The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 259 qualified hitters (210+ PA). Closer to the center star = more alike. xwOBA is deliberately excluded: this maps how hitters are built, not results twins.

strong match (0.55+) moderate (0.45 to 0.55) weaker (< 0.45) star size + line weight scale with similarity · rings mark 0.70 / 0.50 / 0.30 · hover a star for why, click for the fingerprint
Radial fingerprint · population percentiles

Two profile shapes drawn over the same axes: overlap is what makes them comps, gaps are where they part. Langeliers, Shea in signal, the comp in amber.

ATH · bats R · 408 PA

Ranked comps for Langeliers, Shea

#PlayerSimilarityAgrees onDiffers onOpen
01 Abreu, Wilyer BOS · L · 428 PA 0.71 Sweet-spot rateChase rateGround-ball rate Max exit velocity -1.5zFly-ball rate +0.9zWhiff rate -0.8z
02 De La Cruz, Elly CIN · L · 372 PA 0.65 Isolated powerBat speedWhiff rate Ground-ball rate +2.1zHard-hit rate +1.2zAvg exit velocity +0.9z
03 Chourio, Jackson MIL · R · 306 PA 0.60 Oppo rateAvg exit velocityHard-hit rate Ground-ball rate +1.6zMax exit velocity -1.4zIn-zone contact +1.3z
04 Goodman, Hunter COL · R · 404 PA 0.56 Walk rateGround-ball rateBat speed Pull rate +1.7zStrikeout rate +1.4zChase rate +1.4z
05 Greene, Riley DET · L · 431 PA 0.55 Bat speedSwing lengthFly-ball rate Max exit velocity -1.7zSprint speed -1.5zWalk rate +1.1z
06 Canzone, Dominic SEA · L · 276 PA 0.55 In-zone contactWhiff rateWalk rate Ground-ball rate +1.8zSprint speed -1.8zOppo rate -1.4z
07 Witt Jr., Bobby KC · R · 422 PA 0.55 Max exit velocityxwOBA on contactChase rate Pull rate -1.4zSprint speed +1.3zIsolated power -1.2z
08 Crow-Armstrong, Pete CHC · L · 435 PA 0.53 Whiff rateSweet-spot ratexwOBA on contact Pull rate +1.9zBarrel rate -1.5zOppo rate -1.4z
09 Contreras, Willson BOS · R · 389 PA 0.53 In-zone contactBat speedHard-hit rate Pull rate +1.8zSwing length +1.5zOppo rate -1.5z
10 Bauers, Jake MIL · L · 375 PA 0.52 Whiff ratexwOBA on contactFly-ball rate Chase rate -1.7zWalk rate +1.6zSprint speed -1.2z
11 Harper, Bryce PHI · L · 425 PA 0.52 In-zone contactIsolated powerxwOBA on contact Walk rate +1.9zGround-ball rate +1.5zMax exit velocity -1.3z
12 Rodríguez, Julio SEA · R · 397 PA 0.52 Whiff rateHard-hit rateOppo rate Barrel rate -1.4zFly-ball rate -1.3zIsolated power -1.3z

Weighted RMS z-distance over 6 feature groups, standardized within the qualified population; similarity = exp(-alpha * d^2), one global fixed transform. xwOBA excluded by design: this matches profile shape, not outcome twins. Descriptive, not predictive.