The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 259 qualified hitters (290+ 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 · 429 PA

Ranked comps for Langeliers, Shea

#PlayerSimilarityAgrees onDiffers onOpen
01 Abreu, Wilyer BOS · L · 610 PA 0.68 Pull rateSwing lengthGround-ball rate Max exit velocity -1.6zAvg exit velocity -0.9zFly-ball rate +0.9z Player Projection Swing lab
02 De La Cruz, Elly CIN · L · 560 PA 0.64 Whiff rateSprint speedSwing length Ground-ball rate +2.1zChase rate -1.0zHard-hit rate +0.8z Player Projection Swing lab
03 Mayo, Coby BAL · R · 380 PA 0.60 xwOBA on contactChase rateBat speed Oppo rate -1.6zStrikeout rate +1.5zPull rate +1.5z Player Projection Swing lab
04 Contreras, Willson BOS · R · 534 PA 0.59 Isolated powerIn-zone contactxwOBA on contact Pull rate +1.7zSwing length +1.5zOppo rate -1.2z Player Projection Swing lab
05 Canzone, Dominic SEA · L · 444 PA 0.57 Isolated powerWalk rateHard-hit rate Ground-ball rate +1.7zSprint speed -1.5zOppo rate -1.5z Player Projection Swing lab
06 Greene, Riley DET · L · 519 PA 0.56 Bat speedSwing lengthxwOBA on contact Max exit velocity -1.8zSprint speed -1.3zIsolated power -1.2z Player Projection Swing lab
07 Chourio, Jackson MIL · R · 483 PA 0.55 Avg exit velocityFly-ball rateStrikeout rate Ground-ball rate +1.8zSweet-spot rate -1.5zMax exit velocity -1.5z Player Projection Swing lab
08 Witt Jr., Bobby KC · R · 541 PA 0.55 Sweet-spot rateMax exit velocityAvg exit velocity Isolated power -1.5zPull rate -1.3zSprint speed +1.3z Player Projection Swing lab
09 Adell, Jo LAA · R · 578 PA 0.54 Whiff rateHard-hit rateIn-zone contact Barrel rate -1.5zIsolated power -1.5zWalk rate -1.4z Player Projection Swing lab
10 Goodman, Hunter COL · R · 517 PA 0.53 Ground-ball rateWalk rateHard-hit rate Strikeout rate +1.5zChase rate +1.3zPull rate +1.3z Player Projection Swing lab
11 Walker, Jordan STL · R · 592 PA 0.53 xwOBA on contactPull rateAvg exit velocity Swing length +2.8zFly-ball rate -1.2zBat speed +1.1z Player Projection Swing lab
12 Alonso, Pete BAL · R · 625 PA 0.52 Fly-ball rateSwing lengthWhiff rate Sprint speed -2.5zHard-hit rate +1.4zGround-ball rate +1.1z Player Projection Swing lab

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.