Betting on the veteran defencemen

The Edmonton Oilers defence is going to have a much different look this upcoming season. With Darnell Nurse gone, the Oilers have a lot of ice time in different game-states to distribute. Nurse played 37% of the team’s even-strength (5v5) time last year and 34% of their penalty kill time – and mostly against the mid to elite level opponents. Question now is who’ll be taking on those minutes, and how well can they do in a high-pressure season.

We know there’s a group of defencemen that will be pushing for new roles with some trying to establish themselves at the NHL level. This group would include players like Shea, Makhadumlin, Emberson and Stastney. But there’s also a group of veteran defencemen who are expected to carry the load based on their experience and familiarity with the team. And it’s worth assessing this group specifically to evaluate any risks and start to set some realistic expectations.

In other words – how confident should the team be feeling with this more veteran cluster, and how much are they willing to wager that these three will remain good?

The three defencemen worth monitoring are Connor Murphy (31 years old, 825 games ), Mattias Ekholm (36, 966 games) and Jake Walman (30, 320). All are established players who bring a different skillset to the roster. But the main concern would be their age, NHL games played, and if they’re likely to drop off this coming season. That could open the door for some of the unknown or emerging defencemen. But the team may also need to keep an eye on the player market in case things go sideways.

What I usually do for this type of high-level analysis is look at each player’s on-ice shot-share metrics relative to their team, over the course of their career. I basically want to know whether the player’s teams consistently perform better or worse in terms of shot share when he’s on the ice, and whether that relationship has changed as they’ve hit age 30 and beyond. This is meant to serve as a current snapshot of their performance and value and gives us a starting point for further questions and analysis.

Now because of what we know about player aging curves as they approach 30 and beyond, the wear and tear – and what I saw from each player last season – I was expecting all of their career trajectories with shot-share numbers to raise some red flags (and be in the negatives). I assumed their numbers would show that they’re having less of a positive impact on their teams. But I was pleasantly surprised to see that wasn’t the case for all three.

Mattias Ekholm

Ekholm has been very consistent over his career, with the team always doing better with him on the ice. Can’t say he’ll keep getting the top minutes, but the guy has been durable and continues to be effective even as his minutes have gradually declined. Safe to assume he’ll continue thriving in a top four role playing with and against top players, but worth managing his workload as there’s still a risk that the wheels fall off. There were signs that he’s losing a step, but I don’t think the concern should be as high as other players.

Connor Murphy

Murphy’s numbers have been fine considering he does play tough matchups. Pretty simple game outside of his own zone, so expectations should remain low. His numbers took a hit last year likely because he had to adjust to a new team and new system late in the season. So let’s see what he’s like after a full training camp with the team and consistent defence partners. There’s still a risk with this player as the numbers last season were pretty gross and aligned with previous seasons.

Jake Walman

Walman is the one who I’m a little more cautious about after this review. The gradual, steady decline in his shot-share rel numbers is concerning. He’s still a very useful player, I like his overall game, especially his puck movement and offensive instincts. But he’s had injury issues, which I tend to blame less on luck now and more on the player – and he’ll need to get back to being the player he was when he first arrived in Edmonton. He did still have a decent playoff run, but that was in a bottom four role playing against lesser competition. With his contract, I doubt that’s where management wants him to be.

Thoughts

I think the big takeaway from this is that while the defence is pretty good on paper and should be able to handle the loss of Nurse, management is taking on a fair bit of risk with this group of veteran players – and there’s a range of outcomes the team should prepare for. It’s going to take some time for the defence pairings for each game state to be sorted out. Ideally, it’s nailed down in training camp, but I suspect we’ll see a number of combinations over the first month or so, especially with a brand-new coaching staff looking to make its mark as big and as early as possible. In the meantime, it’ll be worth monitoring the player market for upgrades and youth, especially to address the right side which doesn’t look as strong as it should be.

Data: Natural Stat Trick, Puck IQ, PuckPedia

Related:

The emerging play driving winger

Been meaning to write something about Vasily Podkolzin this summer, and I think this tweet from Bob has given me a good opportunity.

