Previewing the Oilers vs Flames

With the second round about to start, a quick look at how all of the playoff teams performed up until this point. The table below has each team’s even-strength (5v5) shot-share numbers, goal-share, team shooting percentage and team save percentage from the first round, and is sorted by goal-share. I’ve also included each team’s special team numbers, which includes their rate of unblocked shot attempts for (Fenwicks) on the powerplay (PP FF/60) and their rate of goal-scoring per hour (PP GF/60). And also the rate of unblocked shot attempts against on the penalty kill (PK FA/60) and the rate of goals-against per hour (PK GA/60).

We know the Oilers did well in terms of shot-share metrics at even-strength (5v5) in their series against the Kings, thanks in large part to the play of McDavid. Aside from their inability to out-shoot and out-chance the Kings without McDavid on the ice, the team’s overal shooting percentage was also below what they had posted in the final twenty five games of the regular season (9.01%) – an indication that their other top line players are struggling or injured.

The other concern for Edmonton heading into their series against Calgary is that the Flames have performed quite well with and without their top line on the ice – both in the regular season and so far in the playoffs. In the last twenty five games of the regular season, the Flames top line featuring Johnny Gaudreau dominated at even-strength, posting some of the best shot share numbers in the league and a Goals For percentage of 68.29%. Without their top line, the Flames shot-share numbers were still excellent, and they out-scored opponents 34-30, a goal-share of 53%.

Flames (5v5)
Final 25

Corsi For% Fenwick For% Expected Goals For% Goals For% GF/GA
With Gaudreau 54.65 54.39 59.55 68.29 28/13
Without Gaudreau 58.97 57.97 52.52 53.13 34/30

The Flames shooting percentage took a major hit in the first round against the Stars thanks to a strong performance from goaltender Jake Oettinger. And that included the top line who saw their on-ice shooting percentage fall from 12.77% at the end of the regular season to 6.65% against Dallas in the first round. Similar issues for the team when the depth players took to the ice as their shooting percentage dropped from 6.88% in the regular season to 3.53% against the Stars. But as we see in the table below, the Flames continued to dominate the Stars when it came to controlling possession and scoring chances as reflected by their strong shot-share numbers. And the Oilers should probably expect the same in the 60-65% of 5v5 ice time when McDavid isn’t on the ice. The Flames have a more talented roster than the Kings, so it’ll be imperative that the Oilers depth players prevent as much bleeding as possible.

Flames (5v5) vs Dallas Corsi For% Fenwick For% Expected Goals For% Goals For% GF/GA
With Gaudreau 60.34 61.14 64.36 62.50 5/3
Without Gaudreau 60.41 58.70 57.00 50.00 5/5

Something else to monitor is the special teams.

While the Oilers penalty kill had outstanding results against the Kings allowing only 3 goals in 44 minutes (4.10 goals against per hour), they allowed one of the highest rates of shots and scoring chances against and relied on their goaltender to bail them out – an issue that’s carried over from the regular season. The Kings are a heavy shooting team as indicated by their rate of shot attempts in the regular season, so that might have inflated numbers. But knowing Smith’s past performance and injury issues, I’d be a little concerned if his work load remains high. And it’s something the Oilers should expect considering the Flames generated the third highest rate of shot attempts on the powerplay in the regular season, and they maintained those numbers in their series against the Stars.

Also worth noting that the Flames penalty kill in the regular season was excellent, as they allowed the third lowest rate of shots against in the league and the sixth lowest rate of goals against – and they peformed quite well against Dallas. The Oilers though appear to have the Flames number, as they scored 7 powerplay goals against them in the regular season – at a rate of 18.71 goals per hour.

Lastly, the goaltending.

Mike Smith posted solid numbers in the first round, posting a 93.70 save percentage and a +2.61 GSAA, third highest among the 17 goalies who played at least 100 5v5 minutes in the first round. The question now is if he can maintain these levels through another series, especially against a good possession team that can generate offence in waves and across more than one line.

Here’s how the Oilers team 5v5 save percentage, in rolling seven-game segmenets, looked in the regular season. I’ve added a blue line to show what the team’s save percentage has been so far in the playoffs.

What we see here is that the Oilers goaltending has shown spurts over seven game sets, but it’s typically regressed to league average levels soon after, which is what I would expect over the next series against a team like Calgary. Being league-average is still good and can win you games. It just won’t steal you some wins when the rest of the roster might be struggling. I have a feeling the Oilers will need that considering the injuries and the lack of production without McDavid on the ice. So hopefully Smith, or Koskinen if need-be, are up to the task.

Data: Natural Stat Trick

Also posted at The Copper & Blue.

Home ice disadvantage

Couple issues heading into game seven.

First, a quick look at how the Oilers have performed this series at even-strength (5v5) on home ice and on the road. They’re definitely getting better results on the road, and it’s a little concerning that their numbers aren’t as solid at home with their expected goal share being 46.60% and their actual goal-share being 38.46%.

