The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 258 qualified hitters (286+ 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. Bogaerts, Xander in signal, the comp in amber.

SD · bats R · 530 PA

Ranked comps for Bogaerts, Xander

#PlayerSimilarityAgrees onDiffers onOpen
01 Herrera, Iván STL · R · 620 PA 0.78 xwOBA on contactAvg exit velocityStrikeout rate Chase rate +0.9zGround-ball rate -0.8zSwing length +0.8z
02 Springer, George TOR · R · 459 PA 0.67 Sprint speedStrikeout rateWhiff rate Isolated power +1.6zGround-ball rate -1.4zSweet-spot rate +1.1z
03 Chapman, Matt SF · R · 364 PA 0.66 In-zone contactSwing lengthWhiff rate Bat speed +1.4zGround-ball rate -1.3zOppo rate +1.2z
04 Yelich, Christian MIL · L · 438 PA 0.65 Hard-hit rateSprint speedMax exit velocity Strikeout rate +1.4zWhiff rate +1.0zxwOBA on contact +1.0z
05 Butler, Lawrence ATH · L · 447 PA 0.64 Barrel rateWalk rateAvg exit velocity Sweet-spot rate +1.5zStrikeout rate +1.4zIn-zone contact -1.1z
06 Rengifo, Luis MIL · L · 374 PA 0.64 Sprint speedGround-ball rateSweet-spot rate Chase rate +1.3zFly-ball rate -1.1zOppo rate +1.0z
07 Bazzana, Travis CLE · L · 444 PA 0.63 Oppo rateIn-zone contactxwOBA on contact Ground-ball rate -1.8zBat speed -1.1zSwing length -0.9z
08 Yoshida, Masataka BOS · L · 316 PA 0.62 Bat speedAvg exit velocityFly-ball rate In-zone contact +1.2zWhiff rate -1.2zStrikeout rate -1.0z
09 Kelly, Carson CHC · R · 375 PA 0.62 Barrel ratexwOBA on contactStrikeout rate In-zone contact +1.1zPull rate -1.1zMax exit velocity -1.1z
10 Collins, Isaac KC · L · 464 PA 0.61 Bat speedIsolated powerMax exit velocity Ground-ball rate -2.1zSwing length -1.6zIn-zone contact +0.9z
11 Realmuto, J.T. PHI · R · 403 PA 0.60 Pull rateMax exit velocityIn-zone contact Sweet-spot rate +1.8zWalk rate -1.4zGround-ball rate -1.4z
12 Vaughn, Andrew MIL · R · 314 PA 0.60 Fly-ball rateMax exit velocityChase rate Oppo rate +1.8zPull rate -1.6zGround-ball rate -1.1z

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.