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

NYM · bats L · 484 PA

Ranked comps for Lindor, Francisco

#PlayerSimilarityAgrees onDiffers onOpen
01 Swanson, Dansby CHC · R · 502 PA 0.69 Swing lengthIsolated powerPull rate Ground-ball rate +1.1zIn-zone contact -1.0zWhiff rate +1.0z
02 Henderson, Gunnar BAL · L · 719 PA 0.66 Walk ratexwOBA on contactIsolated power Fly-ball rate -1.5zSweet-spot rate +1.5zGround-ball rate +1.3z
03 Clemens, Kody MIN · L · 597 PA 0.65 Avg exit velocityOppo rateFly-ball rate Sweet-spot rate +1.2zMax exit velocity -1.2zSwing length -1.1z
04 Wells, Austin NYY · L · 401 PA 0.64 Fly-ball rateOppo rateSwing length Sweet-spot rate +1.5zAvg exit velocity -1.0zStrikeout rate +1.0z
05 Soderstrom, Tyler ATH · L · 466 PA 0.61 xwOBA on contactSprint speedStrikeout rate Ground-ball rate +1.6zPull rate -1.3zFly-ball rate -1.2z
06 Yastrzemski, Mike ATL · L · 415 PA 0.61 Sprint speedIn-zone contactxwOBA on contact Sweet-spot rate +1.7zMax exit velocity -1.6zHard-hit rate -0.8z
07 Springer, George TOR · R · 534 PA 0.61 Max exit velocityOppo rateWalk rate Fly-ball rate -1.5zPull rate -1.5zGround-ball rate +1.3z
08 Carroll, Corbin AZ · L · 684 PA 0.61 Chase rateHard-hit rateOppo rate Sprint speed +1.9zIn-zone contact -1.1zBat speed +1.0z
09 Abrams, CJ WSH · L · 671 PA 0.61 Bat speedSwing lengthGround-ball rate Sweet-spot rate +1.6zChase rate +1.1zHard-hit rate -1.0z
10 McMahon, Ryan NYY · L · 381 PA 0.60 Barrel rateChase rateMax exit velocity Strikeout rate +1.5zSweet-spot rate +1.2zPull rate -1.0z
11 Chisholm Jr., Jazz NYY · L · 552 PA 0.59 Chase ratexwOBA on contactBat speed In-zone contact -1.5zStrikeout rate +1.5zFly-ball rate -1.0z
12 Bell, Josh MIN · L · 646 PA 0.58 Chase rateIn-zone contactStrikeout rate Sweet-spot rate +1.7zFly-ball rate -1.4zPull rate -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.