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. Manzardo, Kyle in signal, the comp in amber.

CLE · bats L · 378 PA

Ranked comps for Manzardo, Kyle

#PlayerSimilarityAgrees onDiffers onOpen
01 Benintendi, Andrew CWS · L · 484 PA 0.73 Ground-ball rateIsolated powerBat speed Strikeout rate -1.4zPull rate +1.3zSprint speed +0.9z Player Projection Swing lab
02 Wells, Austin NYY · L · 401 PA 0.71 Pull rateMax exit velocityFly-ball rate Strikeout rate -1.0zOppo rate +1.0zxwOBA on contact -0.9z Player Projection Swing lab
03 Lowe, Brandon PIT · L · 668 PA 0.70 In-zone contactWalk rateSweet-spot rate Sprint speed +1.2zIsolated power +1.1zBat speed +1.0z Player Projection Swing lab
04 Suárez, Eugenio CIN · R · 506 PA 0.70 In-zone contactxwOBA on contactFly-ball rate Oppo rate +1.4zSweet-spot rate +1.1zSwing length +1.0z Player Projection Swing lab
05 Okamoto, Kazuma TOR · R · 643 PA 0.67 Fly-ball rateSweet-spot rateGround-ball rate Swing length +1.4zIsolated power +1.0zBat speed +1.0z Player Projection Swing lab
06 Neto, Zach LAA · R · 711 PA 0.62 Avg exit velocityBarrel ratePull rate Sprint speed +1.9zOppo rate +1.4zGround-ball rate -1.1z Player Projection Swing lab
07 McMahon, Ryan NYY · L · 381 PA 0.61 Avg exit velocitySwing lengthxwOBA on contact Oppo rate +2.0zBat speed +1.3zWalk rate -0.9z Player Projection Swing lab
08 Soler, Jorge LAA · R · 381 PA 0.59 Strikeout rateSweet-spot rateWalk rate Bat speed +1.8zSwing length +1.5zFly-ball rate -1.0z Player Projection Swing lab
09 Basallo, Samuel BAL · L · 415 PA 0.58 xwOBA on contactWhiff ratePull rate Bat speed +1.4zChase rate +1.3zGround-ball rate +1.2z Player Projection Swing lab
10 Happ, Ian CHC · L · 652 PA 0.57 Pull rateIn-zone contactFly-ball rate Sprint speed +2.0zChase rate -1.3zSwing length -1.2z Player Projection Swing lab
11 Seager, Corey TEX · L · 445 PA 0.57 In-zone contactMax exit velocityPull rate Swing length -1.6zStrikeout rate -1.4zBarrel rate +1.2z Player Projection Swing lab
12 Torkelson, Spencer DET · R · 628 PA 0.57 Avg exit velocityxwOBA on contactWhiff rate Sweet-spot rate +1.7zChase rate -1.6zOppo rate +1.2z 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.