Third Season

In the process of rebuilding my zone entry/exit database, I was looking through my inaugural project from 2013-14 and got a little nostalgic. This was when zone entry tracking was in its beginning stages and the most we knew was that carrying the puck into the zone was more optimal for dumping the puck when it came to creating offense & winning games. It lined up with common sense but having the numbers to back it up was groundbreaking at the time.

What was ironic about that particular season was that the Los Angeles Kings won the Cup, a team that dumped the puck in more than anyone & played a pretty ugly brand of hockey. Every team was trying to get “bigger and tougher” to compete with them and the Bruins at the time & most games were a bit of a slugfest. On the other end, you had the Chicago Blackhawks, who were consistently one of the best offensive teams in the league and the gold standard for what an offense based off controlled zone entries can look like. Who was another team that ranked well that year? The Tampa Bay Lightning.

It was Jon Cooper’s first full season as a head coach, they lost Steven Stamkos early in the year to a brutal leg injury & traded Martin St. Louis at the deadline. Yet they were still one of the top offensive teams in that year & one of only six teams in the league that carried the puck in on more than 50% of their zone entries. Their forward corps was anchored by free agent signing Valtteri Filppula & a handful of rookies by the name of Tyler Johnson, Ondrej Palat along with second-year player Alex Killorn. Also lurking was Nikita Kucherov, a second round pick from two years prior who they gave a shot after the injuries to Stamkos & others. He had only 18 points in 52 games, but showed a high degree of skill and an incredible ability to create plays out of nothing off the rush.

They ended up losing in the first round, but it was easy to see the seeds of what they were building. It was going to be a team that lived & died by offense and defended by simply having the puck more than the other team. It took seven seasons, but they finally climbed that mountain & won their Stanley Cup. Only in a completely different way than what their original blueprint was.

That’s right, Tampa Bay was a dump-and-chase team this year & we saw that in full display with how they closed out their series against Dallas. Sure, they still have a lot of guys from that 2013-14 team and the top-end guys like Kucherov & Brayden Point weren’t going to be forced into playing like grinders, but the rest of the team played a very similar style to those Kings teams of the early 10’s. Alex Killorn & Tyler Johnson were winning puck races & setting up quick deflection plays on a matchup line with Anthony Cirelli while Ondrej Palat played the support role on their top line with Kucherov & Point. Same goes for Yanni Gourde, a 20+ goal scorer who had a tough year and thrived as a puck-hound on a third line with trade deadline acquisitions Blake Coleman & Barclay Goodrow.

My 23-year-old self might be a little disappointed in what this Tampa Bay team has become, because I loved in the 2014 team so much and wanted that to be the blueprint of how hockey is played in the future. I didn’t find dump-and-chase or games where teams traded forechecks very interesting. I considered dumping the puck in a “turnover” even when I was tracking things like puck recoveries to see if some teams were better at it than others. That and the style of hockey was just boring to me because it seemed like something that dragged a lot of good players out of the game. I saw so many talented players on teams I cheer for get lost in fourth line or healthy scratch purgatory because they couldn’t adapt to this style of play from juniors or college & goal-scoring just seemed to take a backseat to players who would just kill the clock for 8-9 minutes.

Just like bands I didn’t give a chance until my mid-20’s, my views have changed since then. Sure, a team whose only strategy on offense is dumping the puck in & playing bumper cars on the forecheck will have bad results. Just like a team who doesn’t want to dump the puck in at all will probably spend most of their time turning pucks over in the neutral zone if their team isn’t skilled enough. I don’t find games that are mostly dump-and-chase that interesting to watch as a fan & would prefer it if most teams in the league played like the Colorado Avalanche. That said, we have better data now that shows the strengths & drawbacks of both strategies.

