Shay Whitcomb
3B Sacramento River Cats| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2024 | 25 | AAAHOU | 481 | .293/.384/.530 | 25 | 26 | 109 | — | .251/.321/.440 |
| 2024 | 25 | MLBHOU | 46 | .220/.304/.293 | 0 | 0 | 71 | -0.3 | |
| 2025 | 26 | AAAHOU | 469 | .267/.363/.509 | 25 | 16 | 87 | — | .217/.288/.394 |
| 2025 | 26 | MLBHOU | 32 | .125/.125/.219 | 1 | 0 | -11 | -0.2 | |
| 2026 | 27 | AAASF | 355 | .273/.339/.414 | 10 | 23 | 64 | — | .226/.276/.326 |
| 2026 | 27 | MLBSF | 122 | .207/.233/.336 | 4 | 2 | 59 | -0.2 | |
| 2027PROJ45% MLB | 28 | MLBSF | 70 | .219/.280/.374 | 2 | 3 | 88 | 0.1 | |
| 2028PROJ48% MLB | 29 | MLBSF | 130 | .217/.277/.368 | 4 | 4 | 85 | -0.0 | |
| 2029PROJ49% MLB | 30 | MLBSF | 134 | .213/.273/.359 | 4 | 3 | 82 | -0.1 |
Tools · Recent Form · Contract
Career Stats + Projections
Methodology▸ how these numbers are built
All seasons translated to park-neutral MLB-equivalent (MLE) and combined per year. 2027 = full-season projection (no games played yet). 2028+ via Advanced Marcel + aging curve.
| Year | Age | Lvl | Team | MLB% | PA | AB | H | 2B | 3B | HR | BB | SO | HBP | SB | CS | AVG | OBP | SLG | OPS | ISO | BABIP | K% | BB% | wOBA | wRC+ | BAT | RUN | FLD | POS | REP | WAR |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ▸ Career — actual stats, one row per stint (as recorded, no adjustments) | |||||||||||||||||||||||||||||||
| 2021 | 22 | A+ | Asheville Tourists | — | 257 | 233 | 70 | 22 | 0 | 16 | 19 | 81 | 3 | 16 | 3 | 300 | 361 | 601 | 962 | 300 | 391 | 32 | 7 | 412 | 76 | — | — | — | — | — | — |
| 2021 | 22 | A | Fayetteville Woodpeckers | — | 187 | 163 | 46 | 3 | 0 | 7 | 20 | 53 | 3 | 14 | 2 | 282 | 371 | 429 | 800 | 147 | 375 | 28 | 11 | 359 | 61 | — | — | — | — | — | — |
| 2022 | 23 | AA | Corpus Christi Hooks | — | 506 | 461 | 101 | 22 | 2 | 19 | 36 | 165 | 6 | 20 | 2 | 219 | 284 | 399 | 683 | 180 | 293 | 33 | 7 | 302 | 37 | — | — | — | — | — | — |
| 2023 | 24 | AAA | Sugar Land Space Cowboys | — | 392 | 362 | 81 | 7 | 0 | 23 | 24 | 122 | 5 | 12 | 5 | 224 | 281 | 434 | 715 | 210 | 266 | 31 | 6 | 315 | 57 | — | — | — | — | — | — |
| 2023 | 24 | AA | Corpus Christi Hooks | — | 197 | 176 | 48 | 12 | 0 | 12 | 18 | 56 | 1 | 8 | 2 | 273 | 344 | 545 | 889 | 273 | 327 | 28 | 9 | 383 | 72 | — | — | — | — | — | — |
| 2024 | 25 | MLB | Houston Astros | — | 46 | 41 | 9 | 3 | 0 | 0 | 5 | 8 | 0 | 0 | 0 | 220 | 304 | 293 | 597 | 73 | 273 | 17 | 11 | 278 | 71 | -2 | +0 | -4 | +2 | +1 | -0.3 |