We also know the Oilers are struggling in this series at even-strength (5v5) whenever McDavid isn’t on the ice. In their six games against Los Angeles, the Oilers have out-scored the Kings 9-4 with McDavid on the ice, but have been out-scored 8-5 without him. And that’s due in large part to their inability to control the flow of play and out-chance the Kings without McDavid, as the club has posted a Corsi For% of 47.35% and an Expected Goals For% of 44.67%.

What’s especially concerning is how poor the Oilers play at home without McDavid – not exactly what you’d want to hear heading into a game seven in Edmonton. In the three games at home this series, the Oilers without McDavid on the ice (about 65% of the team’s total 5v5 ice time) have scored only one goal at 5v5, and allowed six. Their underlying shot-share numbers have also seen a drop when they play in Edmonton, especially their Expected Goals For% which is 48.32% on the road but 39.97% at home.

There were three games this series where the Oilers posted an Expected Goals For% above 50% without McDavid on the ice – games 2, 3 and 6. Those were also the games that the Oilers won. No surprise that if the depth of the team is holding their own in terms of puck possession, shots and chances, the Oilers have a much better chance of winning games.

Compounding matters is the fact that Mike Smith has struggled at home as the Oilers 5v5 team save percentage at home is 89.33% – the worst among all playoff teams. Smith’s numbers have been significantly better on the road this series, with the 5v5 team save percentage ranking third overall with 95.60%. If the Oilers can spend more time with the puck and in the oppositions zone, it’ll definitely benefit Smith who has been fine this series, but not significantly better than Quick. The Kings team save percentage at 5v5 on the road is at 92.96% – fifth among all of the playoff teams.

Another look at the Oilers skaters at 5v5 at home, and sorted by their on-ice goal differential (i.e., Goals +/-). As noted last time, Draisaitl and Hyman have struggled in this series at even-strength as the Oilers tend to get out-shot and out-chanced with them on the ice. So it makes some sense to have Draisaitl play with McDavid. The problem is the Oilers already allow more chances than they can generate at home. And with the Oilers loading up their top lines, there’s plenty of opportunity now for the Kings to control the flow of play and exploit the depth players.

It’s also worth noting that Ceci and Keith have also seen their numbers take a slide when playing at home, and I wouldn’t be surprised to see the Kings continue targetting Keith’s side of the ice.

Anything can happen in game seven on Saturday night, but here’s hoping the Oilers coaching staff knows what their issues at even-strength are at home and can make the necessary adjustments to improve their odds of moving on to the second round. In game six, the solution was to play McDavid more often at 5v5, as the captain was on the ice for 42% of the team’s total ice time, an increase from 33% over the previous five games. It’s fair to expect the same on Saturday, and it’ll be interesting to see how the Kings coaching staff and players respond.

Data: Natural Stat Trick

Also posted at The Copper & Blue.

Pulse check

Quick evaluation of how things have gone for the Edmonton Oilers in their first four games of the playoffs. Two games at home, two on the road and a 240-minute sample size, let’s dig in. This should also be much more enjoyable than the last time I did a four-game playoff review of the Edmonton Oilers.

Let’s start with the good news:

  • The Oilers have two wins, outscoring the Kings 17-10 in all situations, and 10-7 at even-strength (5v5), a goal-share of 58.82%.
  • Their overall results at even-strength (5v5) are supported by solid shot-share numbers, with the Oilers controlling the flow of play as reflected by their 53.21% Corsi For percentage and generating a higher share of scoring chances – posting an Expected Goals For percentage of 56.64%. These are fairly consistent with how they ended the regular season.
  • The goaltending has been solid with the Oilers posting a team save percentage of 93.63% in all situations, ranking second in the league. Among 16 goalies who have played at least 80 minutes at even-strength (5v5), Smith ranks seventh with a 93.75% save percentage and fifth with a +1.55 goals-saved-above-average (GSAA).
  • The Oilers powerplay continues to be excellent, converting on 35.7% of their chances and scoring at a rate of over 13 goals per hour. They’re also generating over 60 shots per hour with the man-advantage, which is right around where they were in the regular season.
  • The penalty kill has also been very good, killing 93.3% of the Kings opportunities, allowing only one goal and scoring a shorthanded goal as well.
  • With McDavid on the ice at even-strength (5v5), the Oilers have completely dominated the Kings, posting a Corsi For percentage of 65.74%, an Expected Goals For percentage of 72.40% (!) and out-scoring the opposition 5-2 (a 71.43% goal-share). These are superhuman on-ice numbers and the Kings don’t appear to have a solution for him.

