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. Busch, Michael in signal, the comp in amber.

CHC · bats L · 726 PA

Ranked comps for Busch, Michael

#PlayerSimilarityAgrees onDiffers onOpen
01 Tucker, Kyle LAD · L · 637 PA 0.77 Fly-ball rateSweet-spot rateIsolated power Strikeout rate -1.1zBat speed +0.9zMax exit velocity -0.8z
02 Aranda, Jonathan TB · L · 679 PA 0.68 Isolated powerStrikeout rateMax exit velocity Pull rate -1.1zWalk rate -1.0zAvg exit velocity +1.0z
03 Wells, Austin NYY · L · 401 PA 0.67 Fly-ball rateAvg exit velocitySprint speed Bat speed +1.5zSwing length +1.4zGround-ball rate -1.0z
04 Langford, Wyatt TEX · R · 479 PA 0.66 In-zone contactPull rateChase rate Sprint speed +1.7zBat speed +1.6zGround-ball rate -1.1z
05 Karros, Kyle COL · R · 488 PA 0.65 Chase rateSwing lengthxwOBA on contact Fly-ball rate -2.0zSweet-spot rate +1.6zIn-zone contact +0.8z
06 O'Hearn, Ryan PIT · L · 465 PA 0.64 xwOBA on contactPull rateSweet-spot rate Walk rate -1.7zFly-ball rate -1.1zChase rate +1.0z
07 Suzuki, Seiya CHC · R · 634 PA 0.64 Walk rateAvg exit velocityOppo rate Bat speed +1.6zSprint speed +1.4zIsolated power +1.1z
08 Norby, Connor MIA · R · 387 PA 0.63 xwOBA on contactOppo rateSwing length Sprint speed +1.5zMax exit velocity -1.5zBat speed +0.9z
09 Bazzana, Travis CLE · L · 521 PA 0.63 Swing lengthGround-ball rateBat speed Sprint speed +1.7zSweet-spot rate -1.4zFly-ball rate -1.2z
10 Freeman, Freddie LAD · L · 675 PA 0.62 Barrel rateHard-hit rateIsolated power Fly-ball rate -1.7zSweet-spot rate +1.5zStrikeout rate -0.9z
11 McLain, Matt CIN · R · 510 PA 0.62 Barrel rateIsolated powerMax exit velocity Sprint speed +2.0zWalk rate -1.2zBat speed +0.9z
12 Grisham, Trent NYY · L · 503 PA 0.59 Walk ratexwOBA on contactBarrel rate Oppo rate -1.6zWhiff rate -1.2zChase rate -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.