| 2024 | 25 | AAA | Sugar Land Space Cowboys | — | 481 | 413 | 121 | 19 | 2 | 25 | 53 | 95 | 8 | 26 | 8 | 293 | 384 | 530 | 914 | 237 | 320 | 20 | 11 | 396 | 109 | — | — | — | — | — | — |
| 2025 | 26 | MLB | Houston Astros | — | 32 | 32 | 4 | 0 | 0 | 1 | 0 | 10 | 0 | 0 | 0 | 125 | 125 | 219 | 344 | 94 | 143 | 31 | 0 | 150 | -11 | -4 | +0 | +0 | +2 | +1 | -0.2 |
| 2025 | 26 | AAA | Sugar Land Space Cowboys | — | 469 | 405 | 108 | 23 | 0 | 25 | 52 | 120 | 9 | 16 | 2 | 267 | 363 | 509 | 871 | 242 | 316 | 26 | 11 | 381 | 87 | — | — | — | — | — | — |
| 2026 | 27 | MLB | San Francisco Giants | — | 122 | 116 | 24 | 3 | 0 | 4 | 4 | 35 | 0 | 2 | 1 | 207 | 233 | 336 | 570 | 129 | 260 | 29 | 3 | 249 | 59 | -6 | +0 | -1 | +2 | +3 | -0.2 |
| 2026 | 27 | AAA | Sacramento River Cats | — | 355 | 319 | 87 | 13 | 1 | 10 | 30 | 88 | 2 | 23 | 2 | 273 | 339 | 414 | 753 | 141 | 342 | 25 | 8 | 334 | 64 | — | — | — | — | — | — |
| ▸ Career Totals (raw MLB only — historical actual) | |||||||||||||||||||||||||||||||
| MLB Career | — | — | 200 | 189 | 37 | 6 | 0 | 5 | 9 | 53 | 0 | 2 | 1 | 196 | 232 | 307 | 539 | 111 | 244 | 26 | 4 | 240 | 48 | -12 | +0 | -5 | +5 | +4 | -0.8 | ||
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2021 | 22 | A+ MLE | Asheville Tourists | — | 257 | 239 | 50 | 14 | 0 | 10 | 13 | 110 | 3 | 16 | 3 | 209 | 259 | 393 | 652 | 184 | 324 | 43 | 5 | 280 | 76 | — | — | — | — | — | — |
| 2021 | 22 | A MLE | Fayetteville Woodpeckers | — | 187 | 169 | 35 | 2 | 0 | 4 | 14 | 72 | 3 | 14 | 2 | 207 | 280 | 290 | 570 | 83 | 330 | 39 | 7 | 259 | 61 | — | — | — | — | — | — |
| 2022 | 23 | AA MLE | Corpus Christi Hooks | — | 506 | 475 | 80 | 17 | 2 | 13 | 22 | 213 | 6 | 20 | 2 | 168 | 215 | 295 | 509 | 126 | 259 | 42 | 4 | 223 | 37 | — | — | — | — | — | — |
| 2023 | 24 | AAA MLE | Sugar Land Space Cowboys | — | 392 | 371 | 70 | 6 | 0 | 17 | 15 | 146 | 5 | 12 | 5 | 189 | 230 | 342 | 572 | 154 | 253 | 37 | 4 | 252 | 57 | — | — | — | — | — | — |
| 2023 | 24 | AA MLE | Corpus Christi Hooks | — | 197 | 182 | 37 | 10 | 0 | 7 | 12 | 65 | 1 | 8 | 2 | 203 | 256 | 374 | 630 | 170 | 265 | 33 | 6 | 275 | 72 | — | — | — | — | — | — |
| 2024 | 25 | MLB MLE | Houston Astros | — | 46 | 41 | 9 | 3 | 0 | 0 | 5 | 8 | 0 | 0 | 0 | 220 | 304 | 293 | 597 | 73 | 273 | 17 | 11 | 272 | 71 | -2 | +0 | -4 | +2 | +1 | -0.3 |
| 2024 | 25 | AAA MLE | Sugar Land Space Cowboys | — | 481 | 430 | 108 | 17 | 2 | 20 | 36 | 114 | 8 | 26 | 8 | 251 | 321 | 440 | 760 | 188 | 283 | 24 | 7 | 329 | 109 | — | — | — | — | — | — |
| 2025 | 26 | MLB MLE | Houston Astros | — | 32 | 32 | 4 | 0 | 0 | 1 | 0 | 10 | 0 | 0 | 0 | 125 | 125 | 219 | 344 | 94 | 143 | 31 | 0 | 151 | -11 | -4 | +0 | +0 | +2 | +1 | -0.2 |