The things that might be of concern to the Edmonton Oilers:

  • While the team is breaking even in terms of goal-differential without McDavid on the ice at even-strength (5 GF, 5 GA) there’s a concerning drop off in the team’s overall play, especially defensively, as they’re getting outshot and out-chanced without their captain.
  • In about two hours of total 5v5 ice time without McDavid, about 67% of the team’s total ice time, the Oilers are spending more time without the puck and are allowing just over 40 shots against per hour – 10 shots higher than league average levels. Their current Expected Goals For percentage is closer to what the Oilers were posting when Tippett was coaching.
  • Looking at the on-ice numbers for forwards and defencemen this series, we see that the top line players are doing great, but most of the other players, including some of the top end forwards are having some issues. The table below is sorted by on-ice goal-differential and has a basic heat map applied to see how the players compare to one another.
  • One tandem in particular is Draisaitl and Hyman, who are both posting Corsi For percentages around 45% and expected goal shares even worse than that. As Dennis King mentioned on my show recently, the two of them did not post very good numbers on the road together during the regular season, indicating that they may be struggling when opponents have last change and can apply specific tactics. Since the coaching change, the two played 128 minutes together on the road, going -1 in goal differential (5 GF, 6 GA) posting an on-ice Corsi For percentage of 46.71% and an Expected Goals for perentage of 42.65%.
  • Not sure what the coaching staff is expecting from Archibald. He was dreadful in his limited minutes during the regular season and is only dragging down Nugent-Hopkins – who himself struggled in the last twenty five games of the regular season. If the Oilers want to make a deep run, they need three solid lines that control the flow of play and out-chance opponents. It’ll be interesting to see if Woodcroft and the coaching staff recognizes this and can make the necessary adjustments. Perhaps putting Nugent-Hopkins with Puljuarvi is the answer, as we know the Finn tends to have a positive influence on his linemates, especially on the defensive side of things.
  • The other issue facing the Oilers is the play of Jonathan Quick whose even-strength numbers (93.40 save percentage, +0.95 GSAA) are slightly above average and only slightly below Smith’s numbers in this series. As mentioned in my series preview post, Quick posted above-average numbers in the final twenty give games of the Kings season, and was getting breaks between starts, so it wouldn’t be surprising if he finishes with numbers similar to Smith.

Down to a best of three, we’ll see how it goes.

Data: Natural Stat

Also posted at The Copper & Blue.

Update: Here’s how the King’s skaters have done after four games.


One of the critical areas the Oilers have improved on since the coaching change has been the team’s results and supporting shot-share numbers without McDavid on the ice at even-strength (5v5). It’s been a regular issue since McDavid’s arrival in the NHL, as the Oilers are a standout team whenever he’s been on the ice, but are often getting caved in terms of shot-share, scoring chances and goal-differential without him. Year after year, management has failed to construct a roster that can hold their own without their captain, with coaching staffs making things worse by not trying out different line combinations, playing it safe and often loading up the top line with a combination of McDavid, Draisaitl and Nugent-Hopkins.

Here’s how the team has done without McDavid over the course of his career, with the Oilers not once being able to break even in terms of goal-share (grey bars). A big reason for that has been the poor goaltending and offensive finishing talent, with management unable to properly identify talent and efficiently manage their salary cap. But they were also losing the shot-share battle, spending more time without the puck and in their own zone – issues that should have been addressed with better on-ice tactics by previous coaching staffs.

Things were trending the same way this season while Tippett was behind the bench, as the Oilers were outscored 54-73 (a 42.54% goal-share) in the 1,400+ minutes without McDavid – roughly 66% of the team’s total time. And while the club did barely break even in-terms of shot attempts with a 50.17% Corsi For percentage without McDavid, they struggled to convert these into meaningful scoring chances, posting an Expected Goals for percentage of only 46.22%. These numbers were consistent with how the Oilers performed the last two seasons under Tippett, so it didn’t come as much of a surprise.

Since Woodcroft has been hired and able to implement his tactics, things have drastically improved when the Oilers are without McDavid at even-strength (5v5). The team’s shot-share numbers have seen a slight bump and their expected goal share has improved by over four percentage points reaching the 50% mark thanks to their reduction in shots and scoring chances against. And more importantly, the Oilers are now posting a positive goal-differential for the first time since McDavid’s arrival. Goaltending has obviously been better as well, and hopefully it continues. But it’s clear the tactics Woodcroft has implemented, including his reluctance to sit back and protect any leads like his predecessors often did, are working as reflected by the shot-share and scoring chance numbers.

This is a positive development for a team that couldn’t really be considered a championship contender the last two seasons because of the lack of depth offence and scoring, and a coaching staff that was too risk averse with so many blind spots. With the team rolling the way it is and actually outscoring opponents without McDavid on the ice, there’s a good chance they can at least win a couple playoff games. And depending on how the goaltending holds up, maybe even a series.

Data: Natural Stat Trick

Also posted at The Copper & Blue.

Comparing Woodcroft to the previous Oiler coaches

Pretty remarkable turnaround for the Oilers since the coaching change, with the Oilers now winning 21 of the 32 games with Jay Woodcroft behind the bench. The data after the first ten games indicated the early results under Woodcroft were sustainable – we just didn’t know if the team would stay healthy and if the goaltending would hold up. Thankfully for the club and their playoff aspirations, everything has gone really well.

