Mauricio Ramos
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2016 | 24 | AA/INTL2 orgs | 578 | .281/.323/.406 | 11 | 5 | 71 | — | .245/.277/.339 |
| 2017 | 25 | AA/ROK/INTL3 orgs | 566 | .263/.301/.395 | 13 | 0 | 61 | — | .214/.249/.302 |
| 2021 | 29 | INTLColombia | 23 | .211/.348/.474 | 1 | 0 | 133 | — |
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) | |||||||||||||||||||||||||||||||
| 2011 | 19 | ROK | DSL Royals | — | 243 | 190 | 43 | 8 | 0 | 2 | 36 | 39 | 7 | 3 | 3 | 226 | 369 | 300 | 669 | 74 | 270 | 16 | 15 | 307 | 28 | — | — | — | — | — | — |
| 2012 | 20 | ROK | AZL Royals | — | 208 | 191 | 54 | 9 | 3 | 2 | 13 | 35 | 2 | 0 | 1 | 283 | 335 | 393 | 728 | 110 | 333 | 17 | 6 | 324 | 43 | — | — | — | — | — | — |
| 2013 | 21 | ROK | Idaho Falls Chukars | — | 231 | 211 | 67 | 19 | 2 | 1 | 10 | 26 | 4 | 2 | 2 | 318 | 360 | 441 | 801 | 123 | 347 | 11 | 4 | 348 | 65 | — | — | — | — | — | — |
| 2014 | 22 | A | Lexington Legends | — | 458 | 419 | 117 | 27 | 3 | 9 | 22 | 75 | 14 | 0 | 3 | 279 | 336 | 422 | 759 | 143 | 320 | 16 | 5 | 337 | 78 | — | — | — | — | — | — |
| 2015 | 23 | A+ | Wilmington Blue Rocks | — | 507 | 468 | 124 | 22 | 2 | 8 | 25 | 89 | 9 | 1 | 1 | 265 | 315 | 372 | 687 | 107 | 310 | 18 | 5 | 307 | 60 | — | — | — | — | — | — |
| 2016 | 24 | AA | Northwest Arkansas Naturals | — | 517 | 483 | 139 | 28 | 1 | 9 | 19 | 92 | 10 | 5 | 2 | 288 | 328 | 406 | 734 | 118 | 337 | 18 | 4 | 326 | 69 | — | — | — | — | — | — |
| 2016 | 24 | INTL | Surprise Saguaros | — | 61 | 57 | 13 | 4 | 0 | 2 | 3 | 11 | 1 | 0 | 0 | 228 | 279 | 404 | 682 | 175 | 250 | 18 | 5 | 303 | 91 | — | — | — | — | — | — |
| 2017 | 25 | AA | Northwest Arkansas Naturals | — | 378 | 356 | 92 | 9 | 2 | 11 | 14 | 89 | 7 | 0 | 2 | 258 | 300 | 388 | 687 | 129 | 315 | 24 | 4 | 307 | 47 | — | — | — | — | — | — |
| 2017 | 25 | ROK | AZL Royals | — | 16 | 14 | 6 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 429 | 500 | 500 | 1.000 | 71 | 462 | 6 | 6 | 453 | 108 | — | — | — | — | — | — |
| 2017 | 25 | INTL | Bravos de Margarita | — | 172 | 162 | 42 | 13 | 2 | 2 | 1 | 32 | 5 | 0 | 1 | 259 | 286 | 401 | 687 | 142 | 303 | 19 | 1 | 297 | 87 | — | — | — | — | — | — |
| 2021 | 29 | INTL | Colombia | — | 23 | 19 | 4 | 2 | 0 | 1 | 3 | 4 | 1 | 0 | 0 | 211 | 348 | 474 | 822 | 263 | 214 | 17 | 13 | 364 | 133 | — | — | — | — | — | — |
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2011 | 19 | ROK MLE | DSL Royals | — | 243 | 202 | 31 | 5 | 0 | 1 | 24 | 48 | 7 | 3 | 3 | 153 | 266 | 193 | 459 | 40 | 176 | 20 | 10 | 210 | 28 | — | — | — | — | — | — |
| 2012 | 20 | ROK MLE | AZL Royals | — | 208 | 196 | 40 | 6 | 2 | 1 | 8 | 50 | 2 | 0 | 1 | 204 | 243 | 270 | 513 | 66 | 264 | 24 | 4 | 232 | 43 | — | — | — | — | — | — |
