Category Archives: Numbers Game

Numbers Game: Boston Bruins 2017-2018 Projected Stats

Let’s ignore the first two games of the season that the Boston Bruins have already played and reset the clock to zero, because here’s a look at what is (was?) to be expected heading into this season for every player on the Bruins*.

*With some exceptions of course.

Unknown-7After being eliminated by the Ottawa Senators in the First Round of the 2017 Stanley Cup Playoffs, Boston is looking for a deeper playoff run on the wings of the experience gained from those six extra games in April for David Pastrnak and the rest of their young crew.

Gut feeling dictates that Pastrnak and Brad Marchand will be as much of an offensive force as they were last season for Boston heading into this season, but what does the forecasting function in Microsoft Excel have to say about any of those bold predictions from this offseason on our podcast or otherwise?

As is tradition, my Bruins projections are presented below based on how every player on the roster has performed in their career leading up to this season. Players that have yet to play a game a regular season NHL game are not included in this first round of projections (denoted with “N/A” in most columns), but their stats will be included and accounted for about a quarter of the way through the regular season (roughly 20 games).

Yes, Charlie McAvoy played in the playoffs last season, but the fact of the matter is there is no true way to measure how his regular season will go based off of six career playoff games, wherein the pace of the game and many other variables are inherently different from regular season game-flow.

Or just give me some more time to come up with an excuse a more viable solution for projecting rookie’s stats prior to them taking the ice for the first time at the NHL level.

Sample size must always be kept in mind when glancing over these projections. A player who’s never played more than three career games (like Tommy Cross, for example) will reflect a tremendous value in projected assists if they’ve recorded even just one assist (again, like Providence Bruins all-time leader in games played, Tommy Cross) in those three games. This will fluctuate pending more appearances and/or throughout the season on its own (usually in the downward trend, unless said AHL player cracks the NHL roster full-time).

But for all the jokes, Tommy Cross is an excellent depth-defenseman/top-pair defenseman in the AHL to have. Shouts to him.

Additionally, please remember that my degree is in communication, not math, so I am by no means a wizard with numbers in Microsoft Excel and I’m sure my Corsi is terrible. Plus, you’re probably not a front office member or anyone who might have some credibility for statistical reasoning and advanced stats analysis in hockey, so take everything with a grain of salt before you complain that math is ruining “your” sport.

Unless you are some Corsi-god/NHL front office member and you’ve stumbled upon this, in which case, let’s start over. Hello, please ignore the last paragraph, my name is Nick and I’d like a job. Thanks.


On offense, the usual suspects for the Boston Bruins will remain the core components that push the team forward night-in and night-out. Patrice Bergeron should amass another 60-plus point season after having a “down year” last season with only 53 points in 2016-2017.

Pastrnak will lead the Bruins in points according to the latest models with 31-33-64 totals.

While Brad Marchand’s expected 31-29-60 totals this season rank fourth on the team’s projected scoring leaders behind Pastrnak (64), David Krejci (63) and Bergeron (62), it’s easy to imagine Marchand improving from his career best 39 goals, 46 assists (85 points) season last season and shattering his season-entering projections.

Gut Feeling 2.0 seems to point in the direction of Marchand leading in points, based off of last season, and Pastrnak leading in goals (as is shown in these numbers with Pastrnak and Marchand tied for the lead on the Bruins roster with 31 projected goals each this season).

Matt Beleskey and Frank Vatrano should each right their ships this season coming off of not-so-easy to return from leg injuries last season. Beleskey’s expected 14-16-30 totals would rank as his 3rd best season in his NHL career– with room to gain more ground– since appearing in two games with the Anaheim Ducks in 2008-2009.

Meanwhile, Vatrano (29 points projected in 2017-18), barring another injury, should finally partake in a full-season and become the glue-guy on the third line that he’s been expected to become after being a goal-a-game AHL player in his short career with Providence.

The Boston blue line looks retooled, restocked and ready to go.

Gone are John-Michael Liles, Colin Miller and Joe Morrow; in are the likes of Charlie McAvoy and Paul Postma. Liles has moved on to become a TV analyst for Altitude and Colorado Avalanche broadcasts while still technically an unrestricted free agent. Colin Miller was claimed by the Vegas Golden Knights at the 2017 Expansion Draft and Morrow signed with the rival Montreal Canadiens this offseason after not being tendered a qualifying offer.

McAvoy’s rookie season numbers will come fruition in the next 20 games or so, please give some time for an update on his projections, but until then, know this– he’s the real deal.

Nobody can possibly be the next Bobby Orr for Boston, since there’s only one Bobby Orr after all, but McAvoy likes to move the puck like Orr once did for the Bruins in the late 1960s and 1970s. And McAvoy’s got a tough element to his game too, like legendary Bruins defenseman, Eddie Shore, McAvoy can hit.

