L. Smith

How well supported: 82%. Clustering the same 27 seasons without our labels puts 82% of them in the group our archetype names would predict. The lines we drew broadly match the ones in the data. No position separates cleanly into discrete types (silhouette 0.20); these are continua, and the scores describe position along them.

A percentile, not a success rate: 67th means he did more of it than two thirds of the 29 Aberdeen central midfielder seasons on record. Context, not a league benchmark. Style, not rating: goals, assists and conversion feed none of these scores. Evidence behind it: low confidence (73) on 372 minutes, 7 of 8 matches with event data.

No shape reaches 270 minutes this season, so there is nothing here worth ranking.

1. Connor McLennan2021/2279
   closest on Passes, Possession kept per touch, Into the final third
2. James McGarry2023/2476
   closest on Interceptions, Tackles, Pass xT
3. Graeme Shinnie2023/2473
   closest on Passes, Tackles, Interceptions

Nearest style profile among 29 Aberdeen central midfielder seasons, across the model’s on-ball dimensions. Not a ranking: this asks who he plays like, not who was better.

Against other clubs

Percentile against 90 players from 10 other Scottish clubs, in their matches against Aberdeen. Shares of his own actions rather than per-90: opponent minutes are derived from the lineup, good enough to require 450 of them but not precise enough to divide by.

Celtic and Rangers are left out of the pool. With them in, they held 8 of the top 10 for passing and none of the top 10 for aerials — they distorted every feature one way or the other. Without them the remaining ten clubs behave alike enough that a player's club explains under a sixth of the variance in any of these, so all of them are readable as the player rather than the team.

Based on 7 Aberdeen matches and 212 touches this season, against opponents with at least 450 minutes against us across five years. Every feature shown agrees with itself when a player's matches are split in half and measured twice; aerial win rate and take-on success do not on this sample, so they are left out. These are still matches against one specific side — enough to place a player, not to quote as league form.

Who else plays like this

Players from 10 other Scottish clubs who reach Smith's level on all four of the things that most characterise him.

1. Martin BoyleHibernian93 · 98 · 95 · 97
2. Glenn MiddletonDundee United98 · 94 · 89 · 93

2 of 90 pool players match. The pool is opponents with at least 450 minutes against Aberdeen across five years — roughly four matches a season each, and only against us. This is a prompt to go and watch someone, not a scouting verdict, and it cannot see anyone who has not played us.