Ramon Ramirez
C Quad Cities River Bandits| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2024 | 19 | ROKKC | 203 | .265/.381/.459 | 7 | 1 | 66 | — | .194/.282/.344 |
| 2025 | 20 | A/ROKKC | 331 | .249/.345/.445 | 12 | 7 | 69 | — | .198/.273/.352 |
| 2026 | 21 | A+/INTL2 orgs | 389 | .282/.369/.481 | 14 | 10 | 95 | — | .236/.304/.388 |
| 2027PROJMLE | 22 | MLBKC | 9 | .220/.290/.364 | 0 | 0 | 87 | 0.0 | |
| 2028PROJ45% MLB | 23 | MLBKC | 140 | .224/.295/.377 | 4 | 2 | 92 | 0.5 | |
| 2029PROJ59% MLB | 24 | MLBKC | 223 | .227/.298/.385 | 7 | 3 | 96 | 0.8 |
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. Catcher framing: only 2027 Statcast framing is modeled (Baseball Savant server-caches the leaderboard to the current season); prior-year framing is unmodeled — projections for established framers may run 1-3 WAR low.
| 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) | |||||||||||||||||||||||||||||||
| 2023 | 18 | ROK | DSL Royals Blue | — | 150 | 122 | 42 | 9 | 0 | 8 | 21 | 18 | 3 | 6 | 4 | 344 | 452 | 615 | 1.067 | 270 | 340 | 12 | 14 | 451 | 82 | — | — | — | — | — | — |
| 2024 | 19 | ROK | ACL Royals | — | 203 | 170 | 45 | 10 | 1 | 7 | 26 | 42 | 6 | 1 | 0 | 265 | 381 | 459 | 840 | 194 | 311 | 21 | 13 | 374 | 66 | — | — | — | — | — | — |
| 2025 | 20 | A | Columbia Fireflies | — | 307 | 258 | 63 | 12 | 3 | 11 | 36 | 65 | 5 | 6 | 2 | 244 | 348 | 442 | 790 | 198 | 274 | 21 | 12 | 343 | 70 | — | — | — | — | — | — |
| 2025 | 20 | ROK | ACL Royals | — | 24 | 23 | 7 | 1 | 0 | 1 | 0 | 3 | 0 | 1 | 0 | 304 | 304 | 478 | 783 | 174 | 300 | 12 | 0 | 329 | 62 | — | — | — | — | — | — |
| 2026 | 21 | A+ | Quad Cities River Bandits | — | 372 | 323 | 90 | 23 | 1 | 13 | 39 | 85 | 5 | 10 | 1 | 279 | 364 | 477 | 841 | 198 | 338 | 23 | 10 | 368 | 90 | — | — | — | — | — | — |
| 2026 | 21 | INTL | Bravos de Margarita | — | 17 | 14 | 5 | 0 | 0 | 1 | 3 | 4 | 0 | 0 | 1 | 357 | 471 | 571 | 1.042 | 214 | 444 | 24 | 18 | 458 | 196 | — | — | — | — | — | — |
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2023 | 18 | ROK MLE | DSL Royals Blue | — | 150 | 128 | 27 | 5 | 0 | 4 | 15 | 22 | 3 | 6 | 4 | 211 | 308 | 344 | 652 | 133 | 205 | 15 | 10 | 290 | 82 | — | — | — | — | — | — |
| 2024 | 19 | ROK MLE | ACL Royals | — | 203 | 180 | 35 | 7 | 1 | 6 | 16 | 58 | 6 | 1 | 0 | 194 | 282 | 344 | 627 | 150 | 239 | 29 | 8 | 266 | 66 | — | — | — | — | — | — |
| 2025 | 20 | A MLE | Columbia Fireflies | — | 307 | 269 | 52 | 11 | 3 | 8 | 25 | 90 | 5 | 6 | 2 | 193 | 274 | 346 | 620 | 152 | 234 | 29 | 8 | 271 | 70 | — | — | — | — | — | — |