The even-strength (5v5) results since Woodcroft took over is the key driver right now, with the Oilers doing an excellent job controlling the flow of play (as reflected by the shot-share numbers), consistently pushing for offence even when leading the game, and just dominating opponents on the score sheet. Goal-differential at five-on-five is an important metric for Holland, so it should be obvious to him how significant the results have been since Tippett was dismissed.

The Oilers under Woodcroft have been getting much better goaltending with the team’s save percentage closer to league average levels, and have also seen their team shooting percentage improve. But they’re also getting a higher share of the total scoring chances, as reflected by the expected goals for percentage, due in large part to the coaching staff’s tactics. This includes changing how players are deployed, how they play in the neutral zone, looking for more favorable line match-ups and pushing for offence regardless of the score.

And relative to the previous coaches in the McDavid era, Woodcroft is doing really well with the roster he’s been given and should strongly be considered for a new contract.

This is the first time since 2016/17 that the Oilers have posted a positive goal differential at even-strength – something the Oilers couldn’t achieve under Holland’s first coaching hire (and someone the general manager actually wanted to extend just prior to dismissing him). And this is the first time the Oilers are posting underlying shot share numbers that are better than just break-even and closer in line to what the top teams in the league post (i.e., teams that have a points percentage above 0.600 in the regular season). A 54% Corsi For percentage and Expected Goals For percentage is what top end teams like Florida, Calgary, Carolina, Boston, Toronto and Colorado are currently posting. The Oilers are closer to that group thanks to the coaching change, and should expect to continue doing well if they stay healthy and get decent goaltending.

Now it’s understandable if management wants to wait for the off-season to make the call on whether or not Woodcroft should be given a new contract. Maybe it’s in Woodcroft’s best interest too in case another team brings forward a better offer. But it’s difficult to envision a scenario that would disqualify Woodcroft’s candidacy to be the head coach in Edmonton next season. The regular season results have been excellent and far better than what they’ve had since McDavid arrived seven years ago. And it’s not really reasonable to base the coaching decision on what happens in the post-season considering the playoff tournament is highly volatile that could go either way in a series – really depending more on which team gets the better goaltending. And if the players and their agents are already signing off on having Woodcroft stick around, it’s difficult to go another direction.

It’ll be interesting to see what approach the Oilers take, either going with someone they know and have developed as a coach, someone who appears to have progressive ideas and knows the players and prospects well. Or do they go with an external option, likely someone with similar traits to the previous three coaches. Just keep your expectations of the team lower if that ends up being the case.

Data: Natural Stat Trick


Also posted at The Copper & Blue.

Protecting leads

A common trend we’ve seen across the league for many years now is how coaches alter their approach depending on what the score is in a game. Trailing in a game, and you can expect the coach to start playing the skilled players a little more and be willing to take on some more risks to create offensive chances. Leading in a game, and teams start to play more conservatively, not really trying anything that could lead to a turn over, and focus more on just keeping the puck out of their own zone.

And we can see this in the data from the previous three seasons. Using Corsi For percentage as a proxy for puck possession, we see how when the game is tied, team’s on average control about 50% of the total shot attempts for and against. When trailing in a game and looking for the next goal, we see that the league average Corsi For% jump to 55%. And when they’re leading, teams tend to take their foot off the gas, not trying to create too much, and we see the league average Corsi For% drop to around 45%. In the graph below, these league-average levels are indicated by the orange line. And for context, I also added the league-high (blue line) and league-low (grey line) Corsi For% for each game-state to show the range.

Protecting the lead

The way coaches approach things when their team is leading in a game isn’t all too suprising considering the majority of them are fairly risk-averse. And they would rather their players play a simple game and not do anything that could jeoparidize their lead. What’s interesting is that in his first fourteen games as head coach of the Edmonton Oilers, Jay Woodcroft seems to have a different approach and appears to be pushing his team to continue generating offence even with a lead. A stark contrast to the previous three head coaches the Oilers have had since 2015.

The table below has the same three lines as the previous graph showing the range of Corsi For% across the league when a team is leading in a game, tied or trailing. Added to the graph now are bars to represent the previous coaches the Oilers have had and what the Oilers Corsi For% was under them in different game states.

What we see here is that when Todd McLellan, Ken Hitchock or Dave Tippett were coaching, the Oilers followed the usual trend. They would push for offence at a league average rate only when trailing in a game, and saw a significant drop in their puck posession numbers when leading in a game. Hitchcock especially had the Oilers pretty much playing in a defensive shell posting some of the lowest posession numbers in the league when the score was tied or when the Oilers were leading.

What stands out here are the Oilers numbers when they’ve been leading in games under Jay Woodcroft. While the average team posts a Corsi For% of 45% when leading the score, the Oilers are posting one of the highest possesion numbers in the league with 54%. They appear to be pushing for offence, opting to control the flow of play and put pressure on opponents as a way to stifle any chances against. It’s a riskier way to play, but makes sense considering it’s what the top teams in the league do. This season, eight of the top ten teams in terms of Corsi For% when leading have a points percentage above 0.600, and includes Florida, Calgary and Colorado at the top.