| 2013 | 21 | ROK MLE | Idaho Falls Chukars | — | 231 | 215 | 53 | 14 | 1 | 1 | 6 | 37 | 4 | 2 | 2 | 247 | 280 | 335 | 615 | 88 | 275 | 16 | 3 | 265 | 65 | — | — | — | — | — | — |
| 2014 | 22 | A MLE | Lexington Legends | — | 458 | 427 | 106 | 23 | 2 | 7 | 14 | 97 | 14 | 0 | 3 | 248 | 295 | 361 | 655 | 112 | 301 | 21 | 3 | 284 | 78 | — | — | — | — | — | — |
| 2015 | 23 | A+ MLE | Wilmington Blue Rocks | — | 507 | 479 | 110 | 19 | 1 | 9 | 14 | 128 | 9 | 1 | 1 | 230 | 265 | 330 | 595 | 100 | 286 | 25 | 3 | 257 | 60 | — | — | — | — | — | — |
| 2016 | 24 | AA MLE | Northwest Arkansas Naturals | — | 517 | 490 | 120 | 23 | 1 | 7 | 12 | 110 | 10 | 5 | 2 | 245 | 277 | 339 | 616 | 94 | 296 | 21 | 2 | 270 | 69 | — | — | — | — | — | — |
| 2017 | 25 | AA MLE | Northwest Arkansas Naturals | — | 378 | 361 | 75 | 7 | 2 | 7 | 9 | 112 | 7 | 0 | 2 | 208 | 241 | 296 | 538 | 89 | 278 | 30 | 2 | 237 | 47 | — | — | — | — | — | — |
| 2017 | 25 | ROK MLE | AZL Royals | — | 16 | 14 | 5 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 357 | 438 | 429 | 866 | 71 | 350 | 6 | 6 | 328 | 108 | — | — | — | — | — | — |
| 2011 | 19 | ROK MLE | DSL Royals | — | 243 | 202 | 31 | 5 | 0 | 1 | 24 | 48 | 7 | 3 | 3 | 153 | 266 | 193 | 459 | 40 | 192 | 20 | 10 | 210 | 28 | — | — | — | — | — | — |
| 2011 | 19 | ROK RAW | DSL Royals | — | 243 | 190 | 43 | 8 | 0 | 2 | 36 | 39 | 7 | 3 | 3 | 226 | 369 | 300 | 669 | 74 | 270 | 16 | 15 | 307 | 28 | — | — | — | — | — | — |
| 2012 | 20 | ROK MLE | AZL Royals | — | 208 | 196 | 40 | 6 | 2 | 1 | 8 | 50 | 2 | 0 | 1 | 204 | 243 | 270 | 513 | 66 | 265 | 24 | 4 | 232 | 43 | — | — | — | — | — | — |
| 2012 | 20 | ROK RAW | AZL Royals | — | 208 | 191 | 54 | 9 | 3 | 2 | 13 | 35 | 2 | 0 | 1 | 283 | 335 | 393 | 728 | 110 | 333 | 17 | 6 | 324 | 43 | — | — | — | — | — | — |
| 2013 | 21 | ROK MLE | Idaho Falls Chukars | — | 231 | 215 | 53 | 14 | 1 | 1 | 6 | 37 | 4 | 2 | 2 | 247 | 280 | 335 | 615 | 88 | 284 | 16 | 3 | 265 | 65 | — | — | — | — | — | — |
| 2013 | 21 | ROK RAW | Idaho Falls Chukars | — | 231 | 211 | 67 | 19 | 2 | 1 | 10 | 26 | 4 | 2 | 2 | 318 | 360 | 441 | 801 | 123 | 347 | 11 | 4 | 348 | 65 | — | — | — | — | — | — |
| 2014 | 22 | A MLE | Lexington Legends | — | 458 | 427 | 106 | 23 | 2 | 7 | 14 | 97 | 14 | 0 | 3 | 248 | 295 | 361 | 655 | 112 | 305 | 21 | 3 | 284 | 78 | — | — | — | — | — | — |
| 2014 | 22 | A RAW | Lexington Legends | — | 458 | 419 | 117 | 27 | 3 | 9 | 22 | 75 | 14 | 0 | 3 | 279 | 336 | 422 | 759 | 143 | 320 | 16 | 5 | 337 | 78 | — | — | — | — | — | — |
| 2015 | 23 | A+ MLE | Wilmington Blue Rocks | — | 507 | 479 | 110 | 19 | 1 | 9 | 14 | 128 | 9 | 1 | 1 | 230 | 265 | 330 | 595 | 100 | 293 | 25 | 3 | 257 | 60 | — | — | — | — | — | — |
| 2015 | 23 | A+ RAW | Wilmington Blue Rocks | — | 507 | 468 | 124 | 22 | 2 | 8 | 25 | 89 | 9 | 1 | 1 | 265 | 315 | 372 | 687 | 107 | 310 | 18 | 5 | 307 | 60 | — | — | — | — | — | — |
