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Examining Each Golden Knights Quality Of Competition Faced

(Photo Credit: Photographer Brandon Andreasen)

One of the most powerful tools to measure a hockey player’s importance to a team is by examining how often his coach puts him on the ice. The simple idea is that the coach will play his best players for the most minutes, against the toughest competition, and in the most important situations.

There are all sorts of variables that affect different players’ overall numbers which makes breaking down time on ice very challenging. It’s easy to see who plays the most overall, at even-strength, or on special teams, but who plays against the opposition’s best players, that’s a lot tougher to spot.

Luckily, there are incredibly smart people in the hockey community that dedicate insane amounts of time to figuring it out. One such person is Patrick Bacon (@TopDownHockey). Patrick derived a complex mathematical formula to calculate the quality of every NHL players’ competition using opponent’s ice time. (Here’s the formula if you are interested.)

To dumb it down, this formula uses the fundamental concept that the best players play the most. Thus, the more ice time the players you share the ice with see, the better the quality of competition you’ve faced. For example, if a player plays a majority of his shifts against Connor McDavid and Leon Draisaitl, who both average nearly 22 minutes a night, his TOIQoC% will be much higher than his teammate who saw most of his ice time against Jujhar Khaira and Sam Gagner, who each average around 14.

The reason these numbers can be so interesting is that they give a peek into the minds of the coaching staff making the decisions. NHL coaches don’t always have the ability to match lines and pairs with the matchups they prefer perfectly, but they are able to get them more often than not. Despite Pete DeBoer’s weird infatuation with starting the 4th line every night, both he and Gerard Gallant were meticulous in setting up the matchups they preferred over the course of the Golden Knights first three seasons.

The numbers speak for themselves, but I’ll do some talking for them after you see the chart. You can sort each season by double-clicking the year at the top. The higher numbers indicate stronger quality of competition.

**For the entire league, check out Patrick’s Tableau page.**


The first thing that should jump off the page is the quality of competition faced by Nate Schmidt and Brayden McNabb, specifically in 2019-20.  In fact, McNabb led all defensemen playing the toughest minutes in the entire NHL last season. Schmidt was right there behind him coming in third.

There’s a flip side to that as well. Holden, Hague, Theodore, Whitecloud, and Engelland all finished near the bottom playing the easiest competition. (Martinez would likely be much lower if the data was separated for only his time in Vegas.)

At forward, no Golden Knight rated among the top 20 but Reilly Smith, William Karlsson, and Jonathan Marchessault have consistently shouldered the brunt of the tough minutes through the first three seasons. However, their roles decreased significantly this season compared to last.

Over the course of the three seasons, the number of players who play tough minutes is shrinking for the Golden Knights. In Year 1, 11 players came in with a TOIQoC% above 29%, this included seven forwards and four defensemen. In Year 3 that number is down to 7 with just Schmidt and McNabb representing the D.

Finally, in 2019-20 the Golden Knights’ fourth line included three players all ranked in the bottom 30 in the NHL at the quality of competition faced. Contrast that to 2017-18 where the Golden Knights did not have a single player in the bottom 50 until they acquired Reaves who ranked 11th to last that season.

Vegas has quickly shifted from a team that spread their tough minutes out across a larger group of players to one that leans heavily on their core group.

And, with Schmidt out and Pietrangelo in, that chasm may just get wider in 2020-21.


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  1. Carl

    Shoulda kept Schmidt. Shoulda kept Schmidt. Should kept…

  2. Tim

    Personally I agree with Carl I would have kept Schmidt at 5.9 million and traded Marshie at 5 million. What your over in cap could have been solved by trading Holden or Reeves.

  3. VGK2018

    Woulda kept Schmidt as well. How soon we forget the 20 games without him and at a very reasonable cap hit.

    Anyway, what jumps out at me is how elite Boston’s top three really are. I hate the B’s but damn those guys are studs (and cheaper than our “elite” player too).

  4. Darth Brooks

    Flip side. With Petrangelo we won’t have a defenseman that gives away the puck in decisive playoff games like Schmidt did. He was notorious for passing it to the other team In crunch time.

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