I’d be curious to hear Woodcroft’s thoughts on the matter and if he does have a different perspective on how best to protect leads, especially with so many critical games coming up. And if this changes the type of players Holland and his scouting staff start targeting in the off-season.

Data: Natural Stat Trick

Also posted at The Copper & Blue.

Related: Chasing the game – The SuperFan (2020, January 3)

Digging into the Oilers special teams

The Edmonton Oiler’s special teams has become a drag this season, something I don’t think fans were expecting considering how much of a positive impact it has had on the overall results over the previous two seasons.

When you combine the goals for and against on the powerplay and the penalty kill this season, the Oilers special teams has posted a -1 goal differential, which is right around league average. That’s a significant drop from last season when the Oilers special teams posted a +19 goal differential, the highest in the league. The year before that, their special teams was +21 and tied for first in the league. Without a doubt, the Oilers special teams is the reason why they finished second in their division in 2019/20 and 2021, considering how poor their even-strength (5v5) goal-differential was in both of those seasons (-16 in 2019/20 and -1 in 2020/21). Since the Oilers full-season goal differential at even-strength (while improving under Woodcroft) is still poor sitting at -5, they desperately need their special teams to be better than league average if they have any hopes of clinching a playoff spot.

Penalty kill

The Oilers are currently allowing the sixth highest rate of goals against in the league on the penalty kill (8.91 per hour) and only ahead of Detroit, Montreal, Arizona, Seattle and Vancouver. And this is largely due to their goaltending which has posted a 84.53% save percentage that ranks 26th overall.

The Oilers have actually done a decent job in front of their goaltending, allowing a near-average rate of shot attempts and shots on goal against. And these numbers have gradually been improving. Under Dave Tippett, the Oilers allowed 58.47 shots against per hour, slightly higher than the league average rate of 54.67. Under Woodcroft, the Oilers are now allowing 55.38 per hour.

The problem is the goaltending has consistently been poor this season. Koskinen has an 84.50% save percentage, ranking 47th among 62 goalies who have played at least 50 minutes, while Smith ranks 56th with an 82.1% save percenatge. While both goalies did post solid penalty kill save percentages over the previous two seasons, Oilers management should have expected an eventual drop-off considering the age of both netminders and the increased potential for injuries and the extended recovery times necessary. Unfortunately, this is what happens when managers lack an understanding of player-aging-curves and fail to address key issues in the off-season.


Over the full season, the Oilers powerplay has scored at a rate of 9.44 goals per hour, ranking fifth in the league and just slightly below the rate of goals they scored over the previous two seasons, leading the league with 10.60 per hour. The Oilers had a great start to the season but have since been in a steady decline with the Oilers generating only 6.41 goals per hour since Woodcroft was hired – one of the lowest rates in the league. The graph below breaks out the Oilers season into rolling 25-game segments and shows the rate of powerplay goals per hour, with the vertical line indicating when the coaching change occurred.

A big reason why the Oilers powerplay has dropped off is their declining rate of shots and scoring chances. Prior to the coaching change, the Oilers were generating over 69 shots per hour – the highest in the league and well above the league average rate of 54.66 per hour. But since Woodcroft’s arrival, the rate of shots has dropped down by 29.5% falling to 48.64 per hour.

The issue here is that the Oilers are really missing Ryan Nugent-Hopkins.

The Oilers have historically seen their rate of shots on the powerplay drop whenever Nugent-Hopkins isn’t on the ice, and that’s even with McDavid and Draisaitl on the ice. Over the previous two seasons, McDavid and Draisaitl have played 52 minutes without Nugent-Hopkins with them and saw their on-ice rate of shots-for drop by 23.8% – going from 64 shots per hour when the trio is together to 49 shots per hour without Nugent-Hopkins.

The same drop-off has occurred this year with the rate of powerplay shots dropping by 16.3% when McDavid and Draisaitl haven’t had Nugent-Hopkins with them, going from 71 shots per hour down to 60. Nugent-Hopkins has missed 11 games this year, and in the 100 powerplay minutes the Oilers have played without him the team has seen a major drop in productivity scoring at a rate of 6.54 goals per hour – a stark decline from the 11.28 goals per hour the Oilers have scored when he’s been on the ice.

While the Oilers can’t predict when injuries will hit, they should be aware of the fact that Nugent-Hopkins is starting to creep into the tail end of his career, having played 701 NHL games now and becoming more susceptible to injuries. And they should also be aware of the positive impact he’s historically had on the powerplay and planned on what to do if they’re ever without their powerplay witch. Again this comes down to management’s ability to regularly analyze their on-ice results, conduct sound player evaluation and intergrate as much information as possible into their decision-making process. The powerplay can still be fixed, but Ken Holland and his staff are once again taking a reactive approach instead of proactively trying to get ahead of issues before they come up and derail a season.