The old studies of Eric Tulsky still hold true. Carrying the puck into the zone is the optimal way for creating offense. A more recent study by Ryan Stimson showed that carries with a passing play are even better for creating higher percentage shots (and created a metric to weed out empty calorie plays). Other studies by Stimson & Alex Novet show the value of disrupting zone exits and forcing turnovers on the forecheck. What’s one way of forcing turnovers? Dumping the puck in. We also have better ways of measuring how effective teams are at dump-and-chase with some of the newer data like puck recoveries, exit disruptions & Charlie O’Connor’s forechecking tracking project for the Flyers. As it’s true in all sports, it’s all about optimizing what you have in your roster, which is what Tampa Bay did in this playoff run.

I tend to get highway hypnosis with the amount of hockey I watch every season & I feel like it reached a new level this year with how many teams seemingly play the same way. There’s a lot of nuances to the game that I miss and it’s why I hope the memo to teams this off-season is that they need to get “grittier” because it got Tampa Bay over the hump. It worked for the Lightning but I’ve see how this story goes when a team that doesn’t have a Brayden Point or a Nikita Kucherov to freelance & take over a few shifts. Same can be said for teams that don’t have an Anthony Cirelli in their middle six or guys like Killorn, Johnson & Gourde who can still be great checking line players at high price tags in down seasons.

Tampa Bay had the players & the star talent for this to succeed, but when most of the league tries to play like this and what you’re left with is 25 teams who are defensively sound carbon copies of each other and their peak is that they might win a playoff round or two if they get lucky. Unless they have the star power to break the game open, that is. The salary cap forces this to an extent, but Tampa’s had to deal with this more than any team & they still kept their stars. The Lightning have always been kind of an odd-ball team, though. Their only tank picks on the roster were drafted over a decade ago, their two stars were drafted in the second & third round, they’ve missed on more first round picks than they’ve hit on & they’ve been able to trade those misses into good players like McDonagh & Sergachev. They’ve been in a cap jam for almost five years now & the most they seem to do is trade an expendable piece like JT Miller and fill their depth from within. It’s a tough model for any team to follow regardless of what you want your team identity to be. They’ve got another tough off-season coming up so it will be interesting to see what they do while front offices focus on how to copy them.

Final Thoughts

  • Sometimes I worry that I dehumanize the players when I analyze the game & did my best to take the whole “playing hockey in a bubble during a pandemic” thing into account in my breakdowns on Twitter. Rewatching how the Stars played in Game 6 really put that into context because they looked flat out exhausted until the third period where they desperately needed a goal. They were down at least three regular forwards for Game 5 and played their best game of the series, surviving a ton of zone time & still putting up 18 scoring chances. It was a great, gutsy showing but I think it took most of their energy out of them. They didn’t have much legs for most of Game 6 and it was evident in that 6v5 sequence at the end of the game where they couldn’t do much except shoot from the outside a few times after nobody could get open or create a seam. They did what they needed to have a chance in this series, it’s just that Tampa could play the same type of game with better players.

  • I said this on Twitter, but Blake Coleman is a pretty unique player in how he made the show. It’s not often you see a player make the NHL at 25 with the same team that drafted him because most players who finish all four years of college become free agents. The Devils signed him instead and he played 23 unimpressive games in his first call-up stint. Fast forward to the next year & he’s part of an important shutdown line with Travis Zajac & Stefan Noesen, posting very solid play-driving stats in a tough role. Then he repeats this level of play the next two years & scores 20+ goals as a bonus, all of which came on a bad Devils team. He is the rare case of a player figuring things out in his late 20’s, which basically doesn’t happen nowadays with hockey players peaking earlier & entry level contracts being at a premium.

    What’s even more interesting about him is that he has just gotten better since his rookie season. His first year with the Devils was a case of him finding a niche & running with it, but his stats across the board have improved since. He is one of the few physical players that will carry the puck end-to-end to play keep away instead of grinding out the clock, which is likely why the Lightning paid such a high price for him. Just look at his stats with the Devils.


    Even I was a little surprised when I saw this, but this is part of the reason why his line is so effective. Yes, they’re dumping the puck in most of the time but the ability to strike on the rush is there if they need it, especially with Yanni Gourde as the center.

