we change the environment, conditions, and rules of the game. What happens to passing and scoring when we make the net smaller, or the ice smaller, or put fewer players in play.
02.09.2025 13:10 β π 0 π 0 π¬ 1 π 0
Ben is affiliated with Ontario Tech University, and his doctoral thesis is titled: Analyzing the impact of scaling on decision making, and development: An international comparative study in youth ice hockey.
Given that the new school year is starting, I'm thrilled to share that I was selected as part of the final class of SHRC Vanier Scholars! This scholarship supports our work on trying to better understand what the best development pathway is for young hockey players.
02.09.2025 13:10 β π 3 π 0 π¬ 1 π 0
Squeaking out an extra 0.002 on the AUC for every increase in distance we get from an updated version.
XGboost remains going brr
11.08.2025 22:06 β π 0 π 0 π¬ 0 π 0
Hello welcome to the Hudl experience how can I help you.
07.08.2025 21:35 β π 4 π 0 π¬ 0 π 0
I think itβs most entertaining when the same crowd forgets the importance of asking how pucks go in, in a thoughtful manner (e.g. David Clarkson).
04.07.2025 14:21 β π 1 π 0 π¬ 0 π 0
Nik Ehlers is worth a lot more than this but teams donβt like the way he looks when he backchecks and Iβm sure thereβs also something about βgritβ.
03.07.2025 21:29 β π 2 π 0 π¬ 0 π 0
A little bit of science published on Canada Day.
01.07.2025 12:58 β π 4 π 0 π¬ 0 π 0
Big summer Saturday over here where weβre drawing hockey practice drills for academic articles on team practice learning design.
Are 2 on 1s peer reviewed? Makes you think.
28.06.2025 19:12 β π 0 π 0 π¬ 0 π 0
Even if Mitch Marner goes to free agency as seems likely, the biggest prize will be Nik Ehlers:
26.06.2025 20:27 β π 73 π 13 π¬ 11 π 5
It brings me great joy when players enter outside of your colour βline qualityβ tiers.
The right skewed distribution of the best of the best rocks.
19.06.2025 21:03 β π 0 π 0 π¬ 1 π 0
I do all my work in R but have started with some Python things and oh boy does the tidyverse do an unbelievable amount of things simpler/easier/better than numpy and pandas.
09.06.2025 18:32 β π 0 π 0 π¬ 0 π 0
Any person with an expected goals model knows the feeling of having the game almost perfectly match the result.
A win for the numbers
07.06.2025 22:23 β π 0 π 0 π¬ 0 π 0
Had a ton of fun this past weekend sharing some of our research on goaltending, practice design, and team offensive tactics.
Bonus fun getting to speak about some of what I consider seminal work by @allthreezones.bsky.social and @hockeyviz.com
04.06.2025 19:20 β π 3 π 0 π¬ 0 π 0
Reading legends is important, who knew.
27.05.2025 19:38 β π 0 π 0 π¬ 1 π 0
Curious if we see weaker teams have goalies with more rebound chances given up (as Nashvilleβs slightly declined)?
27.05.2025 19:32 β π 0 π 0 π¬ 1 π 0
This is great Sean, thank you for bringing attention to it.
Goaltending behaviors and how we scale the game for younger goalies is the central topic of my PhD. Weβve just finished a case study and pilot project on it, and looking forward to getting the work in the hands of the public!
21.05.2025 16:25 β π 1 π 0 π¬ 1 π 0
I coach multiple children under 10 years old who are better skaters than I was when I played Collegiate hockey in the early/mid 2010s
This is super cool! But all I really want is for kids to love hockey and goaltending, and I am nervous every single day that they arenβt on that path.
19.05.2025 20:11 β π 1 π 0 π¬ 0 π 0
This is a perfect example of how to not play a 2 on 1 that supports a goalie.
By sliding over to the pass option, leafs gives Jones a direct line to the net. Causes Woll to get stuck in an awkward waiting cycle where itβs a mini breakaway with maybe still a pass. D needs to stay short post.
19.05.2025 00:50 β π 0 π 0 π¬ 0 π 0
This is pretty cool stuff!
Very pedantic question, but what is the basis of βtalentβ here? I work in the academic side of talent ID and selection and itβs an impossibly inconsistent word especially in a measurement context
18.05.2025 17:33 β π 0 π 0 π¬ 1 π 0
As if there was ever a doubt. Dusty in here.
18.05.2025 01:25 β π 0 π 1 π¬ 0 π 0
PhD Candidate @ UBC studying learning through observation and imagery
hockey prospect writer/player evaluator at bleacher report. social media. tries hard to love the game. she/her.
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I write the Expecting Goals newsletter (expectinggoals.com) and I'm gonna try to bring soccer analytics to bluesky. Let's see if it works. He/him.
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DAD x 3.
TENURED.
Stats. Sports. Stats and Sports. Data Art. Comedy. 2023 Big Data Bowl Finalist.
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NBA and WNBA writer for ESPN. Co-host of the Fabulous @peltoncast.bsky.social. Pocket square enthusiast. Using numbers to learn about the game.
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Kayaker, former college wrestler (Wheaton β10), foster/bio/adoptive dad, husband to the worldβs best wife. Writer for The Outfield and American Soccer Analysis
PhD student @dtai-kuleuven.bsky.social, applying Machine Learning on sports data.
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Incoherent Hurricanes gameday ramblings with serious thoughts about other teams