If the special teams is what costs the Oilers a playoff spot, management will have only themselves to blame.

Data: Natural Stat Trick

Also posted at The Copper and Blue.

Oilers management is to blame for the issues in net

Mike Smith and Mikko Koskinen: That Blue Paint

Quick query using publicly available data and an understanding of the salary cap and player aging curves could have prevented this fiasco.

If Oilers management isn’t happy with their goaltending, they have only themselves to blame. When you consider each netminders recent history at even-strength and the penalty kill, Ken Holland and his group really shouldn’t be surprised with their poor results this season. How often the Oilers goalies have stopped the puck has actually been similar to their previous seasons.

Even-strength (5v5)

Let’s start with even-strength (5v5), where the Oilers goalies have allowed a total of 80 goals on 876 shots against – ranking 29th in the league with a 0.909% team save percentage. The average save percentage at the team level and individual level for regular netminders is typically around 0.920%.

Below is a table showing how each Oilers goalie has performed this season including their time on ice, shots faced, goals allowed and save percentage. Among the 67 goalies who have played at least 250 minutes this season, Stuart Skinner ranks 43rd in terms of save percentage with 0.913, while Mike Smith and Mikko Koskinen rank 51st and 57th respectively. Again, league average save percentage is around 0.920 – and all three have been below that mark this season.

Now to see if these numers are within an expected range, let’s look at how each Oilers goalie has performed in their previous three seasons – between 2018/19 and 2020/21. Same as above, I’ve included time on ice, shots faced, goals allowed and save percentage.

In 113 games between 2018 and 2021, Smith posted a 0.910 save percentage, which is identical to the save percentage he’s posted this season. In those previous three seasons, Smith ranked 54th among 60 goalies who played at least 2,000 minutes – demonstrating clearly that despite a career year last season, he’s a below-average goalie at even-strength. And it’s really not surprising considering he’s at an age when goaltenders drop-off significantly (Source: Hockey Graphs).

In the same three-year period, Koskinen didn’t fare much better posting a 0.916 save percentage in 119 games, sitting just below league average and ranking 42nd among the same group of 60 goalies. He’s definitely been worse this season posting a 0.906 save percentage, which is somewhat expected considering he’s now 33 years old and taking on a larger workload with Smith being injured. Skinner had only played one NHL game in that three-year period, but it’s good to know that his 0.913 save percentage this season would rank 48th among those 60 goalies.

Since Smith is posting the same save percentage this season as he has in the previous three seasons, he’s allowed about the same number of goals we could expect him to allow – approximately 14 . Koskinen on the other hand, is allowing about five more goals than expected. If he was posting a save percentage of 0.916 this season like he had in the previous three seasons, he would have allowed 40 goals instead of 45. The good news is that Skinner is performing better than we expected. Had he posted a 0.903 save percentage, the team would have allowed an extra two goals.

So based on some quick and dirty math – had the Oilers goalies performed at the same levels they had in the previous three seasons, the team would have allowed 77 goals instead of 80 at even-strength (5v5). Using the same number of shots against, that would be a team save percentage of 0.912 and would rank 26th in the league instead of 29th. So as much as the Oilers would like their goalies to be closer to league average levels at even-strength, it’s really not a realistic expectation considering how Smith and Koskinen have performed below league average over the last three seasons. Holland and his group should have known this heading into such an important season.

Penalty kill

Looking at the penalty kill this season, the Oilers have allowed 20 goals on 174 shots against – ranking 17th in the league in terms of goals against per hour (7.08) and 10th overall in team save percentage with 0.885. The average penalty kill save percentage at the team level and individual level is typically around 0.865 with all three Oilers goalies posting numbers above that this season.

Here’s how each Oilers goalie has performed this season with Skinner ranking 5th among 65 goalies who have played at least 25 minutes shorthanded this season, with Koskinen and Smith ranking 28th and 32nd respectively.

When you compare this season’s numbers with their previous three seasons, Smith and Koskinen are posting numbers fairly close to their historical levels. Over the last three seasons, Smith has a save percentage of 0.883 on the penalty kill, while Koskinen has posted a save percentage of 0.876 – both of which are above league average.
The number of goals allowed by Smith and Koskinen this season are pretty close to what we would expect from them as their save percentages are nearly identical. The issue for the Oilers is that they’re allowing a higher rate of shots against this season (about 61 per hour), while in previous seasons they’ve allowed about 55 shots against per hour. Skinner is performing above league average levels and has saved about three more goals than expected. Had he put up only league average numbers this season, the team would have allowed 23 goals instead of 20 and the Oilers would have a team save percentage of 0.867, which would rank around 16th in the league instead of 10th. Really, the difference has been marginal with all three goalies performing around expected levels.


While the Oilers goaltending overall hasn’t been great this season, the netminders are performing within their expected ranges. All three goalies are league average or below at this point, so expecting anything more from them was unrealistic from the get go.