| 2016 | 24 | AA MLE | 2 teams | — | 578 | 549 | 135 | 26 | 1 | 8 | 13 | 123 | 11 | 5 | 2 | 246 | 277 | 341 | 618 | 95 | 301 | 21 | 2 | 270 | 69 | — | — | — | — | — | — |
| 2016 | 24 | AA RAW | 2 teams | — | 578 | 540 | 152 | 32 | 1 | 11 | 22 | 103 | 11 | 5 | 2 | 281 | 323 | 406 | 728 | 124 | 328 | 18 | 4 | 323 | 69 | — | — | — | — | — | — |
| 2017 | 25 | AA MLE | 3 teams | — | 566 | 534 | 116 | 11 | 3 | 11 | 14 | 163 | 13 | 0 | 3 | 217 | 255 | 311 | 566 | 94 | 288 | 29 | 2 | 241 | 49 | — | — | — | — | — | — |
| 2017 | 25 | AA RAW | 3 teams | — | 566 | 532 | 140 | 23 | 4 | 13 | 16 | 122 | 13 | 0 | 3 | 263 | 301 | 395 | 696 | 132 | 316 | 22 | 3 | 308 | 49 | — | — | — | — | — | — |
| 2021 | 29 | INTL MLE | Colombia | — | 23 | 19 | 4 | 2 | 0 | 1 | 3 | 4 | 1 | 0 | 0 | 211 | 348 | 474 | 822 | 263 | 214 | 17 | 13 | — | — | — | — | — | — | — | — |
| 2021 | 29 | INTL RAW | Colombia | — | 23 | 19 | 4 | 2 | 0 | 1 | 3 | 4 | 1 | 0 | 0 | 211 | 348 | 474 | 822 | 263 | 214 | 17 | 13 | 364 | 133 | — | — | — | — | — | — |
| 2011 | 19 | ROK MLE | DSL Royals | — | 243 | 210 | 31 | 5 | 0 | 1 | 24 | 48 | 7 | 3 | 3 | 148 | 266 | 186 | 452 | 38 | 176 | 20 | 10 | 210 | 28 | — | — | — | — | — | — |
| 2012 | 20 | ROK MLE | AZL Royals | — | 208 | 196 | 40 | 6 | 2 | 1 | 8 | 50 | 2 | 0 | 1 | 204 | 243 | 270 | 513 | 66 | 264 | 24 | 4 | 232 | 43 | — | — | — | — | — | — |
| 2013 | 21 | ROK MLE | Idaho Falls Chukars | — | 231 | 219 | 53 | 14 | 1 | 1 | 6 | 37 | 4 | 2 | 2 | 242 | 280 | 329 | 609 | 87 | 275 | 16 | 3 | 265 | 65 | — | — | — | — | — | — |
| 2014 | 22 | A MLE | Lexington Legends | — | 458 | 427 | 106 | 23 | 2 | 7 | 14 | 97 | 14 | 0 | 3 | 248 | 295 | 361 | 655 | 112 | 301 | 21 | 3 | 284 | 78 | — | — | — | — | — | — |
| 2015 | 23 | A+ MLE | Wilmington Blue Rocks | — | 507 | 479 | 110 | 19 | 1 | 9 | 14 | 128 | 9 | 1 | 1 | 230 | 265 | 330 | 595 | 100 | 286 | 25 | 3 | 257 | 60 | — | — | — | — | — | — |
| 2016 | 24 | AA MLE | 2 teams | — | 578 | 549 | 135 | 26 | 1 | 8 | 13 | 123 | 11 | 5 | 2 | 246 | 277 | 341 | 618 | 95 | 296 | 21 | 2 | 270 | 69 | — | — | — | — | — | — |
| 2017 | 25 | AA MLE | 3 teams | — | 566 | 534 | 116 | 11 | 3 | 11 | 14 | 163 | 13 | 0 | 3 | 217 | 255 | 311 | 566 | 94 | 281 | 29 | 2 | 241 | 49 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| Career | — | MLE | — | 2814 | 2621 | 595 | 106 | 10 | 39 | 96 | 650 | 61 | 11 | 15 | 227 | 271 | 320 | 590 | 93 | 284 | 23 | 3 | 253 | 58 | -142 | -4 | +0 | +10 | +61 | -7.6 | |
| / 162G | — | MLE | — | 650 | 605 | 137 | 24 | 2 | 9 | 22 | 150 | 14 | 3 | 3 | 226 | 270 | 317 | 587 | 91 | 283 | 23 | 3 | 253 | 58 | -33 | -1 | +0 | +2 | +14 | -1.7 | |
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.