| 2025 | 20 | ROK MLE | ACL Royals | — | 24 | 23 | 6 | 1 | 0 | 1 | 0 | 4 | 0 | 1 | 0 | 261 | 261 | 435 | 696 | 174 | 235 | 17 | 0 | 260 | 62 | — | — | — | — | — | — |
| 2026 | 21 | A+ MLE | Quad Cities River Bandits | — | 372 | 335 | 79 | 19 | 1 | 10 | 28 | 108 | 5 | 10 | 1 | 236 | 304 | 388 | 692 | 152 | 306 | 29 | 8 | 301 | 90 | — | — | — | — | — | — |
| 2023 | 18 | ROK MLE | DSL Royals Blue | — | 150 | 128 | 27 | 5 | 0 | 4 | 15 | 22 | 3 | 6 | 4 | 211 | 308 | 344 | 652 | 133 | 217 | 15 | 10 | 290 | 82 | — | — | — | — | — | — |
| 2023 | 18 | ROK RAW | DSL Royals Blue | — | 150 | 122 | 42 | 9 | 0 | 8 | 21 | 18 | 3 | 6 | 4 | 344 | 452 | 615 | 1.067 | 270 | 340 | 12 | 14 | 451 | 82 | — | — | — | — | — | — |
| 2024 | 19 | ROK MLE | ACL Royals | — | 203 | 180 | 35 | 7 | 1 | 6 | 16 | 58 | 6 | 1 | 0 | 194 | 282 | 344 | 627 | 150 | 248 | 29 | 8 | 266 | 66 | — | — | — | — | — | — |
| 2024 | 19 | ROK RAW | ACL Royals | — | 203 | 170 | 45 | 10 | 1 | 7 | 26 | 42 | 6 | 1 | 0 | 265 | 381 | 459 | 840 | 194 | 311 | 21 | 13 | 374 | 66 | — | — | — | — | — | — |
| 2025 | 20 | A MLE | 2 teams | — | 331 | 292 | 57 | 11 | 3 | 9 | 25 | 94 | 5 | 7 | 2 | 195 | 270 | 346 | 616 | 151 | 242 | 28 | 8 | 270 | 69 | — | — | — | — | — | — |
| 2025 | 20 | A RAW | 2 teams | — | 331 | 281 | 70 | 13 | 3 | 12 | 36 | 68 | 5 | 7 | 2 | 249 | 345 | 445 | 790 | 196 | 276 | 21 | 11 | 342 | 69 | — | — | — | — | — | — |
| 2026 | 21 | A+ MLE | 2 teams | — | 389 | 350 | 83 | 20 | 1 | 11 | 30 | 113 | 5 | 10 | 2 | 237 | 306 | 394 | 701 | 157 | 314 | 29 | 8 | 301 | 90 | — | — | — | — | — | — |
| 2026 | 21 | A+ RAW | 2 teams | — | 389 | 337 | 95 | 23 | 1 | 14 | 42 | 89 | 5 | 10 | 2 | 282 | 369 | 481 | 850 | 199 | 342 | 23 | 11 | 372 | 90 | — | — | — | — | — | — |
| 2023 | 18 | ROK MLE | DSL Royals Blue | — | 150 | 131 | 27 | 5 | 0 | 4 | 15 | 22 | 3 | 6 | 4 | 206 | 308 | 336 | 644 | 130 | 205 | 15 | 10 | 290 | 82 | — | — | — | — | — | — |
| 2024 | 19 | ROK MLE | ACL Royals | — | 203 | 179 | 35 | 7 | 1 | 6 | 16 | 58 | 6 | 1 | 0 | 196 | 282 | 346 | 629 | 151 | 239 | 29 | 8 | 266 | 66 | — | — | — | — | — | — |
| 2025 | 20 | A MLE | 2 teams | — | 331 | 298 | 57 | 11 | 3 | 9 | 25 | 94 | 5 | 7 | 2 | 191 | 270 | 339 | 609 | 148 | 234 | 28 | 8 | 270 | 69 | — | — | — | — | — | — |
| 2026 | 21 | A+ MLE | 2 teams | — | 389 | 351 | 83 | 20 | 1 | 11 | 30 | 113 | 5 | 10 | 2 | 236 | 306 | 393 | 700 | 157 | 306 | 29 | 8 | 301 | 90 | — | — | — | — | — | — |
| ▸ Model inputs — neutral MLE (past 3 seasons) | |||||||||||||||||||||||||||||||