  • Speaking of unexpected stats, how about Cedric Paquette making the only cross-seam pass of the game the other night? I honestly think that was the first one of his career.

  • Another fun stat is that Patrick Maroon was one of only two Lightning players who carried the puck in on more than 50% of their entries in the Cup Final (the other was Brayden Point who had an insane 84% Carry-in rate in the post-season). Granted, this is only on 16 entries, but it was weird to see Tampa’s fourth line making the most plays off the rush out of their bottom-nine in the game the other night. I’ve always liked Maroon as a player even if he can’t play big minutes. I went on a Twitter rant the other day about why guys like Brandon Pirri are never used as power play specialists on the fourth line & I think Maroon is one of the few who has been able to fit into this niche. He plays a little more than your typical fourth liner & is more of a net-front guy on the power play, so it’s a different situation. Still, I always thought his skill was a little underrated and I would take him on my fourth line any day of the week.

  • While Tampa is being praised for their forecheck, Dallas’ was also very good when it came to recovering the puck. It was a key to their success all playoffs long, but you saw the downside of it in the Final. They were still good at getting to the puck, it was just that had a few players who struggled to make any plays or produce any offense with their zone time. Jason Dickinson & Andrew Cogliano in particular. I used to get so frustrated watching Dallas’ younger players because I knew they could play in the AHL but it always seemed like they weren’t allowed to do much outside of the “system” once they got to Dallas. Roope Hintz broke out of this rut & so did Denis Gurianov. Dickinson has carved out a nice role for himself as a checking line player but I can’t help but wonder if there’s more there because it seems like all he’s allowed to do is skate in a straight line.

  • After watching Gurianov excel in the first two rounds & finish off Vegas with that one-timer from the right faceoff dot, I can’t help but wonder why the Stars got away from that on their power play in this series. Their top power play took up most of the time & was focused on setting up Seguin or producing rebounds. The injury to Hintz probably gave them incentive to ride that first unit, too. Still, Gurianov’s arguably their best power play weapon outside of Pavelski & they still could have worked him in on that top power play unit without it disrupting much. I thought that could be one thing they might go to in that late third period power play when they were desperate for any offense. He had only four shot attempts on the power play all series, after having 18 in the previous three rounds.

  • Shoutout to Anton Khudobin for running with this opportunity Dallas gave him. He was such a good goalie during his brief time with the Hurricanes and I was sad to see him go.
  • I didn’t think Shattenkirk was great in Tampa Bay during the regular season, even if he was a massive bargain for what they got him for. He was light years better in the playoffs, especially at leading breakouts. I had wondered if this part of his game was gone with the knee injuries he had in New York. He looked like he did when he was with the Blues during this playoff run & I wonder how it will translate to a new team next year. I don’t know if “offensive zone specialist” is a real term for a defenseman, but that’s what I thought he was going to be limited to with him not being able to move & avoid checks as smoothly as he used to. I’m interested to see where he signs next year. Also wonder if Tyson Barrie is looking at this & thinking it could be him next year.

Getting off the mat

The light at the end of the tunnel. It’s so close, yet I can feel another multiple overtime game keeping me from a full night of sleep. Between my training and trying to stay on top of my tracking work, the past two months have been a real grind. The end is near, though. There are, at most, two games left of the playoffs and my first ever powerlifting competition is on Sunday. Balancing the two has been a tough act along with real life so that might be why this post-season has lasted six months instead of just nine weeks.

Don’t get me wrong, I had a blast when the qualifying round started. There were so many teams and I was embracing the weirdness of this tournament as long as they kept everyone inside the bubbles safe. Then I just hit a wall. I’m not sure if it was the five overtime game in the first round, the Hurricanes imploding against Boston or just everything adding up overtime, but I crashed. Hard. So much that I ended up taking a series in the Conference Finals off because I legit could not focus when I tried to work for a whole weekend.

