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. Walker, Christian in signal, the comp in amber.

HOU · bats R · 644 PA

Ranked comps for Walker, Christian

#PlayerSimilarityAgrees onDiffers onOpen
01 Machado, Manny SD · R · 686 PA 0.81 In-zone contactBarrel rateFly-ball rate Walk rate +1.3zSwing length +1.0zWhiff rate -0.6z Player Projection Swing lab
02 McMahon, Ryan NYY · L · 381 PA 0.78 Sprint speedBat speedWalk rate Isolated power -1.2zStrikeout rate +1.0zHard-hit rate +0.7z Player Projection Swing lab
03 Ballesteros, Moisés CHC · L · 367 PA 0.75 Fly-ball rateStrikeout rateSweet-spot rate Isolated power -1.3zSwing length -0.9zBat speed -0.8z Player Projection Swing lab
04 Goldschmidt, Paul NYY · R · 395 PA 0.73 Walk rateChase rateIsolated power In-zone contact -1.4zSweet-spot rate +1.0zMax exit velocity -1.0z Player Projection Swing lab
05 Bell, Josh MIN · L · 646 PA 0.73 Barrel rateSprint speedHard-hit rate Swing length +1.2zWhiff rate -1.1zIsolated power -0.9z Player Projection Swing lab
06 Springer, George TOR · R · 534 PA 0.72 Avg exit velocitySwing lengthSweet-spot rate Chase rate -1.1zOppo rate -1.1zWhiff rate -0.9z Player Projection Swing lab
07 Burger, Jake TEX · R · 634 PA 0.70 Ground-ball rateIsolated powerFly-ball rate Sprint speed +1.1zWhiff rate +1.0zIn-zone contact -0.9z Player Projection Swing lab
08 Sheets, Gavin SD · L · 436 PA 0.68 Hard-hit rateOppo rateBat speed Whiff rate -1.4zWalk rate +1.3zIn-zone contact +1.2z Player Projection Swing lab
09 Baty, Brett NYM · L · 486 PA 0.68 Whiff rateOppo rateSwing length Sweet-spot rate +1.5zIsolated power -1.4zxwOBA on contact +0.8z Player Projection Swing lab
10 Contreras, William MIL · R · 653 PA 0.67 xwOBA on contactSprint speedMax exit velocity Strikeout rate -1.5zWhiff rate -1.4zPull rate -0.9z Player Projection Swing lab
11 Bailey, Patrick CLE · L · 356 PA 0.67 Avg exit velocityIn-zone contactChase rate Isolated power -1.6zMax exit velocity -1.1zSweet-spot rate +1.1z Player Projection Swing lab
12 Soderstrom, Tyler ATH · L · 466 PA 0.66 Barrel rateFly-ball rateSweet-spot rate Walk rate +1.4zChase rate -1.0zWhiff rate -1.0z 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.