| 2024 | 19 | ROK MLE | ACL Royals | — | 203 | 179 | 35 | 7 | 1 | 6 | 16 | 58 | 6 | 1 | 0 | 196 | 282 | 346 | 629 | 151 | 239 | 29 | 8 | 266 | 66 | — | — | — | — | — | — |
| 2025 | 20 | A MLE | 2 teams | — | 331 | 298 | 57 | 11 | 3 | 9 | 25 | 94 | 5 | 7 | 2 | 191 | 270 | 339 | 609 | 148 | 234 | 28 | 8 | 270 | 69 | — | — | — | — | — | — |
| 2026 | 21 | A+ MLE | 2 teams | — | 389 | 351 | 83 | 20 | 1 | 11 | 30 | 113 | 5 | 10 | 2 | 236 | 306 | 393 | 700 | 157 | 306 | 29 | 8 | 301 | 90 | — | — | — | — | — | — |
| ▸ 2027 season | |||||||||||||||||||||||||||||||
| ▸ 2027 — full MLE projection (neutral park, full availability) | |||||||||||||||||||||||||||||||
| 2027 | 22 | MLB MLE | KC | 4% | 482 | 436 | 96 | 21 | 2 | 13 | 37 | 126 | 6 | 7 | 1 | 223 | 293 | 374 | 666 | 151 | 279 | 26 | 8 | 297 | 87 | -7 | +1 | -1 | +9 | +10 | 0.6 |
| ▸ 2027 — real world (MLB) | |||||||||||||||||||||||||||||||
| 2027 | 22 | MLB CTX | KC | 4% | 9 | 8 | 1 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0 | 220 | 290 | 364 | 654 | 145 | 277 | 22 | 11 | 292 | 87 | -0 | +0 | -0 | +0 | +0 | 0.0 |
| ▸ Career projection (2028+) — MLB context, MLB playing time (PA × MLB%) | |||||||||||||||||||||||||||||||
| 2028 | 23 | MLB MLE | KC | 45% | 310 | 279 | 63 | 14 | 1 | 9 | 24 | 79 | 4 | 4 | 1 | 228 | 298 | 387 | 685 | 160 | 281 | 25 | 8 | 305 | 92 | -3 | +0 | -1 | +6 | +7 | 0.9 |
| 2029 | 24 | MLB MLE | KC | 59% | 379 | 342 | 79 | 17 | 2 | 12 | 30 | 96 | 4 | 5 | 1 | 231 | 302 | 396 | 698 | 165 | 282 | 25 | 8 | 310 | 96 | -2 | +1 | -0 | +7 | +8 | 1.4 |
| 2030 | 25 | MLB MLE | KC | 65% | 416 | 374 | 87 | 18 | 2 | 14 | 34 | 104 | 5 | 5 | 1 | 232 | 304 | 400 | 704 | 168 | 283 | 25 | 8 | 312 | 98 | -1 | +1 | +0 | +7 | +9 | 1.6 |
| 2031 | 26 | MLB MLE | KC | 68% | 437 | 394 | 91 | 19 | 2 | 14 | 35 | 109 | 5 | 5 | 1 | 233 | 305 | 402 | 706 | 168 | 283 | 25 | 8 | 313 | 98 | -1 | +1 | +0 | +8 | +9 | 1.7 |
| 2032 | 27 | MLB MLE | KC | 68% | 444 | 400 | 92 | 19 | 2 | 14 | 36 | 111 | 5 | 5 | 1 | 233 | 305 | 399 | 704 | 167 | 283 | 25 | 8 | 312 | 98 | -1 | +1 | +0 | +8 | +10 | 1.7 |
| 2033 | 28 | MLB MLE | KC | 68% | 443 | 399 | 92 | 19 | 2 | 14 | 36 | 111 | 5 | 4 | 1 | 231 | 303 | 395 | 697 | 164 | 282 | 25 | 8 | 310 | 96 | -2 | +0 | -1 | +8 | +10 | 1.5 |
| 2034 | 29 | MLB MLE | KC | 66% | 435 | 392 | 90 | 19 | 2 | 13 | 35 | 111 | 5 | 3 | 1 | 228 | 300 | 388 | 688 | 160 | 280 | 26 | 8 | 306 | 93 | -4 | +0 | -1 | +8 | +9 | 1.3 |
| 2035 | 30 | MLB MLE | KC | 66% | 423 | 382 | 87 | 18 | 2 | 13 | 34 | 109 | 4 | 3 | 1 | 225 | 296 | 380 | 676 | 155 | 278 | 26 | 8 | 301 | 90 | -5 | +0 | -2 | +8 | +9 | 1.0 |
