The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 255 qualified hitters (336+ 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. Soto, Juan in signal, the comp in amber.

NYM · bats L · 486 PA

Ranked comps for Soto, Juan

#PlayerSimilarityAgrees onDiffers onOpen
01 Grisham, Trent NYY · L · 503 PA 0.54 Pull rateOppo rateChase rate xwOBA on contact -1.4zBarrel rate -1.4zSweet-spot rate +1.3z
02 Muncy, Max LAD · L · 574 PA 0.50 Isolated powerFly-ball rateOppo rate Strikeout rate +1.9zWalk rate -1.7zWhiff rate +1.2z
03 Rice, Ben NYY · L · 688 PA 0.50 Hard-hit rateFly-ball rateGround-ball rate Strikeout rate +1.8zSweet-spot rate +1.8zSwing length +1.5z
04 Soderstrom, Tyler ATH · L · 466 PA 0.49 Isolated powerMax exit velocityHard-hit rate Walk rate -1.7zxwOBA on contact -1.4zBarrel rate -1.4z
05 Vargas, Miguel CWS · R · 726 PA 0.48 Pull rateChase rateWhiff rate Sprint speed +2.3zSweet-spot rate +1.7zSwing length +1.6z
06 Jeffers, Ryan MIN · R · 384 PA 0.47 Swing lengthGround-ball rateMax exit velocity Walk rate -1.6zOppo rate +1.6zxwOBA on contact -1.4z
07 Mead, Curtis WSH · R · 343 PA 0.47 Bat speedSwing lengthGround-ball rate Walk rate -1.6zAvg exit velocity -1.6zMax exit velocity -1.5z
08 Eldridge, Bryce SF · L · 456 PA 0.46 Ground-ball ratexwOBA on contactAvg exit velocity Strikeout rate +2.2zBarrel rate -1.2zSweet-spot rate +1.2z
09 Bauers, Jake MIL · L · 593 PA 0.44 Walk rateIsolated powerAvg exit velocity Strikeout rate +2.2zOppo rate +1.7zSweet-spot rate +1.5z
10 Alonso, Pete BAL · R · 723 PA 0.43 Barrel rateMax exit velocitySwing length Strikeout rate +1.7zWalk rate -1.7zSweet-spot rate +1.7z
11 Suzuki, Seiya CHC · R · 634 PA 0.42 In-zone contactSwing lengthBat speed Strikeout rate +1.8zSprint speed +1.7zOppo rate +1.4z
12 Olson, Matt ATL · L · 715 PA 0.40 Barrel rateSweet-spot ratexwOBA on contact Walk rate -2.6zStrikeout rate +1.8zOppo rate +1.5z

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.