Podkolzin has been a great addition to the Edmonton Oilers forward group since being acquired from Vancouver for a fourth round pick. The 24 year old has been a regular in the top six for two seasons now, has had a positive impact on his team’s overall play, and recently turned his performance into a three year contract that pays $2.95 million per year.

What stands out to me watching Podkolzin is just how good he is at making life hard for opposing players. He’s good on the forecheck, physical and does a really nice job at retrieving pucks. He’s just an efficient player – doesn’t expend too much energy, but appears to be in the right spot to help make plays. He hasn’t yet translated his skillset into regular individual goal-scoring, but he does a lot of things right to give his team a chance to win games.

And while some like Bob and others may feel that Podkolzin is on the verge of becoming a play driving winger, I would argue that he already is one. And there’s potential for him to be even better at it based on a solid track record so far in Edmonton.

Just to clarify, my definition of a play-driving winger is someone who has a positive impact on his team’s ability to outshoot and outchance opponents. Basically, when a play-driving winger hits the ice, the team’s share of shot attempts and scoring chances should go up. And that’s regardless of who he’s playing with as linemates. So for a relatively simple exercise like this one, I would use the individual player’s on-ice shot-share numbers like Corsi and Expected Goals relative to his teammates.

Last season with Podkolzin on the ice at even-strength (5v5), the team’s Corsi For percentage was a solid 53.65%. That’s 4.33 higher than what the Oilers posted overall. Now you could argue that Podkolzin’s numbers would benefit from playing with one of the best players in the word, and that’s fair. But even without Draisaitl or McDavid with him on the ice, Podkolzin’s Corsi For percentage (51.97) and Expected Goals for percentage (53.32) was above the team average. This indicates that Podkolzin’s performance numbers aren’t entirely driven by playing with star players. And that he tends to have a positive impact when playing with depth forwards as well. It’s all too common for the team’s performance to drop off when the Glimmer Twins are on the bench. So it’s good to know that there’s a solid play driver who could help get others going. 

Should also mention here that this is the second year where Podkolzin’s on-ice numbers have been strong. In his first year with Edmonton in 2024/25, he had posted an on-ice Cosi For percentage of 57.04 percent, which was 3.65 higher than the team average. And again, his numbers were solid with and without the top guys.

So I’m pretty comfortable saying the play driving winger has already emerged.

Data: Natural Stat Trick

Summer rolls

Coming off a disappointing regular season and playoff run, I was really curious to see how the Edmonton Oilers would react and position themselves for success in 2026/27. A lot of extra time after an early exit from the playoffs, combined with everything happening elsewhere in the NHL market, was going to be a factor.

Would they double down on their current state, banking on their team’s high-end talent, support players, and coaching staff? Or would they actually do something drastic and address the pressing issues like scoring depth and goaltending? And what about the underlying, big picture, roster-construction issues the team finds itself constantly mired in? This team has a bit of a history of sub-optimal decision making under this owner, so you never really know what you’re going to get. And it’s the consistent misalignment between the general manager’s office and the coaching staff that makes things weird sometimes.

So the changes we have so far: a new coaching staff, a new goaltender group, new defencemen (including a new one for the top four), new depth players, and the removal of Nurse’s contract from the books. Pretty significant changes with a good amount of risk tied to it all, which is healthy. But it does raise a couple red flags.

One concern with these changes is that there doesn’t appear to be a big master plan or strategy that’s helping guide some pretty critical decisions. For example – hiring Babcock seemed a little clunky, and kind of reeks of desperation and panic. While it didn’t make sense to retain Knoblauch’s staff, there probably should have been a wider search to not only get the best coaching candidates but to also gather good intel from potential coaches on how they view Edmonton’s roster and previous tactics – and how they would and wouldn’t run the Oilers bench. That’s something the management team would push for, but it feels like they got overridden by the players. It’s unclear who actually initiated the hiring of Babcock and when – and more importantly, who’s going to be accountable if or when things go sideways. It’s fine if the players have a say in the hire, but do you really want to give them full autonomy of who gets to coach the team when they don’t even know what the management team’s long-term plans are for the roster? Again, just feels clunky and amateurish.

