Opening Night 2026: Our Model's Read: Carolina, Montreal, Edmonton, and Vegas, Plus One Coin Flip
By Ashkon Baharlou
The 2026-27 season opens tonight, the first of an 84-game schedule, and the league did not ease into it. Five games. An ESPN tripleheader. The defending champion Hurricanes raise their banner against Florida, the back-to-back champs who missed the playoffs entirely last spring. The Panthers are here to remind Carolina whose league this is. The No. 1 overall pick makes his debut in Toronto. A new coach debuts in Vegas. Here is the model's pick for all five games and the numbers behind each one.
One note before the picks. Every number below comes from the Whiteboard model, run over tonight's expected lineups: each club gets a team score that blends its skaters with its goaltending, and the win probability accounts for home ice. The framing is the model's read, nothing more. I log every pick, and tonight's results story will grade them against the finals.
5 p.m. ET, ESPN: Florida at Carolina (the banner game)
The model's pick: Carolina, 77 percent.
The Whiteboard scores it 71.5 to 59.4: skater units 74.7 to 66.5, goaltending 58.7 to 30.7. The case starts with Sebastian Aho, 95th percentile and an Elite driver, who put up 14 goals on 14.94 expected with 61.7 percent of shot attempts and carries an elite Dual threat tag. Behind him: Jaccob Slavin at 92nd with elite Puck driver, Stick thief, and Suppressor tags, Jackson Blake at 87th with 14 goals on 20.26 expected, Jordan Staal at 85th, K'Andre Miller at 83rd with a 62 percent attempt share. Seven Hurricanes grade at or above the 80th percentile. Seth Jarvis, the model's second-best Hurricane at the 94th percentile, starts the season on the injury non-roster list after June shoulder surgery and is not in the expected eighteen, so he is not in the number.
The goaltending is the swing factor. Brandon Bussi is the expected starter for Carolina and grades 62.2, a Strong tier. Jacob Markstrom is the expected starter for Florida and grades 31.9. That gap in net is doing real work in the 77.
Florida is not a pushover in the model's eyes, which is what makes the gap interesting. Aleksander Barkov grades 97th after his return from the World Championship. Brady Tkachuk grades 95th and plays his first game as a Panther tonight. Gustav Forsling grades 95th, Matthew Tkachuk 92nd, Sam Reinhart 90th, Carter Verhaeghe 88th with 16 goals on 15.24 expected. Six Panthers clear the 80th percentile. The absences are the two wingers: Brad Marchand (lower body, rehabbing through October per Paul Maurice) and Jonah Gadjovich (out indefinitely after neck surgery).
Carolina runs seven deep at the 80th percentile or better. Florida's top end is real but thinner, and the crease is not close. The honest risk is a hot Markstrom.
7 p.m. ET, Sportsnet: Montreal at Toronto (the McKenna debut)
The model's pick: Montreal, 60 percent.
This is the goalie game. The Whiteboard scores it 62.2 to 54.9 for the visitors: the skater units are nearly even at 59.8 to 58.6, and the crease decides it. Jakub Dobes grades 72.6 for Montreal. Sergei Bobrovsky, Toronto's No. 1, grades 38.8. A thirty-four point gap in net erases a coin flip on skates.
The Toronto case is really two debuts. Gavin McKenna, the No. 1 overall pick, is expected to make his NHL debut on a line with John Tavares and William Nylander. Tavares grades 66th, a Strong driver with an elite Faceoff specialist tag and 15 goals on 18.51 expected. Nylander grades 61st with elite Playmaker and Trigger man tags. The other debut is the one nobody can confirm yet. Kirill Marchenko was acquired Monday night to skate on the top line with Auston Matthews after the trade that sent Matthew Knies to Columbus, and he is on the top line in the expected lineup, but his Canadian work visa process was still incomplete as of Tuesday morning, per The Athletic's Chris Johnston. GM John Chayka called playing tonight the goal but said the paperwork is out of the club's hands, so check warmups. Matthews grades 86th, though his 5v5 line carries a wart: 17 goals on 19.54 expected with a 45.8 percent attempt share, the chances outrunning both the finishing and the tilt. Marchenko grades 82nd with 17 goals on 16.92 expected and a 52 percent share. Chris Tanev grades 84th on the back end. Behind a heavily reworked roster and a new coach in Jim Hiller, Bobrovsky is the expected starter in net at 38.8.
Montreal's case is the finisher plus the goalie. Cole Caufield grades 83rd with 33 goals on 20.05 expected, the kind of finishing that steals games. Phillip Danault grades 82nd, Nick Suzuki 78th with 40 power-play points, Lane Hutson 78th. The Hockey News's Daily Puck Pick likes the Canadiens to spoil the night, and the numbers agree.
Set aside the circus — the debut, the blockbuster, the new coach, a heavily reworked roster. The skaters are even and the goalies are not. The honest risk is everything the numbers cannot see on night one: a rookie's first shift, a new top line's first period, whether Marchenko's paperwork clears in time, and an unpredictable position.
8 p.m. ET, ESPN: NY Rangers at Boston (the coin flip)
The model's pick: NY Rangers, 55 percent.
This is the thinnest edge on the board. The Whiteboard scores it 61.0 to 56.2 for the visitors: skater units 56.5 to 50.0, and the crease is a wash. Igor Shesterkin grades 79.3 for the Rangers. Jeremy Swayman grades 78.3 for Boston. When the goalies cancel out and the skaters are close, 55 percent is what comes out.