Postma is mainly an afterthought, but provides much needed depth for the long run.

Brandon Carlo looks to make an impact in his sophomore season and should continue to absorb any and all knowledge from 40-year-old captain, Zdeno Chara, as a shut-down pair. Yes, Chara is still a good defenseman. He’ll max out around 40 points this season with Carlo carrying more weight and the Bruins offense doing their part in keeping the puck out of the defensive zone to begin with.

Meanwhile, Torey Krug should an average year with 10 goals and 35 assists (45 points). Even an average year for Krug is still a better year than most defensemen.

And in other news, Tuukka Rask is still the number one goaltender for obvious reasons. He’s good.

More on Boston’s goalies as a whole in later posts throughout the season.

For now, Bruce Cassidy‘s Bruins are ready to fly– mostly because of Cassidy’s coaching style that emphasizes going full throttle all the time and not because bears have sprouted wings or anything.

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Numbers Game: 2017-18 Standings Projections

Yes, it’s October.

Yes, it’s too early to make a final standings projection, but I’m going to do it anyway using a pseudo-algorithm called Heart and Grit Gut Feeling 2.0 (combined with the standard Microsoft Excel forecasting formula).

Gut Feeling 2.0 is better than just using the eye test because it combines actual numbers plugged into Microsoft Excel with the complete partial bias of whatever I feel like is the right record, number of points and/or anything shown below for all 31 teams in the NHL.

But seriously, to keep this loosely based in mathematics, I’ve included a range of points that three separate models are indicating (scroll to the bottom), as well as what Gut Feeling 2.0 is telling us.

2017-2018 Projected Final Standings

Eastern Conference

Atlantic Division

  1. y-Boston Bruins, 101 points
  2. x-Montreal Canadiens, 99 points
  3. x-Tampa Bay Lightning, 98 points
  4. x-Toronto Maple Leafs, 95 points
  5. Ottawa Senators, 93 points
  6. Buffalo Sabres, 90 points
  7. Florida Panthers, 82 points
  8. Detroit Red Wings, 80 points

Predicting the final outcome across the Eastern Conference this year is a lot like playing the lottery– whether you pick your numbers or just do quick picks, your odds of winning are still far, far less than getting struck by lightning twice.

In the Atlantic Division, the Boston Bruins barely beat out the Montreal Canadiens and Tampa Bay Lightning for the regular season division title with 101 points over Montreal’s 99 points and Tampa’s 98 points based on the Gut Feeling 2.0 model. Of course, seeding in the Stanley Cup Playoffs more often than not means nothing. Just like winning the President’s Trophy doesn’t mean much unless you win the Cup.

Given the parity of the Atlantic Division teams, it wouldn’t be surprising to see any of the top-four teams in this model switch places or grab the division crown. Based on expected final standings point-ranges alone, Tampa looks to rebound with ease, while Montreal maintains status quo.

It’s a bit of a surprise, but the Ottawa Senators sit just on the outside looking in, though logic says otherwise. For one team to improve in the division (say, Tampa for example, or the Buffalo Sabres with a healthy, full-season of Jack Eichel), another team must lose. Five points in the final standings is the only difference between 2017-2018 and 2016-2017 for the Sens and ultimately it costs them a postseason appearance.

But if any major injuries occur to teams ahead of the Senators or Sabres, then expect either Ottawa or Buffalo to be ready to take their place.

When it comes to 2018 Stanley Cup Playoff success, you might want to consider cashing in on the Lightning and Toronto Maple Leafs to at least make it to the Second Round.

Metropolitan Division

  1. z-Pittsburgh Penguins, 107 points
  2. x-Washington Capitals, 106 points
  3. x-New York Rangers, 103 points
  4. x-Columbus Blue Jackets, 102 points
  5. New York Islanders, 92 points
  6. Carolina Hurricanes, 92 points
  7. Philadelphia Flyers, 91 points
  8. New Jersey Devils, 84 points

The 2017-2018 final standings in the Metropolitan Division look similar to the 2016-2017 final standings in the Metropolitan Division. This is no accident. The top teams, Pittsburgh, Washington and the New York Rangers, remain dominant in their regular season play. Even the Columbus Blue Jackets, despite a six-point setback from their franchise best 50-win, 108-point season last year, remain a competitive team that should cross the 100-point plateau for two-seasons in a row under John Tortorella’s guise.

Whereas the Washington Capitals do not clinch the President’s Trophy in the 2017-2018 season and instead falter by 12 points compared to last season, the Carolina Hurricanes show improvement in their money-puck roster mentality, but ultimately the giants of the Metropolitan Divsion (the two-time defending Stanley Cup champion Pittsburgh Penguins, to be specific) prove too much for them to handle this season, though a 2019 Stanley Cup Playoffs run seems imminent.

