The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 256 qualified hitters (338+ 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. McKinstry, Zach in signal, the comp in amber.

DET · bats L · 442 PA

Ranked comps for McKinstry, Zach

#PlayerSimilarityAgrees onDiffers onOpen
01 Keaschall, Luke MIN · R · 640 PA 0.73 Walk rateAvg exit velocitySweet-spot rate Hard-hit rate +1.1zIsolated power +0.9zChase rate -0.9z Player Projection Swing lab
02 Straw, Myles TOR · R · 340 PA 0.67 Fly-ball rateGround-ball rateAvg exit velocity Sprint speed +1.4zSweet-spot rate -1.3zPull rate -1.0z Player Projection Swing lab
03 Monasterio, Andruw BOS · R · 361 PA 0.64 Chase rateOppo rateSweet-spot rate Barrel rate +1.3zHard-hit rate +1.1zGround-ball rate -0.9z Player Projection Swing lab
04 Martin, Austin MIN · R · 372 PA 0.63 Sprint speedSwing lengthIsolated power Chase rate -1.6zWalk rate +1.2zGround-ball rate +1.2z Player Projection Swing lab
05 Loftin, Nick KC · R · 446 PA 0.63 Walk rateGround-ball rateBat speed Max exit velocity +1.7zSwing length +1.1zIsolated power +1.1z Player Projection Swing lab
06 McNeil, Jeff ATH · L · 533 PA 0.59 Barrel rateWhiff rateIn-zone contact Swing length +1.6zWalk rate -1.2zChase rate +1.2z Player Projection Swing lab
07 Vivas, Jorbit WSH · L · 374 PA 0.59 Hard-hit ratexwOBA on contactChase rate Swing length +2.0zSweet-spot rate -1.2zFly-ball rate -1.1z Player Projection Swing lab
08 Edwards, Xavier MIA · L · 607 PA 0.58 Isolated powerBat speedAvg exit velocity Oppo rate +1.9zPull rate -1.2zGround-ball rate +1.2z Player Projection Swing lab
09 Walls, Taylor TB · L · 440 PA 0.55 Sprint speedHard-hit rateBarrel rate In-zone contact -1.7zAvg exit velocity -1.6zSweet-spot rate -1.5z Player Projection Swing lab
10 Marsee, Jakob MIA · L · 629 PA 0.54 Sprint speedSwing lengthIn-zone contact Max exit velocity +1.8zHard-hit rate +1.6zWalk rate +1.0z Player Projection Swing lab
11 Schanuel, Nolan LAA · L · 463 PA 0.54 Whiff rateBat speedIn-zone contact Sprint speed -1.7zOppo rate -1.6zPull rate +1.4z Player Projection Swing lab
12 Perdomo, Geraldo AZ · L · 695 PA 0.54 In-zone contactGround-ball rateAvg exit velocity Walk rate +1.7zMax exit velocity +1.4zHard-hit rate +1.3z 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.