A few other thoughts:

  • Starting to see some signs that the Oilers front office is being a little more proactive and innovative, especially in a league that’s really rewarding intelligent risk-takers. They’ve added smart people to the front office, especially on the data side, but it remains to be seen how much influence they’ll have on roster decisions. Seeing two teams in the finals this year who like making smart short and long-term bets and aren’t afraid to be a little ruthless should hopefully rub off on Edmonton. Safe is death.
  • Babcock’s lack of success the last time he was employed – combined with him talking in the third person at his introductory media availability – doesn’t breed a lot of confidence. And I think it’s clear Edmonton is hedging their bet by adding a pretty capable associate coach in D.J. Smith. That could end up being a pretty important asset.
  • It was good to hear Stan Bowman confirm that he was concerned about the amount and proportion of minutes McDavid and Draisaitl had been playing. The tendency to go back to their top players over and over again and not try anything new has historically aligned with how the Oilers, from top to bottom, operate. If Babcock figures out how to reduce their minutes without somehow sacrificing goals and wins, that’ll be massive and would indicate progress within the organization. The depth signings combined with the emergence of younger players is critical and will be closely monitored.
  • One highlight this summer has been the goalie changes, especially with the addition of Frederik Andersen. Low risk, high potential, especially if he can stay healthy. I do like how the Oilers could balance his workload as needed, and it makes sense considering the Oilers’ travel schedule. I also like the diversification the Oilers have with Andersen, Jarry and Levi. Year over year, we see different teams have success with a different approach in net – some go with an older guy, some have a league-average goalie and some have a younger one who emerges after a solid AHL run. Why not have all three goalie types and see what shakes out.

CBC Radio Active: This year’s NHL season is going to look a little different

Joined Jessica Ng on CBC Radio Active on Thursday evening to talk about the upcoming NHL schedule and its expansion to an 82 game season. Full segment is here: CBC Radio Active (2026, July 16)

Topics we covered:

  • The actual reasons why the league is making the change.
  • The league’s intention of creating more rivalries.
  • What impact the change will have on players, teams.
  • And, most importantly, what this could mean for data nerds.

Big thank you as always to the amazing team at CBC Edmonton for putting the show together.

CBC Radio Active: The Oilers coaching search is underway

Joined Jessica Ng on CBC Radio Active on Tuesday afternoon to talk Edmonton Oilers and all of the speculation around their coaching search underway. Full segment is here: CBC Radio Active (2026, June 9)

Topics we covered:

  • How the Oilers got to this point.
  • Some of the coaching options we’ve been hearing about.
  • Why Mike Babcock is a terrible, terrible option.

Big thank you as always to the amazing team at CBC Edmonton for putting the show together.

Linking

The Edmonton Oilers announced several front office changes today, including the addition of three new assistant general managers. There appears to be a bigger focus on the European market, player procurement, player development and innovation. As well as continued expansion of their analytics and technology department. The full news release is on the Oilers website.

These changes also tie well well into what I wrote about last week around strengthening the foundational pieces of the organization and the key strategies and enablers needed to keep the Oilers championship window open.

Every single issue the Oilers have – from goaltending, to team defence to poor roster construction to the penalty kill, etc. – these are all symptoms of much deeper systemic issues. Specifically, the issues around how the Oilers draft, develop, derisk and deploy players. And the organizational enablers for these strategies – the people, the technology and especially the governance around how decisions are made – these haven’t been great either. These core deficiencies contributed to a disappointing regular season and playoff run – and the changes today reflect an acknowledgement of that.

Oilers GM Stan Bowman also shared his thoughts on Oilers Now with Bob Stauffer shortly after the announcement and it’s worth a listen. Giving a rundown of the changes, Bowman did speak very highly of Michael Parkatti and his team and how the organization uses the tools and information that have been developed in-house. Good sign that the enablers are being strengthened and the growing influence of analytics. But Bowman did add this line, which caught my attention.