Somehow the New York Islanders and Philadelphia Flyers remain stagnant this season, but the New Jersey Devils make the largest leap in points (from 70 points in ’16-’17 to 84 points in ’17-’18) as the rest of the division evens out.

Look for Pittsburgh to advance to the Second Round and yet another entertaining Rangers-Capitals matchup in the 2018 Stanley Cup Playoffs.

Western Conference

Central Division

  1. y-Chicago Blackhawks, 102 points
  2. x-St. Louis Blues, 101 points
  3. x-Nashville Predators, 97 points
  4. x-Dallas Stars, 96 points
  5. x-Minnesota Wild, 95 points
  6. Winnipeg Jets, 87 points
  7. Colorado Avalanche, 82 points

Look, the Dallas Stars have tremendous talent on their expected first line of Jamie Benn, Tyler Seguin and Alexander Radulov, but even with Ben Bishop as their starting goaltender the Stars aren’t the best team in the Central Division.

Instead, the annual “how do they keep doing this all the time? oh, right, they have Patrick Kane, Jonathan Toews, Duncan Keith and Corey Crawford still” Chicago Blackhawks will just come out on top of the St. Louis Blues who look to improve from last season with a reinforced offense (hello, Brayden Schenn) and more experience on the blue line.

The Nashville Predators, in all their glory with four incredibly deep forward lines, the best defense (on paper) and an elite starting goalie in Pekka Rinne, surprisingly fall short of winning the division coming off of their 2017 Stanley Cup Final run. Nashville will be in better playoff position heading into the 2018 Stanley Cup Playoffs, given they won’t be the last team to clinch in the Western Conference, and they should be destined for another Western Conference Finals run, at least.

The Minnesota Wild are the winners of the consolation “hey the other division didn’t have four-quality playoff teams” prize and will clinch the second Western Conference wild card spot with 95 points in 2017-18– one season removed from a 49-25-8 record and 106 point, 2nd place finish in the Central Division.

Finally, the Colorado Avalanche couldn’t possibly have a season worse than they did last season, though they’re still poised to finish behind the Winnipeg Jets for last place in the division.

Pacific Division

  1. p-Edmonton Oilers, 112 points
  2. x-Anaheim Ducks, 109 points
  3. x-San Jose Sharks, 99 points
  4. Los Angeles Kings, 92 points
  5. Calgary Flames, 85 points
  6. Vancouver Canucks, 83 points
  7. Arizona Coyotes, 78 points
  8. Vegas Golden Knights, 72 points

Gut Feeling 2.0 never lies and the numbers don’t lie either. The Edmonton Oilers will be the top team in the Pacific Division when all is said and done this season. Better yet, the Oilers will be this season’s President’s Trophy winners– something that hasn’t happened since the days of some guy wearing a jersey with the number “99” on the back of it skated around the ice.

Other than Edmonton overtaking the Anaheim Ducks for first overall, there are virtually no changes in the Pacific Division standings. San Jose will knock at the door of a 100-point season for the third season in a row, only to fall a point short (for the second season in a row).

While Los Angeles Kings fans may be disappointed this season, if anything, missing the playoffs for one more season should give them enough time to develop and recover from their offseason roster moves while GM Rob Blake figures out the reins and plans the path back to Stanley Cup glory.

Things are coming together for the Arizona Coyotes. They won’t be a bad team; they’re just a victim of circumstance. Unfortunately, that circumstance dictates that it’s going to take one more season for the chemistry to work out as general manager, John Chayka, addresses the growing depth on offense (both in prospect development and with the addition of Derek Stepan this offseason), while building a stable core of defensemen and capable young goalies in Antti Raanta and Louis Domingue.

Meanwhile the Vancouver Canucks and Calgary Flames go through their own growing pains for another season.

Luckily for the Vegas Golden Knights, there’s no pressure to play better than last season, mostly because this is their inaugural season, so it can’t be worse than before!

Look for Edmonton to make noise in the 2018 Stanley Cup Playoffs, going as deep as the Western Conference Finals– at least. Likewise, the Sharks seem ready for a better fight in the postseason than last season.