| 2036 | 31 | MLB MLE | KC | 65% | 388 | 350 | 77 | 16 | 1 | 11 | 31 | 101 | 4 | 3 | 1 | 221 | 291 | 370 | 661 | 149 | 275 | 26 | 8 | 295 | 86 | -7 | +0 | -3 | +7 | +8 | 0.7 |
| 2037 | 32 | MLB MLE | KC | 65% | 351 | 318 | 69 | 14 | 1 | 10 | 27 | 93 | 3 | 1 | 1 | 216 | 285 | 357 | 642 | 142 | 271 | 26 | 8 | 287 | 81 | -8 | -0 | -3 | +6 | +8 | 0.2 |
| 2038 | 33 | MLB MLE | KC | 65% | 298 | 270 | 57 | 11 | 1 | 8 | 23 | 81 | 3 | 1 | 2 | 209 | 277 | 342 | 619 | 133 | 265 | 27 | 8 | 278 | 74 | -9 | -1 | -4 | +5 | +6 | -0.2 |
| 2028 | 23 | MLB CTX | KC | 45% | 140 | 126 | 29 | 6 | 1 | 4 | 11 | 36 | 2 | 2 | 0 | 224 | 295 | 377 | 672 | 153 | 278 | 26 | 8 | 299 | 92 | -1 | +0 | -0 | +3 | +3 | 0.5 |
| 2029 | 24 | MLB CTX | KC | 59% | 223 | 200 | 46 | 10 | 1 | 7 | 18 | 56 | 3 | 3 | 1 | 227 | 298 | 385 | 684 | 158 | 280 | 25 | 8 | 304 | 96 | -1 | +0 | -0 | +4 | +5 | 0.8 |
| 2030 | 25 | MLB CTX | KC | 65% | 271 | 244 | 55 | 12 | 1 | 8 | 22 | 68 | 3 | 4 | 1 | 229 | 301 | 389 | 690 | 160 | 281 | 25 | 8 | 307 | 98 | -1 | +0 | +0 | +5 | +6 | 1.1 |
| 2031 | 26 | MLB CTX | KC | 68% | 298 | 269 | 61 | 13 | 1 | 9 | 24 | 74 | 3 | 4 | 1 | 230 | 302 | 390 | 692 | 161 | 281 | 25 | 8 | 308 | 98 | -1 | +0 | +0 | +5 | +6 | 1.2 |
| 2032 | 27 | MLB CTX | KC | 68% | 302 | 271 | 62 | 13 | 1 | 9 | 25 | 75 | 3 | 3 | 1 | 229 | 301 | 388 | 690 | 159 | 281 | 25 | 8 | 307 | 98 | -1 | +0 | +0 | +5 | +7 | 1.2 |
| 2033 | 28 | MLB CTX | KC | 68% | 301 | 270 | 61 | 13 | 1 | 9 | 25 | 76 | 3 | 3 | 1 | 227 | 299 | 384 | 683 | 156 | 280 | 25 | 8 | 304 | 96 | -2 | +0 | -0 | +5 | +7 | 1.0 |
| 2034 | 29 | MLB CTX | KC | 66% | 289 | 261 | 58 | 12 | 1 | 8 | 23 | 73 | 3 | 2 | 1 | 225 | 297 | 377 | 674 | 153 | 278 | 25 | 8 | 301 | 93 | -2 | +0 | -1 | +5 | +6 | 0.8 |
| 2035 | 30 | MLB CTX | KC | 66% | 277 | 250 | 56 | 12 | 1 | 8 | 22 | 71 | 3 | 2 | 1 | 222 | 293 | 370 | 663 | 148 | 276 | 26 | 8 | 296 | 90 | -3 | +0 | -1 | +5 | +6 | 0.7 |
| 2036 | 31 | MLB CTX | KC | 65% | 252 | 227 | 49 | 10 | 1 | 7 | 20 | 66 | 3 | 2 | 0 | 218 | 288 | 360 | 648 | 143 | 273 | 26 | 8 | 290 | 86 | -4 | +0 | -2 | +4 | +5 | 0.5 |
| 2037 | 32 | MLB CTX | KC | 65% | 227 | 205 | 44 | 9 | 1 | 6 | 18 | 60 | 2 | 1 | 1 | 212 | 282 | 348 | 630 | 135 | 269 | 26 | 8 | 282 | 81 | -5 | -0 | -2 | +4 | +5 | 0.1 |
| 2038 | 33 | MLB CTX | KC | 65% | 192 | 173 | 36 | 7 | 1 | 5 | 15 | 52 | 2 | 1 | 1 | 206 | 274 | 333 | 607 | 127 | 263 | 27 | 8 | 273 | 74 | -6 | -0 | -3 | +3 | +4 | -0.1 |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| ▸ Career totals — MLB only (actual + projected) | |||||||||||||||||||||||||||||||