| 2025 | 26 | AAA MLE | Sugar Land Space Cowboys | — | 469 | 424 | 92 | 21 | 0 | 18 | 33 | 145 | 9 | 16 | 2 | 217 | 288 | 394 | 681 | 177 | 277 | 31 | 7 | 297 | 87 | — | — | — | — | — | — |
| 2026 | 27 | MLB MLE | San Francisco Giants | — | 122 | 116 | 24 | 3 | 0 | 4 | 4 | 35 | 0 | 2 | 1 | 207 | 233 | 336 | 570 | 129 | 260 | 29 | 3 | 256 | 59 | -6 | +0 | -1 | +2 | +3 | -0.2 |
| 2026 | 27 | AAA MLE | Sacramento River Cats | — | 355 | 328 | 74 | 10 | 1 | 7 | 21 | 105 | 2 | 23 | 2 | 226 | 276 | 326 | 603 | 101 | 297 | 30 | 6 | 263 | 64 | — | — | — | — | — | — |
| 2021 | 22 | A+ MLE | 2 teams | — | 444 | 408 | 85 | 16 | 0 | 14 | 27 | 182 | 6 | 30 | 5 | 208 | 268 | 350 | 618 | 142 | 330 | 41 | 6 | 271 | 70 | — | — | — | — | — | — |
| 2021 | 22 | A+ RAW | 2 teams | — | 444 | 396 | 116 | 25 | 0 | 23 | 39 | 134 | 6 | 30 | 5 | 293 | 365 | 530 | 895 | 237 | 384 | 30 | 9 | 390 | 70 | — | — | — | — | — | — |
| 2022 | 23 | AA MLE | Corpus Christi Hooks | — | 506 | 475 | 80 | 17 | 2 | 13 | 22 | 213 | 6 | 20 | 2 | 168 | 215 | 295 | 509 | 126 | 266 | 42 | 4 | 223 | 37 | — | — | — | — | — | — |
| 2022 | 23 | AA RAW | Corpus Christi Hooks | — | 506 | 461 | 101 | 22 | 2 | 19 | 36 | 165 | 6 | 20 | 2 | 219 | 284 | 399 | 683 | 180 | 293 | 33 | 7 | 302 | 37 | — | — | — | — | — | — |
| 2023 | 24 | AAA MLE | 2 teams | — | 589 | 553 | 108 | 16 | 0 | 25 | 27 | 211 | 6 | 20 | 7 | 195 | 241 | 360 | 600 | 165 | 259 | 36 | 5 | 260 | 62 | — | — | — | — | — | — |
| 2023 | 24 | AAA RAW | 2 teams | — | 589 | 538 | 129 | 19 | 0 | 35 | 42 | 178 | 6 | 20 | 7 | 240 | 302 | 470 | 772 | 230 | 287 | 30 | 7 | 338 | 62 | — | — | — | — | — | — |
| 2024 | 25 | AAA MLE | 2 teams | — | 527 | 471 | 117 | 20 | 2 | 20 | 41 | 122 | 8 | 26 | 8 | 248 | 319 | 427 | 746 | 178 | 289 | 23 | 8 | 324 | 105 | — | — | — | — | — | — |
| 2024 | 25 | AAA RAW | 2 teams | — | 527 | 454 | 130 | 22 | 2 | 25 | 58 | 103 | 8 | 26 | 8 | 286 | 377 | 509 | 886 | 222 | 315 | 20 | 11 | 385 | 105 | — | — | — | — | — | — |
| 2025 | 26 | AAA MLE | 2 teams | — | 501 | 456 | 96 | 21 | 0 | 19 | 33 | 155 | 9 | 16 | 2 | 211 | 277 | 382 | 659 | 171 | 270 | 31 | 7 | 288 | 81 | — | — | — | — | — | — |
| 2025 | 26 | AAA RAW | 2 teams | — | 501 | 437 | 112 | 23 | 0 | 26 | 52 | 130 | 9 | 16 | 2 | 256 | 347 | 487 | 835 | 231 | 303 | 26 | 10 | 366 | 81 | — | — | — | — | — | — |
| 2026 | 27 | AAA MLE | 2 teams | — | 477 | 444 | 98 | 13 | 1 | 11 | 25 | 140 | 2 | 25 | 3 | 221 | 265 | 329 | 594 | 108 | 293 | 29 | 5 | 261 | 63 | — | — | — | — | — | — |