Don’t get me wrong, I enjoy tracking games & all. It’s a brutal, time-consuming job but the stats are always fun to glance over at the end of games. Like how many shot assists Brayden Point had at the end of basically any Tampa Bay game or Mathew Barzal’s zone entries. It’s just something I enjoy & I feel like I kind of got away from focusing on that as the playoffs went on. Some of my statcaps weren’t getting any traction & I tried a little too hard to focus on the coaching/tactical side of things, which led to me making a lot of posts that made no sense or pointing out things that were ultimately trivial in the end.

Then I would get frustrated that people didn’t care about them because of all the work I put into it. Sometimes I forget that this data is new to most people, so the most I should do is post what happened & what it means instead of trying to come across as some “hockey genius,” (which I’m not). Yes, most of it is pretty straightforward, but there’s more I could have done to expand on it instead of trying to sound like I’m Mike Johnson.

I needed to remind myself that it’s okay if people don’t care or notice a post. The world is a disaster right now, we’re in the middle of a pandemic and there’s lots of other sports going on right now. If I’m feeling burned out on hockey then I can only imagine how a casual or neutral fan feels. It was just a frustrating season for me because I wasn’t making any real progress as an analyst. No writing gigs, a decrease in Patreon support, countless tweets that were just me yelling into the void. I didn’t appreciate the “jokes” everyone made about how I’m basically going to be useless once the NHL’s tracking data becomes public either. Seeing people I respected talk down about my work behind my back instead of giving me feedback when I asked for it also got me down (I probably took those a little more personally than I should have.). But I legit didn’t know if I wanted to keep doing this at the beginning of the year. It took me rebuilding my database in February & a few conversations with people around the stoppage.

Things have been going a little better since then. The data is so much easier to access for patrons than it was when I started this in 2016. It’s even easier for non-patrons to get a snapshot with my Tableau skills getting better. I’m close to rebuilding my data archive so we’re going to have four seasons of data to work with by the end of the week. So why am I so frustrated with where I’m at? I don’t know.

Everything can be better. I haven’t found an optimal way to share post-game stats & the All Three Zones data can be even more detailed than it is now. There’s data I’ve tracked that I haven’t even shared yet because organizing the basics is a huge task on its own. That’s kind of the niche I’ve settled in, though. Not book smart enough to fit in with most of the analytics crowd & not hockey smart enough to fit in with the player/coach crowd. It’s not a bad middle ground to be in, but I’m hoping there’s another level I can get to next year. Maybe I’m already there but I can’t see what’s happening because my days have been nothing but hockey, training & housework for two months?

It’s sort of like this Dallas Stars team. How many times have we said “holy shit, this team is out of their element!” after they were down two or three goals only for them to come back & win? How long were they in that middle ground of the NHL where they couldn’t seem to find the right mix to get them into the playoffs? I still don’t know if they’re that good of a team, but they keep finding ways to come back & win no matter how many times we say that they suck & don’t belong in the playoffs. They’ve slowly made a fan out of me over the years because of how similar their online fanbase is to the Hurricanes. Dallas is a bigger market & has had better talent, but we were all frustrated about the same things for years and savor the good seasons when they happen. It’s just a shame they couldn’t meet in the Cup Final, but hopefully that happens next year.

Hockey Thoughts

  • Thank god the last two games were more competitive and interesting because I am not sure if I could stomach Tampa Bay just forechecking the hell out of the Stars for 60 minutes to close out the series. If they were skating around & outscoring them it would be one thing, but both teams just getting the puck deep & keeping play on the boards doesn’t entertain me much. It’s why I couldn’t get interested in last year’s SCF with Boston & St. Louis. That and Tampa Bay is going to win that battle nine times out of ten unless they’re playing from behind. Brayden Point’s line is going to do whatever they want once they get the puck, so it was great to see Dallas start to push the pace a little.
  • I’m impressed with how well Dallas is at controlling scoring chances despite whatever the shot count says. It’s in line with how they played in the regular season (7th in xG against), but it didn’t matter because they couldn’t score a goal to save their lives. They’re finishing a little better in the playoffs & the good defensive play has held up for the most part. Game 5 was probably their best performance, outchancing Tampa 18-12 & allowing only one cross-seam pass (which didn’t happen until overtime).