| Career | — | A+C | — | 2772 | 2496 | 557 | 117 | 11 | 80 | 223 | 707 | 30 | 27 | 9 | 223 | 295 | 375 | 670 | 152 | 277 | 26 | 8 | 298 | 89 | -27 | +2 | -9 | +50 | +60 | 7.7 | |
| / 162G | — | A+C | — | 650 | 585 | 131 | 27 | 3 | 19 | 52 | 166 | 7 | 6 | 2 | 224 | 295 | 378 | 672 | 154 | 278 | 26 | 8 | 298 | 89 | -6 | +0 | -2 | +12 | +14 | 1.8 | |
| Career | — | MLE | — | 5607 | 5039 | 1128 | 236 | 24 | 168 | 447 | 1447 | 69 | 66 | 21 | 224 | 296 | 380 | 676 | 156 | 277 | 26 | 8 | 300 | 89 | -46 | +3 | -15 | +81 | +98 | 12.4 | |
| / 162G | — | MLE | — | 650 | 584 | 130 | 27 | 3 | 19 | 52 | 168 | 8 | 8 | 2 | 223 | 295 | 377 | 672 | 154 | 276 | 26 | 8 | 300 | 89 | -7 | +0 | -2 | +12 | +14 | 1.8 | |
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 A+Quad Cities River Bandits · 372 PAwOBA .362 → .301 (−61)K% 22.8% → 29.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 22.85% | ÷1.000 | ×1.270 | — | — | 29.02% |
| BB% (unintentional) /PA | 10.48% | ÷1.000 | ×0.710 | — | ×1.027 | 7.64% |
| HBP% /PA | 1.34% | — | ×0.790 | — | ×1.027 | 1.09% |
| Singles /BIP | 22.27% | ÷1.000 | ×0.920 | ×1.004 | ×1.027 | 21.13% |
| Doubles /BIP | 9.66% | ÷1.000 | ×0.810 | ×1.004 | ×1.027 | 8.08% |
| Triples /BIP | 0.42% | ÷1.000 | ×0.850 | ×1.004 | ×1.027 | 0.37% |
| Home runs /BIP | 5.46% | ÷1.000 | ×0.800 | — | ×1.027 | 4.49% |
Factors used: league row Midwest League. Park (home-season share, regressed): no park row on file (treated as neutral) — applied at half strength. Age: age 21 vs a level average of 22.8 → +2.7% on BB/HBP/hit rates (1.8 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.004.
Result: wOBA .362 → .301; ISO .198 → .160; BABIP .338 → .306. 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 AColumbia Fireflies · 307 PAwOBA .343 → .271 (−72)K% 21.2% → 29.3%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.17% | ÷0.982 | ×1.360 | — | — | 29.32% |
| BB% (unintentional) /PA | 11.73% | ÷1.006 | ×0.690 | — | ×1.030 | 8.29% |
| HBP% /PA | 1.63% | — | ×0.780 | — | ×1.030 | 1.31% |
| Singles /BIP | 19.17% | ÷1.099 | ×0.920 | ×0.977 | ×1.030 | 16.15% |
| Doubles /BIP | 6.22% | ÷0.913 | ×0.830 | ×0.977 | ×1.030 | 5.69% |
| Triples /BIP | 1.55% | ÷0.937 | ×0.910 | ×0.977 | ×1.030 | 1.52% |
| Home runs /BIP | 5.70% | ÷1.086 | ×0.800 | — | ×1.030 | 4.33% |
Factors used: level-wide A factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 117, 1B 120, 2B 83, 3B 87, K 96, BB 101 — applied at half strength. Age: age 20 vs a level average of 22.0 → +3.0% on BB/HBP/hit rates (2.0 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.977.
