Ryan Ma 📊

4.8K posts

Ryan Ma 📊

@RyanMaScouting

🎓 BMath ’25 @UWaterloo | 🏒 US Regional Scout @DobberProspects | 📊Prospect Analytics Cards @T2TProspects | #LeafsForever

Toronto, Ontario Bergabung Mart 2022

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Ryan Ma 📊@RyanMaScouting·3d

🚨Check out my almost 6000 word Substack deep dive on 7 #2026NHLDraft eligible FWDs! 🚨 Featuring: @LondonKnights Cover & Brown @Ottawa67sHockey Vandenberg @KingstonFronts Mclean @WHLHitmen Amrhein @USAHockeyNTDP Cullen @GamblersHockey Hafele 🔗: open.substack.com/pub/ryanmascou…

Ryan Ma 📊@RyanMaScouting

Back to back #2026NHLDraft Monthly Musings for March! 🚨Check out my 5000+ word Substack on 7 #2026NHLDraft Prospects!!!! 🚨 A few really intriguing toolsy power forwards, steady defensive defensemen & complementary bottom six guys in this one 👀 🔗: open.substack.com/pub/ryanmascou…

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Ryan Ma 📊 me-retweet

Ryan Ma 📊@RyanMaScouting·3d

Ryan Ma 📊@RyanMaScouting

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Ryan Ma 📊@RyanMaScouting·40m

@Mike556553251 @T2TProspects @mattdolloff It may seem that way but it is (in my opinion, although I could be biased) a comprehensive throughout set up We have an entire thread from James that outlines the logic behind it

James Connelly@JamesConnelly37

Here is a thread to give you a better understanding of how @RyanMaScouting, @SaadScouting, and I's model works (1/9)🧵

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Mike@Mike556553251·46m

@RyanMaScouting @T2TProspects @mattdolloff I get it. I’m just not buying the analysis…an “involvement” and “efficiency” score…having data to input to generate an objective output seems incongruent.

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Tape2Tape Prospects@T2TProspects·18h

Many were quick to write Dean Letourneau off after registering only 3 points as a freshman. However, he has shown outstanding year-over-year growth and is now one of the best forwards in all of college hockey! #NHLBruins

C@churleyboy

@T2TProspects Dean letourneau

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Ryan Ma 📊@RyanMaScouting·4h

Going forward, now that I have access to the @T2TProspects accounts, all cards are going to be posted on there outside of a few special occasions so make sure to follow! For #Flames Potter & Wyttenbach, both elite D+1 seasons The model prefers Potter’s all around skillset but Wyttenbach’s productivity is hard to deny and ultimately gives him the slight edge in overall final rankings

Forever Red@AntiTankAIDrone

@RyanMaScouting Are #Flames prospects Ethan Wyttenbach and Cullen Potter graded any differently? They are from the same draft class, also in the NCAA.

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Ryan Ma 📊@RyanMaScouting·9h

With James Hagens signing a deal to join the #NHLBruins, check out his INSANE player card comparisons from our @T2TProspects card NCAA Impact Comps: #TusksUp Cooley #GoAvsGo Brindley #SeaKraken Beniers #LGRW Plante #CBJ Johnson #NHLBruins got a special one.

Tape2Tape Prospects@T2TProspects

🚨Card Requests🚨 For the first 20 people to request a U22 NHL-affiliated prospect, we will share their latest T2T card! We have most leagues covered, but the most notable omission is the AHL.

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Ryan Ma 📊 me-retweet

Ryan Ma 📊@RyanMaScouting·19h

#Flames fans are going to love this card Reschny was a huge part of NoDaks team & the player comps speak for themselves #SeaKraken Beniers #CBJ Johnson #Smashville Stiga #TexasHockey Martino #TusksUp Ludtke The high end comps are as good as they get… he’s going to be so good

Tape2Tape Prospects@T2TProspects

Cole Reschny has made a ton of noise in his freshman year at NoDak, leading the team in scoring! Reschny showed a great playmaking dimension to his game and was also highly efficient when shooting the puck! #Flames

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Ryan Ma 📊@RyanMaScouting·19h

Missed this guy by 2 picks… Heard rumblings around the draft that #LeafsForever really liked him Chicago Steel connection with Marlies GM Ryan Hardy… he went to the #GoHabsGo & Toronto traded down after that for Danford The rest, as they say, is history Sick to my stomach

Tape2Tape Prospects@T2TProspects

Many were surprised to see Michael Hage snubbed as a Hobey Baker finalist, and his card backs up the eye test. He has nearly nothing left to prove at the NCAA level and could be a top-six piece for the #GoHabsGo for a long time!

