The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 264 qualified hitters (202+ 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. Wood, James in signal, the comp in amber.

WSH · bats L · 481 PA

Ranked comps for Wood, James

#PlayerSimilarityAgrees onDiffers onOpen
01 Kurtz, Nick ATH · L · 430 PA 0.62 Hard-hit rateFly-ball rateGround-ball rate xwOBA on contact -1.3zIsolated power -1.1zOppo rate -1.1z
02 Judge, Aaron NYY · R · 270 PA 0.53 Barrel rateMax exit velocityBat speed Sweet-spot rate -2.1zPull rate +1.7zSwing length +1.5z
03 De La Cruz, Elly CIN · L · 363 PA 0.46 In-zone contactStrikeout rateBat speed Walk rate -2.3zxwOBA on contact -1.9zSweet-spot rate -1.3z
04 Bauers, Jake MIL · L · 365 PA 0.42 Ground-ball rateChase rateBat speed xwOBA on contact -2.4zPull rate +2.1zSweet-spot rate -1.5z
05 Ohtani, Shohei LAD · L · 417 PA 0.40 Sprint speedGround-ball rateIn-zone contact Pull rate +2.6zOppo rate -2.2zxwOBA on contact -1.3z
06 Trout, Mike LAA · R · 372 PA 0.40 Swing lengthBat speedChase rate Avg exit velocity -1.6zxwOBA on contact -1.6zWhiff rate -1.5z
07 Alonso, Pete BAL · R · 442 PA 0.32 Ground-ball rateIn-zone contactBat speed xwOBA on contact -2.1zOppo rate -2.0zSprint speed -1.8z
08 Alvarez, Yordan HOU · L · 433 PA 0.28 Barrel rateSweet-spot rateAvg exit velocity Sprint speed -2.1zWhiff rate -2.0zGround-ball rate -1.8z
09 Greene, Riley DET · L · 423 PA 0.27 Bat speedIn-zone contactStrikeout rate xwOBA on contact -2.2zIsolated power -1.9zOppo rate -1.6z
10 Cruz, Oneil PIT · L · 300 PA 0.25 Hard-hit rateAvg exit velocitySwing length Oppo rate -2.5zSweet-spot rate -2.0zWalk rate -1.9z
11 Langeliers, Shea ATH · R · 399 PA 0.23 Bat speedIn-zone contactMax exit velocity Walk rate -2.7zxwOBA on contact -2.6zHard-hit rate -1.8z
12 Acuña Jr., Ronald ATL · R · 244 PA 0.22 Fly-ball rateGround-ball rateSprint speed xwOBA on contact -2.7zSweet-spot rate -2.3zIsolated power -2.1z

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.