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
| # | Player | Similarity | Agrees on | Differs on | Open |
|---|---|---|---|---|---|
| 01 | Swanson, Dansby CHC · R · 478 PA | 0.67 | Walk rateIsolated powerSwing length | Sprint speed +1.2zIn-zone contact -1.2zWhiff rate +1.2z | Player Projection Swing lab |
| 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 | Player Projection Swing lab |
| 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 | Player Projection Swing lab |
| 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 | Player Projection Swing lab |
| 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 | Player Projection Swing lab |
| 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 | Player Projection Swing lab |
| 07 | Jensen, Carter KC · L · 531 PA | 0.61 | Isolated powerAvg exit velocityBarrel rate | Strikeout rate +1.5zPull rate -1.4zSwing length -1.0z | Player Projection Swing lab |
| 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 | Player Projection Swing lab |
| 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 | Player Projection Swing lab |
| 10 | Langford, Wyatt TEX · R · 383 PA | 0.60 | Max exit velocityWalk rateBat speed | Swing length -1.7zPull rate -1.6zSprint speed +1.2z | Player Projection Swing lab |
| 11 | Abrams, CJ WSH · L · 586 PA | 0.60 | Barrel rateBat speedGround-ball rate | Sprint speed +1.4zChase rate +1.3zIsolated power +1.1z | Player Projection Swing lab |
| 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 | 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.