The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 259 qualified hitters (290+ 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. Lindor, Francisco in signal, the comp in amber.

NYM · bats L · 375 PA

Ranked comps for Lindor, Francisco

#PlayerSimilarityAgrees onDiffers onOpen
01 Swanson, Dansby CHC · R · 478 PA 0.67 Isolated powerWalk rateSwing length In-zone contact -1.2zWhiff rate +1.2zSprint speed +1.1z
02 Henderson, Gunnar BAL · L · 635 PA 0.63 Isolated powerWhiff ratexwOBA on contact Fly-ball rate -1.7zGround-ball rate +1.5zSweet-spot rate +1.2z
03 Wells, Austin NYY · L · 341 PA 0.63 Chase rateWalk rateBat speed Sweet-spot rate +1.5zStrikeout rate +1.3zIsolated power -1.2z
04 Bell, Josh MIN · L · 562 PA 0.62 xwOBA on contactIn-zone contactBat speed Sweet-spot rate +1.4zFly-ball rate -1.3zPull rate -1.0z
05 Soderstrom, Tyler ATH · L · 466 PA 0.62 Avg exit velocityStrikeout rateBarrel rate Ground-ball rate +1.7zPull rate -1.4zFly-ball rate -1.1z
06 Jensen, Carter KC · L · 535 PA 0.61 Avg exit velocityBarrel rateIsolated power Strikeout rate +1.5zPull rate -1.4zSwing length -1.1z
07 Yastrzemski, Mike ATL · L · 357 PA 0.61 In-zone contactWalk rateWhiff rate Sweet-spot rate +2.0zMax exit velocity -1.6zStrikeout rate +0.9z
08 Abrams, CJ WSH · L · 591 PA 0.61 Barrel rateBat speedGround-ball rate Sprint speed +1.3zChase rate +1.2zSweet-spot rate +1.2z
09 Springer, George TOR · R · 463 PA 0.59 Isolated powerOppo rateMax exit velocity Pull rate -1.6zFly-ball rate -1.5zGround-ball rate +1.4z
10 Machado, Manny SD · R · 593 PA 0.59 Barrel rateIsolated powerxwOBA on contact Pull rate -1.7zSweet-spot rate +1.4zFly-ball rate -1.3z
11 Pederson, Joc TEX · L · 425 PA 0.58 Chase rateBat speedMax exit velocity Pull rate -1.4zSprint speed -1.4zIsolated power +1.2z
12 Langford, Wyatt TEX · R · 392 PA 0.58 Max exit velocityBat speedWalk rate Swing length -1.7zPull rate -1.7zOppo rate +1.3z

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.