| 2026 | 27 | AAA RAW | 2 teams | — | 477 | 435 | 111 | 16 | 1 | 14 | 34 | 123 | 2 | 25 | 3 | 255 | 312 | 393 | 705 | 138 | 321 | 26 | 7 | 312 | 63 | — | — | — | — | — | — |
| 2021 | 22 | A+ MLE | 2 teams | — | 444 | 408 | 85 | 16 | 0 | 14 | 27 | 182 | 6 | 30 | 5 | 208 | 268 | 350 | 618 | 142 | 327 | 41 | 6 | 271 | 70 | — | — | — | — | — | — |
| 2022 | 23 | AA MLE | Corpus Christi Hooks | — | 506 | 473 | 80 | 17 | 2 | 13 | 22 | 213 | 6 | 20 | 2 | 169 | 215 | 296 | 511 | 127 | 259 | 42 | 4 | 223 | 37 | — | — | — | — | — | — |
| 2023 | 24 | AAA MLE | 2 teams | — | 589 | 551 | 108 | 16 | 0 | 25 | 27 | 211 | 6 | 20 | 7 | 196 | 241 | 361 | 602 | 165 | 257 | 36 | 5 | 260 | 62 | — | — | — | — | — | — |
| 2024 | 25 | AAA MLE | 2 teams | — | 527 | 473 | 117 | 20 | 2 | 20 | 41 | 122 | 8 | 26 | 8 | 247 | 319 | 425 | 744 | 178 | 282 | 23 | 8 | 324 | 105 | — | — | — | — | — | — |
| 2025 | 26 | AAA MLE | 2 teams | — | 501 | 454 | 96 | 21 | 0 | 19 | 33 | 155 | 9 | 16 | 2 | 211 | 277 | 383 | 660 | 172 | 268 | 31 | 7 | 288 | 81 | — | — | — | — | — | — |
| 2026 | 27 | AAA MLE | 2 teams | — | 477 | 447 | 98 | 13 | 1 | 11 | 25 | 140 | 2 | 25 | 3 | 219 | 265 | 327 | 592 | 107 | 287 | 29 | 5 | 261 | 63 | — | — | — | — | — | — |
| ▸ Model inputs — neutral MLE (past 3 seasons) | |||||||||||||||||||||||||||||||
| 2024 | 25 | AAA MLE | 2 teams | — | 527 | 473 | 117 | 20 | 2 | 20 | 41 | 122 | 8 | 26 | 8 | 247 | 319 | 425 | 744 | 178 | 282 | 23 | 8 | 324 | 105 | — | — | — | — | — | — |
| 2025 | 26 | AAA MLE | 2 teams | — | 501 | 454 | 96 | 21 | 0 | 19 | 33 | 155 | 9 | 16 | 2 | 211 | 277 | 383 | 660 | 172 | 268 | 31 | 7 | 288 | 81 | — | — | — | — | — | — |
| 2026 | 27 | AAA MLE | 2 teams | — | 477 | 447 | 98 | 13 | 1 | 11 | 25 | 140 | 2 | 25 | 3 | 219 | 265 | 327 | 592 | 107 | 287 | 29 | 5 | 261 | 63 | — | — | — | — | — | — |
| ▸ 2027 season | |||||||||||||||||||||||||||||||
| ▸ 2027 — full MLE projection (neutral park, full availability) | |||||||||||||||||||||||||||||||
| 2027 | 28 | MLB MLE | SF | 45% | 380 | 348 | 78 | 13 | 1 | 14 | 25 | 102 | 4 | 14 | 4 | 224 | 285 | 388 | 673 | 164 | 273 | 27 | 7 | 298 | 88 | -5 | +1 | -2 | +1 | +8 | 0.1 |
| ▸ 2027 — real world (MLB) | |||||||||||||||||||||||||||||||
| 2027 | 28 | MLB CTX | SF | 45% | 70 | 64 | 13 | 2 | 0 | 2 | 5 | 19 | 1 | 3 | 1 | 219 | 280 | 374 | 654 | 155 | 269 | 27 | 7 | 291 | 88 | -1 | +0 | -0 | +0 | +2 | 0.1 |
| ▸ Career projection (2028+) — MLB context, MLB playing time (PA × MLB%) | |||||||||||||||||||||||||||||||
| 2028 | 29 | MLB MLE | SF | 48% | 272 | 249 | 56 | 9 | 1 | 10 | 18 | 74 | 3 | 9 | 2 | 221 | 282 | 381 | 663 | 160 | 271 | 27 | 7 | 294 | 85 | -5 | +1 | -3 | +1 | +6 | 0.0 |
