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. Bellinger, Cody in signal, the comp in amber.

NYY · bats L · 599 PA

Ranked comps for Bellinger, Cody

#PlayerSimilarityAgrees onDiffers onOpen
01 Semien, Marcus NYM · R · 568 PA 0.76 Pull rateGround-ball rateBarrel rate Sweet-spot rate -0.9zAvg exit velocity -0.9zSprint speed +0.8z
02 Pasquantino, Vinnie KC · L · 494 PA 0.71 xwOBA on contactStrikeout rateChase rate Swing length -1.4zSprint speed -1.1zBarrel rate +0.9z
03 Ramírez, José CLE · L · 594 PA 0.69 Isolated powerAvg exit velocityBat speed Swing length -1.6zSweet-spot rate -1.2zIn-zone contact +0.9z
04 Larnach, Trevor MIN · L · 449 PA 0.68 xwOBA on contactOppo rateSweet-spot rate Swing length -1.8zWhiff rate +1.3zFly-ball rate -1.2z
05 Tucker, Kyle LAD · L · 677 PA 0.68 Ground-ball rateBarrel rateIsolated power Swing length -1.5zOppo rate +1.4zChase rate -1.2z
06 Yastrzemski, Mike ATL · L · 433 PA 0.66 Walk rateAvg exit velocityFly-ball rate Sweet-spot rate -1.6zStrikeout rate +1.5zSwing length -1.1z
07 Carrigg, Cole COL · L · 380 PA 0.66 Barrel rateSweet-spot rateHard-hit rate Strikeout rate +1.4zSwing length -1.1zSprint speed +1.1z
08 Stott, Bryson PHI · L · 640 PA 0.66 Hard-hit rateChase rateWalk rate Swing length -1.7zSweet-spot rate -1.3zGround-ball rate +1.0z
09 Varsho, Daulton TOR · L · 546 PA 0.64 Hard-hit rateSprint speedWhiff rate Sweet-spot rate -1.7zAvg exit velocity -1.1zChase rate +0.9z
10 O'Hearn, Ryan PIT · L · 472 PA 0.64 Avg exit velocityChase ratexwOBA on contact Swing length -1.7zOppo rate +1.3zStrikeout rate +1.0z
11 Wetherholt, JJ STL · L · 633 PA 0.61 Whiff rateFly-ball rateWalk rate Chase rate -1.6zGround-ball rate +1.4zPull rate -1.2z
12 Grisham, Trent NYY · L · 519 PA 0.61 xwOBA on contactOppo rateIn-zone contact Chase rate -2.0zSwing length -1.4zHard-hit 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.