The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 254 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. Walker, Christian in signal, the comp in amber.

HOU · bats R · 649 PA

Ranked comps for Walker, Christian

#PlayerSimilarityAgrees onDiffers onOpen
01 Machado, Manny SD · R · 688 PA 0.81 In-zone contactBarrel rateFly-ball rate Walk rate +1.2zSwing length +1.0zWhiff rate -0.6z Player Projection Swing lab
02 McMahon, Ryan NYY · L · 381 PA 0.76 Sprint speedBat speedWhiff rate Isolated power -1.3zStrikeout rate +1.0zHard-hit rate +0.7z Player Projection Swing lab
03 Ballesteros, Moisés CHC · L · 371 PA 0.73 Barrel rateOppo rateFly-ball rate Isolated power -1.4zSwing length -0.9zBat speed -0.8z Player Projection Swing lab
04 Goldschmidt, Paul NYY · R · 395 PA 0.73 Chase rateStrikeout rateWalk rate In-zone contact -1.4zSweet-spot rate +1.0zMax exit velocity -1.0z Player Projection Swing lab
05 Springer, George TOR · R · 536 PA 0.73 Avg exit velocitySwing lengthSweet-spot rate Oppo rate -1.2zChase rate -1.1zWhiff rate -0.9z Player Projection Swing lab
06 Bell, Josh MIN · L · 650 PA 0.72 Barrel rateSprint speedHard-hit rate Swing length +1.2zWhiff rate -1.1zIsolated power -0.9z Player Projection Swing lab
07 Burger, Jake TEX · R · 638 PA 0.70 Ground-ball rateFly-ball rateSwing length Sprint speed +1.1zWhiff rate +1.0zOppo rate -0.9z Player Projection Swing lab
08 Sheets, Gavin SD · L · 438 PA 0.70 Hard-hit rateOppo rateBat speed Whiff rate -1.4zIn-zone contact +1.2zWalk rate +1.2z Player Projection Swing lab
09 Soderstrom, Tyler ATH · L · 466 PA 0.68 Barrel rateFly-ball ratexwOBA on contact Walk rate +1.3zChase rate -1.0zWhiff rate -1.0z Player Projection Swing lab
10 Baty, Brett NYM · L · 490 PA 0.67 Swing lengthWhiff rateFly-ball rate Isolated power -1.5zSweet-spot rate +1.4zxwOBA on contact +0.8z Player Projection Swing lab
11 Contreras, William MIL · R · 653 PA 0.67 xwOBA on contactSprint speedMax exit velocity Strikeout rate -1.4zWhiff rate -1.4zPull rate -0.9z Player Projection Swing lab
12 Stewart, Sal CIN · R · 725 PA 0.66 Chase rateFly-ball rateIsolated power Pull rate -1.4zOppo rate +1.3zSweet-spot rate +1.1z 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.