| 2029 | 30 | MLB MLE | SF | 49% | 272 | 249 | 55 | 9 | 1 | 10 | 18 | 75 | 3 | 7 | 2 | 218 | 278 | 373 | 650 | 155 | 268 | 28 | 7 | 289 | 82 | -6 | +1 | -4 | +1 | +6 | -0.2 |
| 2028 | 29 | MLB CTX | SF | 48% | 130 | 119 | 25 | 4 | 0 | 4 | 9 | 35 | 1 | 4 | 1 | 217 | 277 | 368 | 645 | 151 | 267 | 27 | 7 | 287 | 85 | -2 | +0 | -1 | +0 | +3 | -0.0 |
| 2029 | 30 | MLB CTX | SF | 49% | 134 | 123 | 25 | 4 | 0 | 4 | 9 | 37 | 1 | 3 | 1 | 213 | 273 | 359 | 632 | 146 | 264 | 28 | 7 | 282 | 82 | -3 | +0 | -2 | +0 | +3 | -0.1 |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| ▸ Career totals — MLB only (actual + projected) | |||||||||||||||||||||||||||||||
| Career | — | A+C | — | 464 | 431 | 87 | 14 | 0 | 13 | 27 | 125 | 2 | 9 | 3 | 202 | 252 | 325 | 577 | 123 | 251 | 27 | 6 | 265 | 72 | -18 | +1 | -8 | +6 | +10 | -0.9 | |
| / 162G | — | A+C | — | 650 | 604 | 122 | 20 | 0 | 18 | 38 | 175 | 3 | 13 | 4 | 202 | 253 | 325 | 578 | 123 | 251 | 27 | 6 | 265 | 72 | -25 | +1 | -11 | +9 | +14 | -1.2 | |
| Career | — | MLE | — | 3743 | 3447 | 726 | 126 | 7 | 128 | 221 | 1214 | 45 | 159 | 32 | 211 | 267 | 363 | 630 | 152 | 281 | 32 | 6 | 275 | 72 | -25 | +2 | -12 | +8 | +19 | -0.8 | |
| / 162G | — | MLE | — | 650 | 599 | 126 | 22 | 1 | 22 | 38 | 211 | 8 | 28 | 6 | 210 | 267 | 361 | 628 | 150 | 280 | 32 | 6 | 275 | 72 | -18 | +2 | -9 | +6 | +14 | -0.6 | |
How the minor-league lines were translated
One row per minor-league stint. Open a row to see each step: the raw rate, the park adjustment, the league/level factor, the age adjustment (hitters) and the resulting MLE rate. Factors are the same ones listed on the MLE Factors page.
2026 AAASacramento River Cats · 355 PAwOBA .329 → .263 (−66)K% 24.8% → 29.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 24.79% | ÷1.000 | ×1.200 | — | — | 29.75% |
| BB% (unintentional) /PA | 8.45% | ÷1.000 | ×0.690 | — | ×0.992 | 5.78% |
| HBP% /PA | 0.56% | — | ×0.940 | — | ×0.992 | 0.53% |
| Singles /BIP | 27.27% | ÷1.000 | ×0.930 | ×0.972 | ×0.992 | 24.47% |
| Doubles /BIP | 5.63% | ÷1.000 | ×0.830 | ×0.972 | ×0.992 | 4.51% |
| Triples /BIP | 0.43% | ÷1.000 | ×0.970 | ×0.972 | ×0.992 | 0.41% |
| Home runs /BIP | 4.33% | ÷1.000 | ×0.700 | — | ×0.992 | 3.01% |
Factors used: league row International League. Park (home-season share, regressed): no park row on file (treated as neutral) — applied at half strength. Age: age 28 vs a level average of 27.2 → −0.8% on BB/HBP/hit rates (0.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.972.
