The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 257 qualified hitters (334+ 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 · 639 PA

Ranked comps for Walker, Christian

#PlayerSimilarityAgrees onDiffers onOpen
01 Machado, Manny SD · R · 681 PA 0.81 Barrel rateIn-zone contactFly-ball rate Walk rate +1.3zSwing length +1.1zWhiff 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 rateBarrel rateStrikeout rate Isolated power -1.3zSwing length -0.9zBat speed -0.8z Player Projection Swing lab
04 Bell, Josh MIN · L · 642 PA 0.74 Barrel rateSprint speedHard-hit rate Swing length +1.2zWhiff rate -1.0zIsolated power -0.9z Player Projection Swing lab
05 Springer, George TOR · R · 534 PA 0.74 Avg exit velocitySwing lengthSweet-spot rate Chase rate -1.1zOppo rate -1.0zStrikeout rate -0.9z Player Projection Swing lab
06 Goldschmidt, Paul NYY · R · 395 PA 0.72 Chase rateWalk rateIsolated power In-zone contact -1.3zSweet-spot rate +1.0zMax exit velocity -1.0z Player Projection Swing lab
07 Burger, Jake TEX · R · 629 PA 0.72 Ground-ball rateFly-ball rateIsolated power Sprint speed +1.1zWhiff rate +1.0zIn-zone contact -0.8z Player Projection Swing lab
08 Baty, Brett NYM · L · 482 PA 0.69 Oppo rateSwing lengthWhiff rate Sweet-spot rate +1.4zIsolated power -1.3zxwOBA on contact +0.8z Player Projection Swing lab
09 Sheets, Gavin SD · L · 431 PA 0.69 Bat speedHard-hit rateChase rate Whiff rate -1.4zWalk rate +1.3zIn-zone contact +1.2z Player Projection Swing lab
10 Basallo, Samuel BAL · L · 415 PA 0.68 Max exit velocityIsolated powerBat speed Pull rate +1.3zOppo rate -1.3zChase rate +1.2z Player Projection Swing lab
11 Henderson, Gunnar BAL · L · 719 PA 0.68 Bat speedGround-ball rateAvg exit velocity Sprint speed +1.7zOppo rate -1.2zPull rate +1.0z Player Projection Swing lab
12 Soderstrom, Tyler ATH · L · 466 PA 0.68 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.