“The analytics alone are not the answer but scouting alone isn’t the answer either. You’ve got to blend them together. The more you can do that effectively, the more good decisions you’re going to make.”

No argument with the concept. Your decision-making process has to leverage as much information as possible. But it’s something I think Bowman is struggling with just based on some of the poor roster-construction decisions he’s made since arriving in Edmonton. The Jarry acquisition, the Trent Frederic extension, how the Blues offer-sheets went down – all of these decisions don’t appear to be grounded in data or more modern, deeper insights. These decisions among others all have a “gut-feel”, eye-test vibe to it and is something that the Oilers could eliminate with better decision-making governance.

It’s also critical that the Oilers look to strengthen their pro scouting team by adding people who have that eye for the game and evaluating player attributes, but also have a demonstrated understanding and appreciation of how data analytics fits into hockey analysis. Someone who can bridge the gap between, or blend them like Bowman mentioned today, to drive deeper collaboration between the two areas, eliminate biases, and to help drive insights for better decision-making.

And if this person has experience working as a pro scout in the NHL, maybe for a smart front office, like Carolina. Or has a history of demonstrating their deep knowledge of the Edmonton Oilers online using video breakdowns, or have been on my podcast. Probably worth giving them a call. Dennis King and Bruce Curlock were the first names that came to mind, yes, but I’m sure there are others.

If the Oilers are serious in wanting to blend analytics and pro scouting, it’s really not that hard to resolve.

Update:

Wanted to share some of the responses I’ve received after this article was posted.

Here’s what David Johnson posted on BlueSky. David has experience working in the NHL, and shared some great perspective on how scouting and analytics works in a front office.

  • “Integration of scouting and analytics has to come from the top. It can’t be delegated. If the top management doesn’t buy in to analytics it just won’t work no matter how many analytically inclined scouts you have.
  • The way to integrate scouting and analytics is the same way as integrating a new scout. Scouts don’t agree on everything. Think of disagreement as adding uncertainty to player evaluation. How upper management handles that additional uncertainty is critical.
  • Where do the scouts agree? Where do they disagree? Is where they disagree important to us? How does this impact the price we are willing to pay for the player (salary, acquisition cost)? Those are the questions upper management must ask when there is disagreement among scouts.
  • Now you bring yet another opinion, analytics, to the table. Analytics will agree with the scouts on many things, but will disagree on others. It doesn’t matter as much who is voicing those analytical opinions as much as whether upper management trusts that opinion.
  • Maybe an analytically inclined scout can better communicate analytic driven evaluations to other ‘hockey people’ and maybe that scout can better build trust but a lot of it comes more down to personality, experience and track record. Trust isn’t earned over night.
  • You need two things to build trust. First, an upper management team that is open minded and willing to listen to their analytics groups evaluations and an analytics group that is capable of earning that trust through good work, good communication and showing some ‘wins’. It takes time.”

Oilers Blueprint: Draft, Develop, Derisk, Deploy

After another disappointing post-season, there’s going to be plenty of focus on what went wrong this year for the Edmonton Oilers and the many mistakes that have led to zero cups in the Connor McDavid era. But the issues like the roster construction, the coaching, the tactics, the penalty kill, goaltending, and so forth – these are all symptoms of larger, systemic issues. And until the Oilers address the system, they’ll continue to cycle through the same problems – no matter who’s the general manager, behind the bench or on the roster.