2017 AANorthwest Arkansas Naturals · 378 PAwOBA .298 → .237 (−61)K% 23.5% → 29.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 23.54% | ÷0.967 | ×1.220 | — | — | 29.69% |
| BB% (unintentional) /PA | 3.44% | ÷0.982 | ×0.700 | — | ×0.998 | 2.45% |
| HBP% /PA | 1.85% | — | ×0.870 | — | ×0.998 | 1.61% |
| Singles /BIP | 26.22% | ÷1.051 | ×0.920 | ×1.032 | ×0.998 | 23.64% |
| Doubles /BIP | 3.37% | ÷1.091 | ×0.840 | ×1.032 | ×0.998 | 2.67% |
| Triples /BIP | 0.75% | ÷0.900 | ×0.940 | ×1.032 | ×0.998 | 0.81% |
| Home runs /BIP | 4.12% | ÷1.114 | ×0.800 | — | ×0.998 | 2.95% |
Factors used: league row TL. Park (home-season share, regressed): HR 123, 1B 110, 2B 118, 3B 80, K 93, BB 96 — 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 ×1.032.
Result: wOBA .298 → .237; ISO .129 → .092; BABIP .315 → .278. 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).
2017 ROKAZL Royals · 16 PAwOBA .441 → .328 (−113)K% 6.2% → 9.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 6.25% | ÷1.000 | ×1.440 | — | — | 9.00% |
| BB% (unintentional) /PA | 6.25% | ÷1.000 | ×0.620 | — | ×0.945 | 3.66% |
| HBP% /PA | 6.25% | — | ×0.720 | — | ×0.945 | 4.25% |
| Singles /BIP | 38.46% | ÷1.000 | ×0.820 | — | ×0.945 | 29.80% |
| Doubles /BIP | 7.69% | ÷1.000 | ×0.720 | — | ×0.945 | 5.23% |
| Triples /BIP | 0.00% | ÷1.000 | ×0.720 | — | ×0.945 | 0.00% |
| Home runs /BIP | 0.00% | ÷1.000 | ×0.780 | — | ×0.945 | 0.00% |
Factors used: level-wide ROK factors (no league-specific row for this league/era). Park (home-season share, regressed): no park row on file (treated as neutral) — applied at half strength. Age: age 25 vs a level average of 19.5 → −5.5% on BB/HBP/hit rates (5.5 yr older than average).
Result: wOBA .441 → .328; ISO .071 → .050; BABIP .462 → .350. 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).
2016 AANorthwest Arkansas Naturals · 517 PAwOBA .318 → .270 (−48)K% 17.8% → 21.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 17.79% | ÷1.024 | ×1.220 | — | — | 21.20% |
| BB% (unintentional) /PA | 3.48% | ÷1.081 | ×0.700 | — | ×1.012 | 2.28% |
| HBP% /PA | 1.93% | — | ×0.870 | — | ×1.012 | 1.70% |
| Singles /BIP | 25.83% | ÷1.061 | ×0.920 | ×1.016 | ×1.012 | 23.04% |
| Doubles /BIP | 7.16% | ÷1.029 | ×0.840 | ×1.016 | ×1.012 | 6.01% |
| Triples /BIP | 0.26% | ÷1.029 | ×0.940 | ×1.016 | ×1.012 | 0.24% |
| Home runs /BIP | 2.30% | ÷0.967 | ×0.800 | — | ×1.012 | 1.93% |
Factors used: league row TL. Park (home-season share, regressed): HR 93, 1B 112, 2B 106, 3B 106, K 105, BB 116 — 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 ×1.016.