    I also feel the need to hammer this point home because whenever a team wins despite getting outshout & winning the xG battle, someone from media makes a snide comment about the shot attempts like it’s 2013 and analytics nerds only look at Corsi. We’re beyond that now!


    As good as Dallas is at defending, it can only take you so far in the playoffs if you don’t have any scoring or top-end talent to back it up. Dallas’ offense was better than they showed in the regular season & we’re starting to see it come around. Jamie Benn was great in the Conference Final, Joe Pavelski is one goal away from matching his regular season total, John Klingberg is still one of the most creative players in the league at making plays from the point. Game 5 was, by far, Tyler Seguin’s best of the playoffs so we’ll see how much Dallas has left now that they’re letting their best players open it up a little more.
  • I still can’t believe Yanni Gourde went over 40 games without scoring a goal this year. I’m not sure if he felt the effect of Tampa trying to play a “grittier” style or if it was some insane shooting luck, but he has found a great niche for himself as a puck hound in these playoffs. He’s been on the same line with Coleman & Goodrow all post-season (I think?) and leads all players in puck recoveries off dump-ins. By a wide margin, actually. It’s been cool to see him seamlessly change his role after spending most of last season with Stamkos as his most common linemate & scoring 20+ goals. Also fits the old “acquire as many good players as possible” team building philosophy.
  • As someone who tracks microstats & tries not to miss the big picture, analyzing Esa Lindell is tough. He is a total zero when it comes to moving the puck, but consistently ranks high as one of the top players at forcing dump-ins & negating zone entries. This is easy to see this when watching the Stars, too. He’s always playing high in the neutral zone, looking to poke-check or hip-check anyone who dares challenge him with the puck. He plays with the puck like he’s killing a penalty even if there’s 20 feet of open ice in front of him. He has exited the zone with control on only 21-percent of his attempts this post-season and 19-percent this series. Only Jamie Oleksiak has a worse Zone Exit Rate on the Stars & his regular Possession Exit rate of 25-percent was comparable with the likes of Kris Russell, Olli Maatta & Connor Clifton. Did I mention he kills an insane amount of penalties?

    In other words, he’s a defensive defenseman. Nothing out of the ordinary on a good team. The weird part is that his on-ice stats are all pretty lousy no matter which source you check. The terrible zone exit rate & the lack of offense explains some of it, but he has never looked great from a defensive perspective either. He wasn’t especially bad this year going by Micah Blake McCurdy’s model, which estimates isolated impact, but he hasn’t exactly been Niklas Hjalmarsson either.

    With how good he is at defending the blue line, you’d expect his on-ice impacts to be a little better. The fact that he sends the puck off the glass for all of his exits is one thing, but he is one of those players where the macro-level results don’t lineup with some of the micro-stats tracked.

    On a personal level, I always wondered if Lindell’s style of play had to do with coaching because he scored 14-goals in his lone AHL season (and had 11 goals last year, somehow) & is known for showing some high level skill in the rare event that he’s in the offensive zone. It’s just that he’s been programmed to play a certain way since entering the league & can’t shake old habits. I don’t think this is the case because he’s on his third coach now & his playing style hasn’t changed much since Lindy Ruff left. It is one of those things I always think about, though.
  • I was ready to crown Victor Hedman with saying he had one of the best playoff runs I’ve seen from a defenseman (yes, better than EK65 in 2017). Then he went onto have his worst game of the playoffs with eight failed exits & a brutal Expected Goal differential. Just goes to show that I have great timing with my hot takes. (Seriously though, he’s played like 800 minutes the past two months. I’ll cut him some slack).