If the goal is to become a consistent contender, not just a hopeful one, the organization needs to be clear on a small set of strategies it must do exceptionally well—year after year. From my own professional experience and time analyzing the game, I keep coming back to four:

  • Drafting well is obviously at the foundation of sustainable contenders. It’s about identifying players with playoff-caliber traits – think skating, skill, competitiveness, adaptability, or whatever shows a stronger correlation to winning games. Not every pick is going to be a superstar, but they have to eventually cover roles across your program (at the NHL level and minor leagues). Drafting well reduces uncertainty and helps create asset leverage.
  • Development is where potential becomes value. It’s about helping young players improve so they can fill important roles, but this also involves efficient evaluation to determine whether this player is “real” and on track or not. Getting this step right and translating information into team-friendly contracts gives an organization a massive competitive advantage.
  • Derisk is about supplementing the roster with reliable, interchangeable players who can help mitigate uncertainty. It protects against injuries, stalled development and the volatility that comes up in the regular season and playoffs. More importantly, it prevents panic decisions—the kind that led to long-term deals driven by reputation and urgency.
  • Deployment involves taking the previous three strategies and turning them into actual outcomes by leaning on solid coaching, tactics, and execution. Get the right players in the right roles, build the right combinations and be ready to adapt when things happen or new information emerges. Roles should be based on impact and strong evidence, not reputation.

In simple terms: Drafting creates options. Development creates information. Derisking manages uncertainty. And deployment converts the surplus into wins.

Now none of these strategies are possible without the right enablers, which I’ve summarized below. Strategy is only as good as the organization’s ability to execute it, and it’s critical that the Oilers get these right.

  • People: Teams that contend for championships prioritize strong judgment over historical reputation. Management, amateur and pro scouts, development staff, cap analysts, and coaches need to be aligned—especially at key decision points like the draft, trade deadlines, and contracts.
  • Technology and data: The right tools can help build your organizations knowledge and insights and reduces reliance on anecdotal evidence and recency bias. Think video, player tracking and the infrastructure behind it all. And data exists to reduce decision errors by identifying the metrics that matter (i.e., correlates to goals and wins), track development curves, define performance indicators and separate usage effects from results. It helps inform a team’s decision-making process.
  • Governance: This has to do with clarity on who decides, when and with what inputs. Think parameters and key guiding principles that you would want the front office to abide by to protect the organization from long term ramifications (like long term, buyout proof contracts for power forwards over thirty).

This framework of strategies and enablers doesn’t guarantee championships, but it does instill organizational discipline that (1) improves a team’s odds of winning and (2) correct things faster when things inevitably go wrong.

The Edmonton Oilers have been making progress in some areas of the framework. They have found ways to derisk through some trades and signings and have invested in data analytics and technology to support decision-making at the draft and trade deadlines. But the results suggest major inconsistencies across the rest of the framework. The front office has struggled to build a competitive roster around their star players – largely due to poor drafting and developing, panic signings and trades, and very risk-averse coaching. And this all then leads back to the same conversations about the Oilers off-season – goaltending, penalty kill, team defence, and so forth.

In the modern-day NHL, championships aren’t won by simply assembling talent and hoping for the best. They’re won by organizations that have a repeatable strategy—one that consistently creates value, manages risk, and adapts. For a team like the Edmonton Oilers, competing for championships year after year requires more than just elite stars; it requires strong organizational alignment, discipline, and process. And the Oilers need to address these systemic issues if they realistically want to get things back on track.

Re-capping the Oilers 2026 playoff jog

“We were an average team all year. (When you’re) an average team with high expectations, you’re going to be disappointed.”

That post-game comment from Connor McDavid is a pretty succinct summary of the Edmonton Oilers 2025/26 season.

Their regular season had mediocre results driven by mediocre process. Their final points percentage and goal-share was league average. And their underlying shot-share metrics that capture the team’s ability to control the flow of play and outchance opponents were well below what they were in previous seasons. But the wave of two appearances in the finals combined with having McDavid and Draisaitl on the game-one roster masked those warning signs and created a false sense of optimism heading into the playoffs.

First, a brief summary of the Oilers 2026 post-season run – or maybe we’ll just call it a light jog.

The Oilers did manage to outscore the Ducks at even-strength (5v5), but that was largely driven by a higher-than-normal shooting percentage of about 12 percent. The Oilers underlying numbers were unsurprisingly poor, as they only controlled 47 percent of the shot attempts and were often out-chanced as reflected by their Expected Goals for percentage of 47 percent. Put another way, the Oilers probably should have had a -2 goal differential instead of +3.

