The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 259 qualified hitters (288+ 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. Goldschmidt, Paul in signal, the comp in amber.

NYY · bats R · 363 PA

Ranked comps for Goldschmidt, Paul

#PlayerSimilarityAgrees onDiffers onOpen
01 Stewart, Sal CIN · R · 624 PA 0.76 Sweet-spot rateBat speedPull rate Avg exit velocity +1.2zSprint speed +0.9zWalk rate +0.8z
02 France, Ty SD · R · 431 PA 0.65 Ground-ball rateSwing lengthMax exit velocity Avg exit velocity +1.7zIn-zone contact +1.6zSweet-spot rate +1.1z
03 Walker, Christian HOU · R · 560 PA 0.65 Isolated powerStrikeout rateChase rate In-zone contact +1.4zPull rate +1.3zSweet-spot rate -1.2z
04 Hernández, Teoscar LAD · R · 411 PA 0.63 Oppo rateIn-zone contactPull rate Sprint speed +2.2zAvg exit velocity +1.0zWhiff rate +0.8z
05 Arozarena, Randy SEA · R · 585 PA 0.61 In-zone contactOppo rateWhiff rate Avg exit velocity +1.3zFly-ball rate -1.2zSprint speed +1.2z
06 Machado, Manny SD · R · 589 PA 0.59 xwOBA on contactGround-ball rateSprint speed In-zone contact +1.4zWalk rate +1.3zPull rate +1.2z
07 Sánchez, Jesús TOR · L · 305 PA 0.57 Whiff rateBarrel rateStrikeout rate Swing length -1.7zAvg exit velocity +1.4zHard-hit rate +1.1z
08 O'Hearn, Ryan PIT · L · 419 PA 0.56 Fly-ball ratexwOBA on contactChase rate In-zone contact +2.1zPull rate +1.2zSprint speed +1.1z
09 Lowe, Josh LAA · L · 306 PA 0.56 Walk rateMax exit velocityAvg exit velocity Sprint speed +2.1zIsolated power -1.1zGround-ball rate -1.1z
10 Heim, Jonah ATH · L · 334 PA 0.55 Walk rateSwing lengthGround-ball rate In-zone contact +1.7zOppo rate -1.7zPull rate +1.4z
11 Bailey, Patrick CLE · L · 299 PA 0.53 Strikeout rateSprint speedBat speed Isolated power -1.9zPull rate +1.4zIn-zone contact +1.3z
12 Devers, Rafael SF · L · 595 PA 0.53 Barrel rateSwing lengthBat speed Avg exit velocity +2.1zHard-hit rate +1.5zSweet-spot rate -1.0z

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.