The Comp Constellation
Profile-shape similarity over six weighted feature groups, standardized within this season's 256 qualified hitters (292+ 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. Rengifo, Luis in signal, the comp in amber.
MIL · bats L · 374 PA
Ranked comps for Rengifo, Luis
| # | Player | Similarity | Agrees on | Differs on | Open |
|---|---|---|---|---|---|
| 01 | Triolo, Jared PIT · R · 344 PA | 0.75 | Hard-hit ratePull rateFly-ball rate | Strikeout rate +1.0zSprint speed +0.9zSweet-spot rate +0.9z | Player Projection Swing lab |
| 02 | Yoshida, Masataka BOS · L · 316 PA | 0.72 | Swing lengthWalk ratexwOBA on contact | Oppo rate -1.3zPull rate +0.9zFly-ball rate +0.8z | Player Projection Swing lab |
| 03 | Cronenworth, Jake SD · L · 361 PA | 0.71 | Oppo rateMax exit velocityWalk rate | Strikeout rate +1.5zGround-ball rate -1.0zPull rate -0.9z | Player Projection Swing lab |
| 04 | Gonzales, Nick PIT · R · 558 PA | 0.69 | Hard-hit rateIsolated powerMax exit velocity | Sweet-spot rate +1.6zSprint speed +1.3zWalk rate -0.9z | Player Projection Swing lab |
| 05 | Ortiz, Joey MIL · R · 374 PA | 0.67 | Walk rateWhiff rateChase rate | Sprint speed +1.5zPull rate -1.2zMax exit velocity +1.1z | Player Projection Swing lab |
| 06 | Kelly, Carson CHC · R · 385 PA | 0.66 | Bat speedAvg exit velocityWhiff rate | Fly-ball rate +1.5zGround-ball rate -1.2zIsolated power +1.0z | Player Projection Swing lab |
| 07 | Herrera, Iván STL · R · 630 PA | 0.65 | Pull rateBarrel rateIn-zone contact | Swing length +1.2zMax exit velocity +1.1zGround-ball rate -0.9z | Player Projection Swing lab |
| 08 | Garcia, Maikel KC · R · 319 PA | 0.64 | Barrel rateOppo rateSwing length | Sweet-spot rate +1.4zGround-ball rate -1.3zChase rate -1.2z | Player Projection Swing lab |
| 09 | Durbin, Caleb BOS · R · 532 PA | 0.63 | Strikeout ratePull rateIn-zone contact | Avg exit velocity -1.8zHard-hit rate -1.1zBat speed -1.1z | Player Projection Swing lab |
| 10 | Bogaerts, Xander SD · R · 543 PA | 0.62 | Sprint speedSweet-spot rateBat speed | Chase rate -1.3zFly-ball rate +1.2zWalk rate +1.0z | Player Projection Swing lab |
| 11 | Meidroth, Chase CWS · R · 584 PA | 0.62 | Walk rateWhiff rateOppo rate | Bat speed -1.8zSwing length -1.4zStrikeout rate +1.3z | Player Projection Swing lab |
| 12 | Frelick, Sal MIL · L · 357 PA | 0.60 | Isolated powerPull rateSwing length | Bat speed -1.3zWhiff rate -1.2zIn-zone contact +1.2z | 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.