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. Nimmo, Brandon in signal, the comp in amber.

TEX · bats L · 666 PA

Ranked comps for Nimmo, Brandon

#PlayerSimilarityAgrees onDiffers onOpen
01 Tawa, Tim AZ · R · 362 PA 0.83 Swing lengthWalk ratePull rate Avg exit velocity -1.3zWhiff rate +0.8zHard-hit rate -0.7z
02 O'Hearn, Ryan PIT · L · 465 PA 0.74 Ground-ball rateWalk rateSweet-spot rate Hard-hit rate -1.0zAvg exit velocity -1.0zMax exit velocity -0.9z
03 Realmuto, J.T. PHI · R · 476 PA 0.72 Sprint speedWalk rateSweet-spot rate Hard-hit rate -1.3zBarrel rate -1.2zSwing length +1.0z
04 Henderson, Gunnar BAL · L · 719 PA 0.70 Whiff rateSprint speedFly-ball rate Pull rate +1.4zAvg exit velocity -1.0zHard-hit rate -0.9z
05 Reynolds, Bryan PIT · L · 713 PA 0.70 xwOBA on contactBat speedStrikeout rate Walk rate +1.6zMax exit velocity +1.1zWhiff rate +0.9z
06 Keith, Colt DET · L · 444 PA 0.70 Walk rateBat speedIsolated power Max exit velocity +1.3zSweet-spot rate +1.2zAvg exit velocity -1.1z
07 Crews, Dylan WSH · R · 445 PA 0.68 Barrel rateIsolated powerOppo rate Swing length +1.4zWhiff rate +1.3zHard-hit rate -1.0z
08 Aranda, Jonathan TB · L · 679 PA 0.66 xwOBA on contactBarrel rateChase rate Sprint speed -1.7zOppo rate +1.4zFly-ball rate +1.0z
09 Wetherholt, JJ STL · L · 629 PA 0.66 Sweet-spot ratePull rateOppo rate Chase rate -1.3zSwing length +1.2zStrikeout rate -1.1z
10 Ramos, Heliot SF · R · 455 PA 0.65 Avg exit velocityIn-zone contactBat speed Oppo rate +1.5zGround-ball rate +1.4zBarrel rate +1.0z
11 Steer, Spencer CIN · R · 405 PA 0.65 xwOBA on contactOppo rateStrikeout rate Pull rate +1.6zHard-hit rate -1.0zFly-ball rate +0.9z
12 Baldwin, Drake ATL · L · 631 PA 0.64 In-zone contactHard-hit rateFly-ball rate Sprint speed -1.6zBarrel rate +1.1zBat speed +1.0z

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.