The powerplay was a bright spot for the team, scoring four times in only 22 minutes, a rate of 10.75 goals per hour, which aligns with their elite-level regular season results. Unfortunately, the refs didn’t call a lot of penalties in this series, which was bizarre and took away one of the Oilers edges in this series. But that’s just the usual post-season match fixing we all get to enjoy.

The Oilers penalty kill was a complete disaster, even getting called out by their captain last night. They allowed eight goals in only 21 minutes shorthanded – a rate of 22 goals against per hour, which is exceptionally high. And remember, this did not come out of nowhere. It was a problem all season and got even worse just before the playoffs began. This is going to be talked about for a long time as it pretty much cost them the series. Coaching, deployment and tactics will be under the microscope this off-season and I suspect a couple bad signings are going to be made to address this.

And here’s how the Oilers players did against the Ducks at even-strength (5v5), split by position and sorted by ice time, with a simple heat map applied to show how players compared to their teammates.

What stands out are the ghastly numbers posted by the Oilers top players. McDavid’s on-ice shot and scoring chance differentials were the worst in his playoff career and made him more of a liability rather than a driver. What was especially alarming was how bad McDavid and Draisaitl performed together. In 34 minutes together, they posted a 42 percent Corsi For percentage, and a 26 percent (!!) Expected Goals for percentage. It’s pretty obvious the two were injured, the coaching staff didn’t have a backup plan – and the Ducks exploited it. On the backend, Bouchard was pretty bad, spending a lot of time defending and only had three assists in the series. Darnell Nurse had another underwhelming postseason, offering little impact. And Ekholm was also looking pretty ordinary.

And now that they’ve been disposed of by the Ducks, the Oilers front office decision-makers are where they should be – focused on figuring out the real root causes of a disappointing regular season and reassessing whether its current approach is capable of sustaining championship contention. If Edmonton truly wants to be one of the top teams, that off-season work needs to go far deeper than blaming a short playoff run and just addressing the symptoms. This season was the result of many failings beyond the penalty kill, the coaching and the depth players. There’s a systemic issue here, and it needs to be figured out as soon as possible.

Data: Natural Stat Trick

Edmonton’s penalty kill was bound to break

Quite the hole the Edmonton Oilers have dug themselves into, having now lost three straight games to the Anaheim Ducks. And unsurprisingly, the penalty kill sits at the center of the problem.

In my end‑of‑season post, I summarized the Oilers’ penalty kill as sketchy, and the numbers supported that. They finished the regular season with the 12th‑highest rate of goals against while short‑handed (8.16 per hour). That result was largely driven by poor underlying process – Edmonton allowed the ninth‑highest rate of shots against (54.64 per hour) and the ninth‑highest rate of expected goals against (9.57). Put another way, this team struggled to disrupt opposing power plays and consistently failed to keep the puck out of high‑danger areas.

Now that weakness has been fully exposed in the postseason—and things have gone from bad to worse, and could cost them another critical season. Through just 17 minutes of penalty‑kill time against the Ducks, the Oilers have surrendered six power‑play goals. That translates to a goals‑against rate north of 20(!) per hour. Once again, the underlying numbers tell the same story: a massive spike in shots against (89.83 per hour) and expected goals against (14.87 per hour). The Ducks are basically having no issues generating chances.

Worth noting that the penalty kill had been a recurring concern throughout the regular season, particularly after Adam Henrique went down with injury for an extended stretch. The 34‑year‑old centre was a significant contributor short‑handed, and his absence was felt. Now that he’s injured again, the drop‑off is even more pronounced.

What I also didn’t realize was just how poorly the Oilers penalty kill performed late in the regular season, particularly in terms of the volume and quality of scoring chances allowed.

The chart below shows the Oilers’ expected goals against per hour on the penalty kill across the regular season, broken into rolling five‑game segments. The goal was to determine whether Edmonton had previously allowed scoring‑chance rates comparable to what we’re now seeing against Anaheim. I suspected they had—but I didn’t realize just how severe the spike was over the final few weeks of the season.