Plausible ranges in points based on three separate models (math done in Microsoft Excel alone– no Gut Feeling 2.0 added) for the 2017-2018 season:

Atlantic Division

Boston Bruins (94-101), Buffalo Sabres (67-84), Detroit Red Wings (86-101), Florida Panthers (84-92), Montreal Canadiens (93-99), Ottawa Senators (91-92), Tampa Bay Lightning (89-98), Toronto Maple Leafs (80-90)

Metropolitan Division

Carolina Hurricanes (81-87), Columbus Blue Jackets (84-92), New Jersey Devils (77-92), New York Islanders (84-97), New York Rangers (98-103), Philadelphia Flyers (90-92), Pittsburgh Penguins (105-108), Washington Capitals (102-119)

Central Division

Chicago Blackhawks (100-107), Colorado Avalanche (65-84), Dallas Stars (92-94), Minnesota Wild (93-97), Nashville Predators (94-97), St. Louis Blues (97-106), Winnipeg Jets (83-87)

Pacific Division

Anaheim Ducks (101-109), Arizona Coyotes (74-83), Calgary Flames (85-90), Edmonton Oilers (74-87), Los Angeles Kings (90-96), San Jose Sharks (99-104), Vancouver Canucks (72-95), Vegas Golden Knights (69-75)

Numbers Game: The Inaugural Vegas Golden Knights Season

The NHL’s newest franchise, the Vegas Golden Knights, are set to begin play in the 2017-2018 season and T-Mobile Arena is sure to be packed with 17,500 fans in the stands cheering on the league’s 31st team.

vegas_golden_knights_logo

But how many times will Golden Knights fans be on their feet in euphoria after a goal, big save or otherwise amazing play?

After careful consideration, Vegas selected their team from the other 30 NHL teams at the 2017 Expansion Draft, the 2017 NHL Entry Draft and via free agency, both before July 1st and since July 1st.

And after further careful consideration, I once again navigated Microsoft Excel to project some stats for the 2017-2018 Vegas Golden Knights roster. Players that have yet to play a game in the NHL are not included, since it wouldn’t feel right to predict something at a level of play that they’ve never seen before, so hold yourselves back a moment, Vadim Shipachyov fans. Give it until at least 20 games into the season, thanks.

Or at least until I can figure out how to use the forecast function for a player who’s yet to see the NHL a formula for KHL players bound for the NHL– or anyone that’s making their NHL debut.

Sample size must be kept in mind when approaching these projections. A player who scored one goal in six career NHL games over the last two seasons, having spent last season primarily in the AHL or as a healthy scratch is for some inexplicable reason, going to look promising on paper before an 82-game season begins because that’s just the way Microsoft Excel works.

This is by no means a shot at the professional ability of a player, as someone like *ahem, if you look at the chart* Brendan Leipsic. It is always plausible that Leipsic could pan out and make enough of an impression to stick around with the Golden Knights NHL roster and amass at least ten goals.

As always, keep in mind that I am no math major and you’re (probably) not a general manager, head coach, assistant coach or whatever might give you some credibility for statistical reasoning in hockey.

But if your name is George McPhee or Gerard Gallant and you’re reading this… ‘Sup? *slides résumé across the table*

And if your name is Jon Marchessault, then you’re in for a very fun season with an excellent followup to a 51-point season. Marchessualt is projected to amass 28-22-50 totals in his first season as the pinnacle of Vegas Golden Knights prime-age-driven offensive production.

Only James Neal (30-27-57 projected totals) is bound for a better season at the age of 29, which, for all intents and purposes of the today’s NHL is on the older side of a youth-driven offense, but still in the arch of a player’s prime. With only a projected six-point difference between Neal and Marchessault in expected scoring for Vegas, we’re all in for a treat in Sin City’s intra-roster battle for lead scorer.

The ever efficient, Reilly Smith, is in for a quietly successful season with 18 goals and 26 assists (44 points) in the latest projections (a seven-point improvement from 2016-2017 with the Florida Panthers). Smith’s familiarity and chemistry with teammate, Marchessault, fits brilliantly in the design of McPhee’s Golden Knights, especially with Gallant at the realm behind the bench.

While Smith provides an underrated star quality to the roster, David Perron looks to keep pace with last season’s 46-point year in his 2nd stint with the St. Louis Blues, by bringing in a 19-28-47 expected totals for Vegas in 2017-2018. Injuries aside, Perron puts up quality consistency for two or three seasons in a row and is in the midst of just that as the Golden Knights get out of the gate in their first season.

From the 2008-2009 season through the 2014-2015 season, Perron recorded 40-plus points a season with only two exceptions– an injury shortened 2010-2011 season, in which Perron only played 10-games as a 22-year-old member of the Blues and the lockout shortened 2012-2013 season, where Perron amassed 25 points in 48 games played for St. Louis.

In 2014-2015, mind you, Perron combined 5-9-14 totals in 38 games for the Edmonton Oilers and 12-10-22 totals in 43 games for the Pittsburgh Penguins for a 41-point effort in 81 games played that season. And in 2015-2016, the now 29-year-old split time among the Penguins and the Anaheim Ducks, so he’s been around the league enough to know how to bring some of the intangibles (a.k.a. veteran leadership/a locker room presence) to the expansion team in Vegas.

Check out what to expect from everyone on the Vegas Golden Knight’s inaugural season’s roster below!

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