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. Lindor, Francisco in signal, the comp in amber.

NYM · bats L · 367 PA

Ranked comps for Lindor, Francisco

#PlayerSimilarityAgrees onDiffers onOpen
01 Swanson, Dansby CHC · R · 478 PA 0.67 Walk rateIsolated powerSwing length Sprint speed +1.2zIn-zone contact -1.2zWhiff rate +1.2z
02 Henderson, Gunnar BAL · L · 627 PA 0.66 Isolated powerWhiff ratexwOBA on contact Fly-ball rate -1.5zGround-ball rate +1.4zSprint speed +1.2z
03 Bell, Josh MIN · L · 552 PA 0.65 xwOBA on contactIn-zone contactBat speed Sweet-spot rate +1.4zFly-ball rate -1.2zGround-ball rate +0.9z
04 Wells, Austin NYY · L · 335 PA 0.64 Fly-ball rateChase rateBat speed Sweet-spot rate +1.4zStrikeout rate +1.3zIsolated power -1.0z
05 Soderstrom, Tyler ATH · L · 466 PA 0.63 Barrel rateSwing lengthAvg exit velocity Ground-ball rate +1.7zPull rate -1.3zIsolated power +1.1z
06 Machado, Manny SD · R · 584 PA 0.63 xwOBA on contactIsolated powerBarrel rate Pull rate -1.6zFly-ball rate -1.2zSprint speed -1.1z
07 Jensen, Carter KC · L · 531 PA 0.61 Isolated powerAvg exit velocityBarrel rate Strikeout rate +1.5zPull rate -1.4zSwing length -1.0z
08 Yastrzemski, Mike ATL · L · 353 PA 0.61 In-zone contactWalk rateWhiff rate Sweet-spot rate +2.0zMax exit velocity -1.6zStrikeout rate +1.0z
09 Springer, George TOR · R · 459 PA 0.61 Oppo rateMax exit velocityWalk rate Pull rate -1.6zFly-ball rate -1.4zGround-ball rate +1.3z
10 Langford, Wyatt TEX · R · 383 PA 0.60 Max exit velocityWalk rateBat speed Swing length -1.7zPull rate -1.6zSprint speed +1.2z
11 Abrams, CJ WSH · L · 586 PA 0.60 Barrel rateBat speedGround-ball rate Sprint speed +1.4zChase rate +1.3zIsolated power +1.1z
12 Clemens, Kody MIN · L · 502 PA 0.60 Hard-hit ratePull rateWhiff rate Sweet-spot rate +1.5zWalk rate -1.4zMax exit velocity -1.1z

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.