Result: wOBA .329 → .263; ISO .141 → .102; BABIP .342 → .297. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2025 AAASugar Land Space Cowboys · 469 PAwOBA .373 → .297 (−76)K% 25.6% → 30.9%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 25.59% | ÷0.995 | ×1.200 | — | — | 30.87% |
| BB% (unintentional) /PA | 10.87% | ÷1.056 | ×0.690 | — | ×1.003 | 7.13% |
| HBP% /PA | 1.92% | — | ×0.940 | — | ×1.003 | 1.81% |
| Singles /BIP | 21.05% | ÷1.012 | ×0.930 | ×0.972 | ×1.003 | 18.86% |
| Doubles /BIP | 8.07% | ÷0.891 | ×0.830 | ×0.972 | ×1.003 | 7.33% |
| Triples /BIP | 0.00% | ÷0.900 | ×0.970 | ×0.972 | ×1.003 | 0.00% |
| Home runs /BIP | 8.77% | ÷0.961 | ×0.700 | — | ×1.003 | 6.41% |
Factors used: league row International League. Park (home-season share, regressed): HR 92, 1B 102, 2B 78, 3B 80, K 99, BB 111 — applied at half strength. Age: age 27 vs a level average of 27.2 → +0.3% on BB/HBP/hit rates (0.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.972.
Result: wOBA .373 → .297; ISO .242 → .185; BABIP .316 → .277. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2024 AAASugar Land Space Cowboys · 481 PAwOBA .390 → .329 (−61)K% 19.8% → 23.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 19.75% | ÷1.006 | ×1.200 | — | — | 23.57% |
| BB% (unintentional) /PA | 10.81% | ÷1.022 | ×0.690 | — | ×1.018 | 7.43% |
| HBP% /PA | 1.66% | — | ×0.940 | — | ×1.018 | 1.59% |
| Singles /BIP | 23.58% | ÷1.035 | ×0.930 | ×0.984 | ×1.018 | 21.23% |
| Doubles /BIP | 5.97% | ÷0.953 | ×0.830 | ×0.984 | ×1.018 | 5.21% |
| Triples /BIP | 0.63% | ÷0.900 | ×0.970 | ×0.984 | ×1.018 | 0.68% |
| Home runs /BIP | 7.86% | ÷0.903 | ×0.700 | — | ×1.018 | 6.20% |
Factors used: league row International League. Park (home-season share, regressed): HR 81, 1B 107, 2B 91, 3B 80, K 101, BB 104 — applied at half strength. Age: age 26 vs a level average of 27.2 → +1.8% on BB/HBP/hit rates (1.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.984.
Result: wOBA .390 → .329; ISO .237 → .198; BABIP .320 → .283. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2023 AAASugar Land Space Cowboys · 392 PAwOBA .305 → .252 (−53)K% 31.1% → 37.3%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 31.12% | ÷1.000 | ×1.200 | — | — | 37.33% |
| BB% (unintentional) /PA | 5.61% | ÷1.028 | ×0.690 | — | ×1.033 | 3.89% |
| HBP% /PA | 1.28% | — | ×0.940 | — | ×1.033 | 1.24% |
| Singles /BIP | 21.25% | ÷0.981 | ×0.930 | ×0.994 | ×1.033 | 20.68% |
| Doubles /BIP | 2.92% | ÷0.882 | ×0.830 | ×0.994 | ×1.033 | 2.82% |
| Triples /BIP | 0.00% | ÷1.056 | ×0.970 | ×0.994 | ×1.033 | 0.00% |
| Home runs /BIP | 9.58% | ÷0.896 | ×0.700 | — | ×1.033 | 7.73% |
Factors used: league row International League. Park (home-season share, regressed): HR 79, 1B 96, 2B 76, 3B 111, K 100, BB 106 — applied at half strength. Age: age 25 vs a level average of 27.2 → +3.3% on BB/HBP/hit rates (2.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.994.
Result: wOBA .305 → .252; ISO .210 → .162; BABIP .266 → .253. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2023 AACorpus Christi Hooks · 197 PAwOBA .374 → .275 (−99)K% 28.4% → 33.1%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 28.43% | ÷1.049 | ×1.220 | — | — | 33.07% |
| BB% (unintentional) /PA | 8.63% | ÷1.011 | ×0.700 | — | ×0.998 | 5.96% |
| HBP% /PA | 0.51% | — | ×0.870 | — | ×0.998 | 0.44% |
| Singles /BIP | 20.00% | ÷1.018 | ×0.920 | ×0.950 | ×0.998 | 17.13% |
| Doubles /BIP | 10.00% | ÷0.975 | ×0.840 | ×0.950 | ×0.998 | 8.17% |
| Triples /BIP | 0.00% | ÷1.058 | ×0.940 | ×0.950 | ×0.998 | 0.00% |
| Home runs /BIP | 10.00% | ÷1.322 | ×0.800 | — | ×0.998 | 6.04% |
Factors used: league row TL. Park (home-season share, regressed): HR 164, 1B 104, 2B 95, 3B 112, K 110, BB 102 — applied at half strength. Age: age 25 vs a level average of 24.8 → −0.2% on BB/HBP/hit rates (0.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.950.