Had the Oilers conducted a basic analysis using publicly available data and took time to understand salary cap management and player aging curves, they could have made smarter, more sensible bets and be in a better spot in the standings. Instead they chose to – or you could argue they were forced to – take on a lot of risk at such an important position and are getting pretty much what they should have expected.

What’s especially baffling is that despite the red flags, Ken Holland and his group have not once or twice, but three times chosen to start a regular season with Smith and Koskinen as their goalie tandem. And yes, the Oilers did try to upgrade their goaltending in previous off-seasons. But they failed because they didn’t have enough quality assets to part with due to their own mismanagement of the roster construction and their poor draft capital.

Rather that the goaltending performance, the focus really should be on Ken Holland and his management group and their very obviously-flawed decision-making process. And try as they may to improve the roster now and to make a run at a playoff spot, it’s hard to have faith in a management group that got them into this awful mess in the first place.

Related: Evaluating the evaluation – The Copper & Blue (2020, August 14)

Data: Natural Stat Trick

Also posted at The Copper & Blue.

Goal goals

Oilers' revamped third line providing much-needed balance

While the overall results have been excellent, one area for concern is the Oilers goal-differential at even-strength (5v5) – a metric that Ken Holland referenced as his go-to “analytic” this past summer (Source: The Athletic).

After 11 games, the Oilers have just barely outscored opponents 25-24, a goal-share of 51.02 that ranks 16th in the league and fifth in the Pacific behind the Calgary, Los Angeles, Vancouver and San Jose. And it’s really been on the defensive side of the game where they’re having issues as the club is scoring the fifth highest rate of goals per hour in the league (2.80), but allowing the seventh higher rate of goals against (2.69).

The Oilers goaltending currently ranks 23rd in the league at even-strength (5v5) with a 91.86% team save percentage, which is only better than Seattle in the Pacific. One issue is how much offence they’re giving up, allowing the seventh highest rate of shots against per hour (32.3) in the league and the tenth highest rate of expected goals against per hour (2.50) (note that both metrics have been score and venue adjusted to reflect how much time the Oilers have spent playing with a lead).

It’s likely a spot of bother for management and the coaching staff as they finished with a -16 goal differential at even-strength (5v5) two seasons ago and a -1 goal differential last season.

With McDavid on the ice this season, and the team often controlling the flow of play and outshooting opponents (57.16% Corsi For% and 57.12% Expected Goals For%) the Oilers have outscored opponents 12-9 at even-strength (5v5). Without McDavid, they’ve been outscored 13-15 largely due to the fact that they get outplayed by opponents and spend more time without the puck and in their own zone – as reflected by their 47.44% Corsi For% and 44.34% Expected Goals For%.

When we look at each individual forward and their on-ice shot differential, expected goal differential and goa differential, we see how it’s once again the depth forwards that are allowing more goals than they’re scoring. That has to be frustrating for a front office that has spent so many assets over the last few seasons to address their even-strength (5v5) issues.

Below are each forwards on-ice shot differential, expected goal differential and goal differential at even-strength (5v5) this season, ranked by their on-ice goal-differential. I’ve applied a basic heatmap to each metric to show how each player compares in relation to their teammates.

In terms of actual results (i.e., goal differential) it’s the depth forwards that Holland himself either acquired or re-signed that are currently having issues including Foegele, Ryan, Kassian, Shore and Turris. What’s especially concerning is that these players are also allowing more shots and chances than they’re generating, which doesn’t give a lot of confidence that their on-ice results will improve.

It’ll also be interesting to see if Hyman’s numbers improve. He’s been good at driving play, with the team doing a better job of generating shots and chances when he’s on the ice, but the goals haven’t been coming. On the flip side, Nugent-Hopkins and Draisaitl look like their on a bit of a heater, the results of which are masking some of their poor on-ice shot-share metrics. I’d expect their goal-differentials to slide, but perhaps some extended time with someone like Hyman or even Puljujarvi can help them sustain their current results.

Worth highlighting too how the defence core is doing, which is significantly different than last season. Again, the players below are sorted by their on-ice goal differential with a heatmap applied to to each metric to show how each player compares in relation to their teammates.

Really encouraging to see Bouchard have positive results supported by solid on-ice shot-share numbers. And I’d aspect Nurse’s results to improve considering he has McDavid on the ice with him for 55% of his ice-time. Barrie on the other hand, not sure what to say. His poor on-ice shot-share numbers are consistent with his recent seasons, so the Oilers should’ve been aware of this before signing him to a three-year contract this past off-season. Keith and Ceci are posting okay results, but it’s likely to slide considering the Oilers get outshot and outchanced with them on the ice, and they need to have McDavid with them for positive results to occur. And it’s not surprising to see Koekkoek’s poor on-ice numbers considering his performance the last few seasons and the fact he’s spending a lot of time with the depth forwards.