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Ryan Ma 📊@RyanMaScouting·52m

@AdamFly96727825 Oh don’t worry… it hurts lol 💔

Ryan Ma 📊@RyanMaScouting

@ITR_Anselmo I was so convinced we were gonna take him or Stiga at 31 man… I’m okay with Danford but I think he would’ve been there at 40 still

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Adam@AdamFly96727825·59m

@RyanMaScouting Chernyshov should hurt more because he was actually available to draft. And he could be helping the leafs now He was easily the best player available. Danford still should be decent.

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Ryan Ma 📊@RyanMaScouting·1h

@Bruins4Life213 @Mike556553251 @T2TProspects @mattdolloff Yeah, the source data frequently updates after every game but unfortunately the heights and weights aren’t updated very frequently so all players are usually an inch or so shorter and their weights are usually off by a bit as well.

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Brennn@Bruins4Life213·1h

@Mike556553251 @T2TProspects @mattdolloff He’s 6’7” 230lbs.

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Ryan Ma 📊@RyanMaScouting·1h

I fail to see the point of this comment… we use underlying tracking data from throughout the year and apply our model to it in order to generate these scores that are broad in nature so they’re more easily digestible for average fans… It’s not like we went into MS paint and randomly pulled numbers out… he played well this year, the model recognized that he played well so his card looked good…

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Mike@Mike556553251·2h

@T2TProspects @mattdolloff These graphs are hilarious Kid did great…let’s whip up something colorful, heavy on the green which means good…make up a bunch of arbitrary metrics like “efficiency” and “involvement”😂, put scores, give him a grade He’s 6’2 225lbs, scored a pt per game…we know he’s good🤡

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Ryan Ma 📊@RyanMaScouting·4h

@FlamesEnjoyer13 @T2TProspects I actually posted him after the trade deadline when he first became a Flame!

Ryan Ma 📊@RyanMaScouting

Jonathan Castagna is the sole prospect the #Flames got in the Mackenzie Weegar trade from #TusksUp A late bloomer, the Cornell FWD has been a Top 30 F in College Hockey this year in his D+3 with strong skating & a hardworking playstyle A good, translatable bottom six projection

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Not So Optimistic Flames Fan@FlamesEnjoyer13·4h

@RyanMaScouting @T2TProspects Could we take a look at another flames prospect in Jonathan Castagna

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Ryan Ma 📊@RyanMaScouting·4h

@fvc022 @T2TProspects Appreciate the support and kind words my man!

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THE PASSION™ -ATLEY Suffering Toronto Sports Fan@fvc022·4h

@RyanMaScouting @T2TProspects No worries, i love your work, keep it up

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Ryan Ma 📊@RyanMaScouting·4h

@Loubrass2 @JamesConnelly37 @fellachance @T2TProspects No problem! Hope that helped :)

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Louhabs1909@Loubrass2·4h

@RyanMaScouting @JamesConnelly37 @fellachance @T2TProspects Got it, thank you so much!

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Tape2Tape Prospects@T2TProspects·19h

H.I.G@ThatNuShab

@T2TProspects Show me Michael Hage

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Ryan Ma 📊@RyanMaScouting·4h

@fvc022 @T2TProspects We have Verhoeff, but you’ll have to wait on his cards for when draft season rolls around 😉 I do have a few cards posted of the draft year guy on my Substack alongside my scouting report deep dives, but it won’t have any of the big names

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THE PASSION™ -ATLEY Suffering Toronto Sports Fan@fvc022·4h

@RyanMaScouting @T2TProspects Ah, darn, what about Verhoeff? or is it only drafted players