Result: wOBA .343 → .271; ISO .198 → .158; BABIP .274 → .234. 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 ROKACL Royals · 24 PAwOBA .333 → .260 (−73)K% 12.5% → 18.3%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 12.50% | ÷0.985 | ×1.440 | — | — | 18.28% |
| BB% (unintentional) /PA | 0.00% | ÷0.971 | ×0.620 | — | ×0.995 | 0.00% |
| HBP% /PA | 0.00% | — | ×0.720 | — | ×0.995 | 0.00% |
| Singles /BIP | 25.00% | ÷1.019 | ×0.820 | — | ×0.995 | 20.01% |
| Doubles /BIP | 5.00% | ÷0.975 | ×0.720 | — | ×0.995 | 3.67% |
| Triples /BIP | 0.00% | ÷1.070 | ×0.720 | — | ×0.995 | 0.00% |
| Home runs /BIP | 5.00% | ÷0.939 | ×0.780 | — | ×0.995 | 4.13% |
Factors used: level-wide ROK factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 88, 1B 104, 2B 95, 3B 114, K 97, BB 94 — applied at half strength. Age: age 20 vs a level average of 19.5 → −0.5% on BB/HBP/hit rates (0.5 yr older than average).
Result: wOBA .333 → .260; ISO .174 → .137; BABIP .300 → .235. 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 ROKACL Royals · 203 PAwOBA .367 → .266 (−101)K% 20.7% → 28.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 20.69% | ÷1.036 | ×1.440 | — | — | 28.75% |
| BB% (unintentional) /PA | 12.81% | ÷1.010 | ×0.620 | — | ×1.008 | 7.92% |
| HBP% /PA | 2.96% | — | ×0.720 | — | ×1.008 | 2.14% |
| Singles /BIP | 21.09% | ÷1.029 | ×0.820 | ×0.990 | ×1.008 | 16.77% |
| Doubles /BIP | 7.81% | ÷0.986 | ×0.720 | ×0.990 | ×1.008 | 5.69% |
| Triples /BIP | 0.78% | ÷0.979 | ×0.720 | ×0.990 | ×1.008 | 0.57% |
| Home runs /BIP | 5.47% | ÷0.949 | ×0.780 | — | ×1.008 | 4.53% |
Factors used: level-wide ROK factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 90, 1B 106, 2B 97, 3B 96, K 107, BB 102 — applied at half strength. Age: age 19 vs a level average of 19.5 → +0.8% on BB/HBP/hit rates (0.5 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.990.
Result: wOBA .367 → .266; ISO .194 → .149; BABIP .311 → .239. 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 DSLDSL Royals Blue · 150 PAwOBA .451 → .290 (−161)K% 12.0% → 15.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 12.00% | ÷0.977 | ×1.220 | — | — | 14.99% |
| BB% (unintentional) /PA | 14.00% | ÷1.010 | ×0.700 | — | ×1.008 | 9.77% |
| HBP% /PA | 2.00% | — | ×0.700 | — | ×1.008 | 1.41% |
| Singles /BIP | 24.04% | ÷0.990 | ×0.680 | ×0.950 | ×1.008 | 15.81% |
| Doubles /BIP | 8.65% | ÷1.078 | ×0.600 | ×0.950 | ×1.008 | 4.61% |
| Triples /BIP | 0.00% | ÷1.149 | ×0.600 | ×0.950 | ×1.008 | 0.00% |
| Home runs /BIP | 7.69% | ÷0.903 | ×0.470 | — | ×1.008 | 4.03% |
Factors used: level-wide DSL factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 81, 1B 98, 2B 116, 3B 130, K 95, BB 102 — applied at half strength. Age: age 18 vs a level average of 18.5 → +0.8% on BB/HBP/hit rates (0.5 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.950.
Result: wOBA .451 → .290; ISO .270 → .152; BABIP .340 → .205. 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).
Not traceable per stint: some stints lack the counting stats the component translation needs. Level-wide factors that apply instead — .