The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 256 qualified hitters (340+ 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 · 646 PA

Ranked comps for Bogaerts, Xander

#PlayerSimilarityAgrees onDiffers onOpen
01 Herrera, Iván STL · R · 725 PA 0.76 Barrel rateMax exit velocityAvg exit velocity Sweet-spot rate +0.9zChase rate +0.9zPull rate -0.8z Player Projection Swing lab
02 Springer, George TOR · R · 536 PA 0.71 Strikeout ratexwOBA on contactWhiff rate Ground-ball rate -1.2zSweet-spot rate +1.1zIsolated power +1.1z Player Projection Swing lab
03 Chapman, Matt SF · R · 364 PA 0.68 Whiff rateSweet-spot rateSwing length Bat speed +1.4zOppo rate +1.1zGround-ball rate -1.1z Player Projection Swing lab
04 Butler, Lawrence ATH · L · 554 PA 0.66 Ground-ball rateAvg exit velocityHard-hit rate Strikeout rate +1.3zSweet-spot rate +1.3zxwOBA on contact +1.0z Player Projection Swing lab
05 Young, Jared NYM · L · 355 PA 0.63 Avg exit velocityStrikeout rateWhiff rate Walk rate -1.9zOppo rate -1.1zChase rate +1.0z Player Projection Swing lab
06 Collins, Isaac KC · L · 532 PA 0.62 Bat speedWalk rateChase rate Ground-ball rate -1.7zSwing length -1.5zOppo rate +1.1z Player Projection Swing lab
07 Yelich, Christian MIL · L · 545 PA 0.60 Hard-hit rateSprint speedChase rate Strikeout rate +1.4zWhiff rate +1.1zIn-zone contact -1.1z Player Projection Swing lab
08 Vaughn, Andrew MIL · R · 363 PA 0.60 xwOBA on contactBarrel rateFly-ball rate Pull rate -1.9zOppo rate +1.8zSprint speed -1.0z Player Projection Swing lab
09 Rengifo, Luis MIL · L · 374 PA 0.59 Sprint speedBat speedBarrel rate Chase rate +1.4zWalk rate -1.1zHard-hit rate -1.1z Player Projection Swing lab
10 Crawford, J.P. SEA · L · 489 PA 0.58 Barrel rateFly-ball rateSwing length Sweet-spot rate +1.8zMax exit velocity -1.5zHard-hit rate -1.1z Player Projection Swing lab
11 Kelly, Carson CHC · R · 448 PA 0.57 Barrel rateIsolated powerBat speed Max exit velocity -1.2zPull rate -1.2zWalk rate -1.1z Player Projection Swing lab
12 Bazzana, Travis CLE · L · 557 PA 0.56 Barrel rateWhiff rateOppo rate Ground-ball rate -1.9zFly-ball rate +1.2zIsolated power +1.0z 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.