The reason the Rangers grade better is the top of the roster. Adam Fox grades 94th, an Elite driver with elite PP quarterback and Play driver tags and a 55.7 percent attempt share, the best player on either roster. Pavel Dorofeyev grades 88th with 15 goals on 16.7 expected and a 55 percent share. Vladislav Gavrikov grades 86th with an elite Suppressor tag, Sean Durzi 85th with an elite Play driver tag. That is four Rangers at 85th percentile or better, with Dorofeyev and Durzi arriving this summer, in Mike Sullivan's second season behind the bench. Mika Zibanejad grades 73rd up front. Shesterkin is the expected starter.
Boston's case is thinner at the top and it shows in the number. Charlie McAvoy is suspended for the first six games for slashing Zach Benson in last spring's playoff series against Buffalo, and he is very missed. Hampus Lindholm is the Bruins' best available skater at 82nd with an elite Heavy lifting tag, and he is the only Bruin at or above the 80th percentile. JJ Peterka grades 79th with 20 goals on 14.35 expected. David Pastrnak grades 75th with 16 goals on 16.6 expected and 28 power-play points. Matt Poitras opens on the injury non-roster.
The rivalry and the ESPN lights are the television story. The numbers say the Rangers have the best skater in the game and the deeper blue line; the Bruins have the building and a wash in net. The honest risk: 55 percent is a pass, and I am printing it as one.
10 p.m. ET, Sportsnet: Vancouver at Edmonton (the mismatch)
The model's pick: Edmonton, 85 percent.
The Whiteboard scores it 55.8 to 37.4: skater units 61.4 to 37.0, goaltending nearly even. Connor McDavid grades 99th, an Elite driver with 24 goals on 24.73 expected and 51 power-play points, carrying an elite Secondary scorer tag. Leon Draisaitl grades 98th with 16 goals on 11.95 expected. Evan Bouchard grades 98th. Mattias Ekholm grades 98th with an elite Play driver tag and a 55.3 percent attempt share. Five Oilers clear the 80th percentile. Tristan Jarry is the expected starter at 33.4, and Kevin Lankinen grades 40.5 for Vancouver, which is the only thing in this game that is not an Edmonton advantage.
Vancouver has zero skaters at or above the 80th percentile. The best of the group is Elias Pettersson. Linus Karlsson grades 71st, and after those two it falls to Jamie Oleksiak at 60th. That is the whole Vancouver case, and it is not much of one.
One lineup change since the morning skate. Ryan Nugent-Hopkins is out for the opener with a lower-body injury. Coach Mike Babcock confirmed it Tuesday, and TSN reports he is expected to miss about two weeks. Max Jones draws in up front, and Isaac Howard takes his spots on the top power play and the first penalty kill. The 85 above already accounts for all of that.
10:30 p.m. ET, ESPN: Chicago at Vegas (the late show)
The model's pick: Vegas, 82 percent.
The Whiteboard scores it 69.7 to 53.3: skater units 77.5 to 45.5, but the crease keeps Chicago alive. Spencer Knight grades 82.0 for the Blackhawks. Carter Hart, confirmed in net for Vegas, grades 38.2. That forty-four point gap in net is what keeps this from being a runaway.
The skater gap is still the story. Jack Eichel grades at the 100th percentile, an Elite driver with 21 goals on 15.69 expected, the finishing running ahead of the chances. Mark Stone grades 99th. Mitch Marner grades 98th with elite Playmaker, Trigger man, and Suppressor tags. Ten Golden Knights grade at or above the 80th percentile. Ryan Craig makes his NHL head-coaching debut behind the bench after replacing John Tortorella, leading the defending Western Conference champions.
Chicago's best skaters by the model's grades are Ian Cole at 87th, Bowen Byram at 81st, and Andrew Mangiapane at 62nd. Frank Nazar grades 26th. The storyline is Patrick Kane's return to Chicago; the model grades the 49th-percentile version of Kane with strong Playmaker, Secondary scorer, and Dual threat tags, a complementary piece now, not a driver. Connor Bedard, named captain on September 15, is out until November after July surgery on his left shoulder, so he is not in the expected lines.
The honest risk is the obvious one. One hot goaltender erases thirty points of skater edge, and tonight Chicago has the hotter-graded one. The rest — opening night, a new coach, banner hangover — is narrative.
The verdict
Four leans, one pass. The model takes Carolina at 77 percent, Montreal at 60, Edmonton at 85, and Vegas at 82. It calls Rangers over Bruins a coin flip at 55: a pass.
The real risk, named plainly: these probabilities are the model's read of tonight's expected lineups, and expected lineups change. Edmonton already lost Nugent-Hopkins this afternoon and the number moved with it, 86 to 85. The goalie grades are last season's data, and one hot goaltender erases thirty points of skater edge before the second period. Treat the numbers as the read they are.
Tonight's results story will grade all five against the finals. If the model goes 4-1 with the miss in the coin flip, that is exactly what the numbers said would happen.
Check the work. Open the Whiteboard, the free line tool I built, and build tonight's lineups yourself. Move the pieces, watch the ratings move, and bring your version to the results story tonight.
All team scores, goalie grades, skater grades, tags, and 5v5 numbers from the Last Change Hockey Whiteboard model, built on 2025-26 NHL play-by-play. Team scores blend skater units with goaltending. Jarvis injury via Heavy; Marchenko visa status via The Athletic's Chris Johnston and GM John Chayka; Marchand injury via NBC Sports and Paul Maurice; Nugent-Hopkins injury (lower-body, \~two weeks) via TSN and coach Mike Babcock; expected lineups via the Whiteboard; Bobrovsky's Toronto No. 1 role via Sportsnet; Montreal lean via The Hockey News; Rangers roster via Sports Illustrated; Bruins roster via NHL.com; Bedard injury (left shoulder surgery July 8, out until November) via NHL.com; opening-night schedule via USA Today and NBC Sports. Win probabilities are the model's read.
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