Had to do some training with constructing an AI model + dataset in my spare time to prep/POC for an actual work initiative. Fairly basic for those devs floating around here, but I ended up throwing it some team/individual data that I was able to scrape (but not verify...because time/pain), as well as a spreadsheet I created with my own prospect rankings.
View attachment 919431
I haven't gone very far here with my prospect list — I've accomplished what I needed for the original purpose, but might keep tweaking for fun. Thomas and Kyrou are essentially the controls here. And I just took the 8 "prospects" that I've 1.) gotten the best views of and 2.) foresee being a part of the logjam.
Aside from the team/individual performance data, I also had it look at Armstrong's trade history, and found a separate dataset for all NHL trades the last 3 years. I messed up here, as I didn't run a control on the results with/without that data set, but: Stated objective was to create a top 6 with some spare (ideally, unique) parts that can float between bottom and middle 6. And to add a tradeability and redundancy score next to each player.
[TABLE=collapse]
[TR]
[TH]Prospect[/TH]
[TH]Position[/TH]
[TH]Tradeability Score[/TH]
[TH]Justification[/TH]
[/TR]
[TR]
[TD]
Dvorsky[/TD]
[TD]C[/TD]
[TD]
1[/TD]
[TD]Core future player[/TD]
[/TR]
[TR]
[TD]
Snuggerud[/TD]
[TD]W[/TD]
[TD]
3[/TD]
[TD]Potential asset for trade unless trending toward ceiling[/TD]
[/TR]
[TR]
[TD]
Stenberg[/TD]
[TD]W[/TD]
[TD]
2[/TD]
[TD]Valuable. Tradeable in a package deal for elite talent.[/TD]
[/TR]
[TR]
[TD]
Neighbors[/TD]
[TD]W[/TD]
[TD]
2[/TD]
[TD]Important. Only tradeable once trend stabilizes and only if talent (>)[/TD]
[/TR]
[TR]
[TD]
Bolduc[/TD]
[TD]W[/TD]
[TD]
3[/TD]
[TD]Neutral; depends on team needs[/TD]
[/TR]
[TR]
[TD]
Dean[/TD]
[TD]C[/TD]
[TD]
4[/TD]
[TD]Expendable; trade candidate[/TD]
[/TR]
[TR]
[TD]
Peterson[/TD]
[TD]C/W[/TD]
[TD]
3[/TD]
[TD]Versatile but tradable. Potentially ascendent due to physical characteristics. IQ is the cap.[/TD]
[/TR]
[TR]
[TD]
Kyrou[/TD]
[TD]W[/TD]
[TD]
2[/TD]
[TD]Tradeable but requires (>) and known production coming back[/TD]
[/TR]
[TR]
[TD]
Thomas[/TD]
[TD]C[/TD]
[TD]
1[/TD]
[TD]Cornerstone team member[/TD]
[/TR]
[/TABLE]
High confidence in the Center positions. Wings lack elite skill, capping shot quality and reducing production. Recommend trading non NHL assets — ideally 3 and below — for Elite Wing talent.
Known Targets: Brock Boeser and Travis Konecny
Emerging Players: Kirill Marchenko and Jack Quinn could be strategic acquisitions for both immediate impact and future growth.
Not meant to mean much, but wanted to share for fun. Obviously, defense is a driver here that is not represented, and, my rankings certainly swing the model more significantly than the generalized production data would've on its own. Last note: I added Buch to the model, and it didn't change a whole lot other than giving him a score of 2 (due to his age).