If the Oilers want to have sustainable success, they’ll need to find a way to get better results at even-strength. It’s a recurring issue with their depth players, one that Holland has publicly addressed, so it’ll be interesting to see how the Oilers approach this – either by changing up the line combinations, making a call to Bakersfield or looking at the trade market.

Data: Natural Stat Trick

Also posted at The Copper & Blue.

Repeating history

With the off-season upgrades up front and the question marks around the defence core and goaltending, the Edmonton Oilers are showing some similarities to the  2014/15 Dallas Stars.

That was the high-event team that scored 257 goals in the regular season, second most in the league only behind the Tampa Bay Lightning, but also allowed 257 goals, which was fourth highest in the league. That resulted in a sixth place finish in the Central division, with the team missing the playoffs by seven points.

It was a very disappointing finish for the Stars as in the season prior they had made the playoffs for the first time in six seasons, clinching the last wild card spot in the west but losing in six games to the top-ranked Anaheim Ducks. The star players led the way in the regular season with Tyler Seguin finishing fourth in scoring with 84 points as a 21-year old and Jamie Benn finishing 11th with 79 points at age 24.

The Stars made a concerted effort in the 2014 off-season to shore up their forward group acquiring Jason Spezza from the Senators, and signing Ales Hemsky and Patrick Eaves on the first day of free agency. Similar to Edmonton’s current issues, the Stars were often out-shot and out-scored without Seguin or Benn on the ice in the 2013/14 regular season – an issue that carried over into the playoffs that spring. With Seguin and/or Benn on the ice, the Stars outscored the Ducks 9-6 in all situations. Without them, the Stars were outscored 9-14. Individual production from their star players became an issue in the playoffs as well, as none other than Shawn Horcoff led the Stars in playoff points that year with six.

Improving the forward group in the off-season paid off for the Stars offensively in the 2014/15 regular season. Benn finished first in league scoring with 87, scoring 35 goals. Seguin finished seventh in scoring with 77 points, including 37 goals. Spezza finished with 62 points, including 45 assists. The club generated the highest rate of shot attempts, and scoring chances in the league at even-strength, and finished fourth in terms of expected goals per hour. The Stars would score 174 even-strength (5v5) goals that season, the third highest in the league, and 55 powerplay goals, fifth highest in the league.

But while management added talent up front and got solid results offensively, they went with the same defence core and goaltending which turned out to be disastrous. The team had good reason to be content with their defence core – which featured veterans like Alex Goligoski and Trevor Daley, and youngsters like John Klingberg – as in the season prior the team was right around league average when it came to shots and scoring chances against. And goaltender Kari Lehtonen had consistently been solid for the Stars, ranking 13th in terms of save percentage and 6th in terms of goals-saved-above-average among regular goalies (+2000 minutes) in the three seasons prior.

That all went sideways in 2014/15 with the Stars allowing the fourth highest number of goals against (247) and ranking in the upper third of the league when it came to shots and scoring chances against, including the 9th highest rate of expected goals against. What made things significantly worse was the Stars goaltending, which ranked 28th in the league that season with a 90.95% team save percentage. Lehtonen posted his lowest save percentage in his career that season (90.30%), never quite recovered to his career levels, and was out of the league in 2018. This shouldn’t have been too surprising considering he was 30 at the time, which is right around when goaltender performance starts to decline (Source: Hockey Graphs).

While we can hope that the Oilers won’t have a similar fate this upcoming season, there’s reasons to think otherwise.

For one, the Oilers put a lot of focus on the forward group this off-season, spending assets and making some reasonable bets on players that should help improve the goal-scoring. But their defence core is now lacking, with veteran players expected to play above their more recent established levels, putting more pressure on youngsters like Evan Bouchard to progress in their development and take on more minutes. The Oilers are also taking a significant risk with their goaltending, which while was good last season, can’t be expected to be at the same levels given Smith’s and Koskinen’s ages.

What I also found interesting was the Oilers even-strength (5v5) numbers under Tippett compared to the Stars even-strength numbers in 2014/15.

The Stars were far better offensively than the Oilers have been, but I’m expecting the difference to be smaller considering the changes up front by Oilers management. What’s interesting here is that the Stars defensive numbers, which weren’t good that year, are awfully close to what the Oilers have posted under Tippett, with both teams allowing around the same rate of shot attempts, unblocked shot attempts and expected goals against. The Oilers have even allowed the same rate of goals against as the Stars did in 2014/15 (2.64), with the team save percentages being awfully close.

If the Oilers post similar defensive numbers this upcoming season as they have under Tippett thus far and get the same level of goaltending at even-strength as they have in the past, I’d expect them to have similar results as the Stars did in 2014/15. It’ll make for some very entertaining hockey, likely some high-scoring games, but it’s going to put a playoff spot in jeopardy, especially if the special teams struggle at all.

How the Oilers coaching staff and management group mitigate the risks will definitely be something to monitor, especially with so much pressure on the team to make a deeper playoff run.

Data: Natural Stat Trick