The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 258 qualified hitters (286+ 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 · 556 PA

Ranked comps for Walker, Christian

#PlayerSimilarityAgrees onDiffers onOpen
01 Machado, Manny SD · R · 584 PA 0.80 Barrel rateOppo rateFly-ball rate Walk rate +1.2zSwing length +1.0zSprint speed -0.6z Player Projection Swing lab
02 Burger, Jake TEX · R · 535 PA 0.74 Walk rateFly-ball rateSwing length Sprint speed +1.0zWhiff rate +0.9zHard-hit rate +0.8z Player Projection Swing lab
03 Bell, Josh MIN · L · 552 PA 0.73 Sprint speedFly-ball rateWalk rate Swing length +1.2zWhiff rate -1.0zIsolated power -0.9z Player Projection Swing lab
04 Ballesteros, Moisés CHC · L · 287 PA 0.73 Oppo rateIn-zone contactGround-ball rate Isolated power -1.4zSwing length -0.9zSprint speed -0.7z Player Projection Swing lab
05 Springer, George TOR · R · 459 PA 0.72 Swing lengthPull rateFly-ball rate Chase rate -1.1zWhiff rate -1.0zStrikeout rate -0.9z Player Projection Swing lab
06 Sheets, Gavin SD · L · 431 PA 0.72 Oppo rateBat speedHard-hit rate Whiff rate -1.4zWalk rate +1.2zIn-zone contact +1.2z Player Projection Swing lab
07 Sánchez, Jesús TOR · L · 305 PA 0.71 Oppo rateFly-ball rateGround-ball rate Swing length -1.5zIn-zone contact -0.8zChase rate +0.8z Player Projection Swing lab
08 Soderstrom, Tyler ATH · L · 466 PA 0.71 Barrel rateBat speedSweet-spot rate Walk rate +1.3zChase rate -1.0zWhiff rate -1.0z Player Projection Swing lab
09 Young, Jared NYM · L · 299 PA 0.70 Sweet-spot rateAvg exit velocityIn-zone contact Oppo rate -1.7zSprint speed +1.1zIsolated power -0.8z Player Projection Swing lab
10 Lowe, Nathaniel CIN · L · 377 PA 0.70 Barrel rateStrikeout rateAvg exit velocity Sweet-spot rate +1.7zWhiff rate -1.4zxwOBA on contact +1.0z Player Projection Swing lab
11 Henderson, Gunnar BAL · L · 627 PA 0.68 Ground-ball rateBat speedxwOBA on contact Sprint speed +1.8zOppo rate -1.3zWhiff rate -0.9z Player Projection Swing lab
12 McMahon, Ryan NYY · L · 326 PA 0.68 Sprint speedBat speedWalk rate Isolated power -1.2zStrikeout rate +1.1zHard-hit 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.