Result: wOBA .374 → .275; ISO .273 → .178; BABIP .327 → .265. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2022 AACorpus Christi Hooks · 506 PAwOBA .294 → .223 (−72)K% 32.6% → 42.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 32.61% | ÷0.947 | ×1.220 | — | — | 42.01% |
| BB% (unintentional) /PA | 6.72% | ÷1.084 | ×0.700 | — | ×1.012 | 4.39% |
| HBP% /PA | 1.19% | — | ×0.870 | — | ×1.012 | 1.04% |
| Singles /BIP | 19.59% | ÷1.018 | ×0.920 | ×1.000 | ×1.012 | 17.92% |
| Doubles /BIP | 7.43% | ÷0.986 | ×0.840 | ×1.000 | ×1.012 | 6.40% |
| Triples /BIP | 0.68% | ÷1.044 | ×0.940 | ×1.000 | ×1.012 | 0.62% |
| Home runs /BIP | 6.42% | ÷1.040 | ×0.800 | — | ×1.012 | 5.00% |
Factors used: league row TL. Park (home-season share, regressed): HR 108, 1B 104, 2B 97, 3B 109, K 89, BB 117 — applied at half strength. Age: age 24 vs a level average of 24.8 → +1.2% on BB/HBP/hit rates (0.8 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.000.
Result: wOBA .294 → .223; ISO .180 → .131; BABIP .293 → .259. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2021 A+Asheville Tourists · 257 PAwOBA .403 → .280 (−123)K% 31.5% → 42.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 31.52% | ÷0.995 | ×1.350 | — | — | 42.78% |
| BB% (unintentional) /PA | 7.39% | ÷1.044 | ×0.710 | — | ×0.998 | 5.02% |
| HBP% /PA | 1.17% | — | ×0.810 | — | ×0.998 | 0.94% |
| Singles /BIP | 21.05% | ÷0.983 | ×0.910 | ×1.004 | ×0.998 | 19.52% |
| Doubles /BIP | 14.47% | ÷1.111 | ×0.830 | ×1.004 | ×0.998 | 10.84% |
| Triples /BIP | 0.00% | ÷0.910 | ×0.820 | ×1.004 | ×0.998 | 0.00% |
| Home runs /BIP | 10.53% | ÷1.131 | ×0.830 | — | ×0.998 | 7.71% |
Factors used: level-wide A+ factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 126, 1B 97, 2B 122, 3B 82, K 99, BB 109 — applied at half strength. Age: age 23 vs a level average of 22.8 → −0.2% on BB/HBP/hit rates (0.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.004.
Result: wOBA .403 → .280; ISO .300 → .192; BABIP .391 → .324. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).
2021 AFayetteville Woodpeckers · 187 PAwOBA .352 → .259 (−93)K% 28.3% → 38.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 28.34% | ÷0.997 | ×1.360 | — | — | 38.67% |
| BB% (unintentional) /PA | 10.70% | ÷0.985 | ×0.690 | — | ×0.990 | 7.41% |
| HBP% /PA | 1.60% | — | ×0.780 | — | ×0.990 | 1.24% |
| Singles /BIP | 32.73% | ÷0.987 | ×0.920 | ×0.989 | ×0.990 | 29.88% |
| Doubles /BIP | 2.73% | ÷1.066 | ×0.830 | ×0.989 | ×0.990 | 2.08% |
| Triples /BIP | 0.00% | ÷1.084 | ×0.910 | ×0.989 | ×0.990 | 0.00% |
| Home runs /BIP | 6.36% | ÷1.176 | ×0.800 | — | ×0.990 | 4.29% |
Factors used: level-wide A factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 135, 1B 97, 2B 113, 3B 117, K 99, BB 97 — applied at half strength. Age: age 23 vs a level average of 22.0 → −1.0% on BB/HBP/hit rates (1.0 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.989.
Result: wOBA .352 → .259; ISO .147 → .090; BABIP .375 → .330. Both wOBAs use the same linear weights, so the change is the translation alone. The MLE line is not regressed to the mean — regression happens later, when seasons are blended into a projection (how).