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Ryan Ma 📊@RyanMaScouting·4h

@fvc022 @T2TProspects I think Nick is unfortunately too old for the cards this year 😔 The model only goes up to D+3 seasons and I think Nick is in his D+4 now

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THE PASSION™ -ATLEY Suffering Toronto Sports Fan@fvc022·4h

@RyanMaScouting @T2TProspects Can we get a Nick Moldenhauer card, I’m curious if it has improved or not

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Ryan Ma 📊@RyanMaScouting·4h

I would say definitely more so the second one. They’re similar players at this current stage in terms of impact, but McKenna we expect to be better in the long run because of development. The model is meant primarily to gage current on ice impact and then prioritizing/ordering similar impacts by assigning higher value to younger players

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Louhabs1909@Loubrass2·4h

@RyanMaScouting @JamesConnelly37 @fellachance @T2TProspects So should I assume that Hage and Mckenna are projected the same impact at any unknown standardised age (let's say they're both 27) as of TODAY or should I understand that they're evaluated at their own rspctv age, therefore Mckenna being superior because we expect progression?

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Ryan Ma 📊@RyanMaScouting·4h

@Loubrass2 @JamesConnelly37 @fellachance @T2TProspects I should’ve explained this better but the age adjustment is relatively minor. So yes I suppose it’s not exactly how they would be on the ice today, but it’s primarily impact based.

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Louhabs1909@Loubrass2·4h

@RyanMaScouting @JamesConnelly37 @fellachance @T2TProspects Wait maybe I'm not understanding, wouldn't it be if they both stepped on the ice tonight, but they would be at an "X" standardised age projection of themselves? Because then wouldn't age be factored in twice? :Mckenna's age bumps him up AND he'll get better between now and Hage?

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Ryan Ma 📊@RyanMaScouting·4h

@OS_v_38 @T2TProspects Thank you Owen! As a Leafs fans I’m not looking forward to a Hagens - Minten 1-2 punch down the middle for the next 15 years 😭

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Owen@OS_v_38·4h

@RyanMaScouting @T2TProspects Really like the player cards and very excited for Hagens with the spoked B

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Ryan Ma 📊@RyanMaScouting·4h

@Loubrass2 @JamesConnelly37 @fellachance @T2TProspects In terms of overall impact with everything taken into account, yes, the model regards both Hage and McKenna very similarly if they were to both step on the ice for a game tonight Even if the strengths and weaknesses will differ, they’re both elite college players at this stage

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Louhabs1909@Loubrass2·5h

@RyanMaScouting @JamesConnelly37 @fellachance @T2TProspects Which should absolutely be accounted for, you're right, they're almost 2 years and 1 NCAA season apart, it matters. But then that also means your model likes Michael Hage almost as much as Gavin Mckenna, while considering evrt, am I right? 👀 That's all I'm willing to hear 😁😉.

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Ryan Ma 📊@RyanMaScouting·5h

100%! Thank YOU for the questions. We love getting people interested in the cards, and trying to understand the inner logic behind them We’ve put a lot of effort into trying to mold the underlaying data so that it can create a comprehensive overall picture of players and their relative impact against their peers and adding historical context outside of the traditional counting stats

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Louhabs1909@Loubrass2·5h

@RyanMaScouting Thank you so much for answering my questions, as well as @JamesConnelly37 . Love being able to discuss this kind of stuff with the people behind the models.

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Ryan Ma 📊@RyanMaScouting·5h

This is a great question! We do take into account TOI, role, and deployment in our grading! All stats are standardized to per/60 so Hage’s lower TOI means he actually benefits in a lot of the raw scores As a result we actually tend to give slight bonuses to players that play more as it showcases their role and importance to their team, as well as boosts for players that play a more heavy defensive zone deployment

Louhabs1909@Loubrass2

@JamesConnelly37 @fellachance @T2TProspects Do you have Michael Hage's calculated percentile beyond just knowing that he's comprised between [99;100[? I'd be VERY interested. And also, since TOI data has just recently started getting tracked for NCAA players, are there attempts at standardising productions for TOI?

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Jelajahi

@LondonKnights @Ottawa67sHockey @KingstonFronts @WHLHitmen @USAHockeyNTDP @GamblersHockey @Mike556553251 @T2TProspects