Given those trends, you’d expect the coaching staff to have been aware of this vulnerability heading into the playoffs. Either they weren’t aware of the data or they chose not to address it with urgency. Neither explanation reflects particularly well on any of them – specifically Knoblauch and Mark Stuart.

After seeing this data laid out, it’s hard to be completely surprised that the Oilers now find themselves down 3–1 in the series. What’s most alarming is that this feels entirely preventable—an issue that was clearly brewing long before game one of the post-season.

Data: Natural Stat Trick

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Even board: Previewing the Oilers series against the Ducks

The Edmonton Oilers open their post-season on Monday night against the Anaheim Ducks and have a good chance of doing some damage at least in the first two rounds.

None of the teams in the Pacific were a significant threat in the regular season, with all five playoff-bound teams finishing between anywhere between 13th and 20th (!) overall in points percentage. It was pretty bad, but you have to appreciate the chaos it’s going to cause, especially with one of the better Central division teams being eliminated in the first round.

This Oilers first round matchup against the Ducks is pretty even for the most part. The Oilers did win the season series going 2-1 in three games, outscoring Anaheim 16-12. Edmonton did have a slight edge in shot-share metrics over those three games at even-strength, doing a slightly better job at controlling the flow of play (50.59% Corsi For percentage) and did generate a higher share of scoring chances (53.88% Expected Goals For percentage).

And as we saw in my last post, both teams were fairly close to one another in regular-season results as well as underlying shot-share numbers at even-strength. And both teams also had about the same level of goaltending – which was not very good. Even in the last twenty give games of the season, or since the Olympic break, both teams ranked near the bottom of the league. So it’s hard to say who has the real edge in net. Of the 66 goalies who played at least 20 games this season, Ingram ranked 40th with a 0.900 save percentage, while Dostal ranked 43rd with 0.899. Ingram also ranked 40th in goal-saved above average (GSAA) with -2.46, while Dostal ranked 45th with -6.67. Ingram has played fewer games this season than Dostal (32 compared to 46), which I think gives him a slight edge – but this area feels like a toss up.

One area Edmonton improved upon over the course of the season was overall defensive play at even-strength, specifically around preventing high danger scoring chances against. Prior to the Olympic break, the Oilers rate of expected goals against was 2.70, which ranked 23rd in the league. The team did shave this down to 2.40 after the Olympic break, which moved them into seventh best overall. Anaheim went the opposite direction. They were 27th overall with 2.79 expected goals against before the break, and dropped down to  30th after the break with 3.26.

The one area where the Oilers have a clear advantage over Anaheim is special teams. Edmonton finished the regular season with the best powerplay in the league and were consistently generating plenty of shots and scoring chances. Anaheim on the other hand ranked 23rd overall, with their rates of shots and chances ranking in the bottom third of the league. Anaheim, similar to Edmonton, did struggle killing penalties this season, allowing the seventh highest rate of goals against. While they did an okay job at preventing shots and chances, it was really their goaltending that let them down finishing 25th in team save percentage when shorthanded. Anaheim also took the sixth highest rate of penalties this season, so Edmonton should get some opportunities (unless of course the referees decide to do some match-fixing/”game management”). Seriously though, special team opportunities don’t happen often in the playoffs, especially as you get deeper into a series. But when they do happen, it’s typically in a high-stake situation, and the Oilers have demonstrated their ability to consistently take advantage.

Anaheim has plenty of talent, and I do still think their goaltending is better than it’s shown in the regular season. There’s also the issue of Edmonton’s depth issues and not doing so well when their elite players are on the bench. But the Oilers do have the edge with game-breaking talent and a cluster of players who have seen some things the last few seasons now. In a matchup where the margins are thin and the board looks pretty evenly set, that combination—along with elite special teams—may be enough to get Edmonton through to the next round.

Data: Natural Stat Trick

Appendix: Anaheim Ducks skater results, 2025/26 regular season