The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 257 qualified hitters (334+ 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 · 473 PA

Ranked comps for Langeliers, Shea

#PlayerSimilarityAgrees onDiffers onOpen
01 Mayo, Coby BAL · R · 468 PA 0.68 Bat speedWalk rateAvg exit velocity Pull rate +1.5zStrikeout rate +1.2zOppo rate -1.2z
02 Merrill, Jackson SD · L · 678 PA 0.68 In-zone contactOppo ratexwOBA on contact Max exit velocity -1.7zChase rate +0.8zBat speed -0.8z
03 Canzone, Dominic SEA · L · 538 PA 0.66 Avg exit velocityIsolated powerWalk rate Sprint speed -1.5zGround-ball rate +1.4zOppo rate -1.2z
04 Acuña Jr., Ronald ATL · R · 474 PA 0.66 Whiff ratexwOBA on contactHard-hit rate Walk rate +1.2zOppo rate +1.1zIn-zone contact -0.9z
05 Abreu, Wilyer BOS · L · 692 PA 0.66 Hard-hit ratePull rateSwing length Max exit velocity -1.5zFly-ball rate +1.3zOppo rate +0.8z
06 Chourio, Jackson MIL · R · 578 PA 0.62 Walk rateAvg exit velocityStrikeout rate Max exit velocity -1.5zSweet-spot rate -1.4zGround-ball rate +1.4z
07 Contreras, Willson BOS · R · 550 PA 0.61 Hard-hit rateChase rateIn-zone contact Pull rate +1.8zSwing length +1.4zOppo rate -1.0z
08 Adell, Jo LAA · R · 671 PA 0.59 Whiff ratePull rateSprint speed Barrel rate -1.4zSweet-spot rate -1.4zIsolated power -1.3z
09 Witt Jr., Bobby KC · R · 634 PA 0.58 Chase rateSweet-spot rateMax exit velocity Isolated power -1.3zSprint speed +1.3zPull rate -1.2z
10 Baty, Brett NYM · L · 482 PA 0.58 Fly-ball rateHard-hit rateIn-zone contact Isolated power -1.8zMax exit velocity -1.2zSprint speed -1.2z
11 Greene, Riley DET · L · 607 PA 0.58 Swing lengthBarrel rateGround-ball rate Max exit velocity -1.8zSprint speed -1.4zWalk rate +1.2z
12 Riley, Austin ATL · R · 640 PA 0.56 Bat speedOppo rateGround-ball rate Max exit velocity -1.9zStrikeout rate +1.4zIsolated power -1.4z

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.