Result: wOBA .318 → .270; ISO .118 → .098; BABIP .337 → .296. 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).
2015 A+Wilmington Blue Rocks · 507 PAwOBA .300 → .257 (−43)K% 17.6% → 25.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 17.55% | ÷0.991 | ×1.420 | — | — | 25.16% |
| BB% (unintentional) /PA | 4.93% | ÷1.102 | ×0.630 | — | ×0.998 | 2.81% |
| HBP% /PA | 1.78% | — | ×0.860 | — | ×0.998 | 1.52% |
| Singles /BIP | 24.27% | ÷1.027 | ×0.940 | ×1.017 | ×0.998 | 22.55% |
| Doubles /BIP | 5.80% | ÷0.931 | ×0.830 | ×1.017 | ×0.998 | 5.25% |
| Triples /BIP | 0.53% | ÷1.144 | ×0.800 | ×1.017 | ×0.998 | 0.37% |
| Home runs /BIP | 2.11% | ÷0.769 | ×0.900 | — | ×0.998 | 2.46% |
Factors used: league row CAR. Park (home-season share, regressed): HR 54, 1B 105, 2B 86, 3B 129, K 98, BB 120 — 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 ×1.017.
Result: wOBA .300 → .257; ISO .107 → .102; BABIP .310 → .286. 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).
2014 ALexington Legends · 458 PAwOBA .330 → .284 (−45)K% 16.4% → 21.1%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 16.38% | ÷1.041 | ×1.340 | — | — | 21.07% |
| BB% (unintentional) /PA | 4.80% | ÷1.013 | ×0.660 | — | — | 3.13% |
| HBP% /PA | 3.06% | — | ×0.770 | — | — | 2.35% |
| Singles /BIP | 22.67% | ÷0.968 | ×0.920 | ×1.023 | — | 22.05% |
| Doubles /BIP | 7.85% | ÷0.958 | ×0.820 | ×1.023 | — | 6.87% |
| Triples /BIP | 0.87% | ÷1.150 | ×0.940 | ×1.023 | — | 0.73% |
| Home runs /BIP | 2.62% | ÷1.034 | ×0.820 | — | — | 2.07% |
Factors used: league row SAL. Park (home-season share, regressed): HR 107, 1B 94, 2B 92, 3B 130, K 108, BB 103 — applied at half strength. Age: age 22 vs a level average of 22.0 → +0.0% on BB/HBP/hit rates (0.0 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.023.
Result: wOBA .330 → .284; ISO .143 → .117; BABIP .320 → .301. 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).
2013 ROKIdaho Falls Chukars · 231 PAwOBA .347 → .265 (−82)K% 11.3% → 16.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 11.26% | ÷1.000 | ×1.440 | — | — | 16.21% |
| BB% (unintentional) /PA | 4.33% | ÷1.000 | ×0.610 | — | ×0.985 | 2.60% |
| HBP% /PA | 1.73% | — | ×0.720 | — | ×0.985 | 1.23% |
| Singles /BIP | 24.32% | ÷1.000 | ×0.820 | ×1.022 | ×0.985 | 20.08% |
| Doubles /BIP | 10.27% | ÷1.000 | ×0.720 | ×1.022 | ×0.985 | 7.45% |
| Triples /BIP | 1.08% | ÷1.000 | ×0.720 | ×1.022 | ×0.985 | 0.78% |
| Home runs /BIP | 0.54% | ÷1.000 | ×0.750 | — | ×0.985 | 0.40% |
Factors used: league row PIO. 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 19.5 → −1.5% on BB/HBP/hit rates (1.5 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.022.
Result: wOBA .347 → .265; ISO .123 → .089; BABIP .347 → .275. 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).
2012 ROKAZL Royals · 208 PAwOBA .318 → .232 (−86)K% 16.8% → 24.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 16.83% | ÷1.000 | ×1.440 | — | — | 24.23% |
| BB% (unintentional) /PA | 6.25% | ÷1.000 | ×0.620 | — | ×0.995 | 3.86% |
| HBP% /PA | 0.96% | — | ×0.720 | — | ×0.995 | 0.69% |
| Singles /BIP | 25.64% | ÷1.000 | ×0.820 | ×1.003 | ×0.995 | 20.98% |
| Doubles /BIP | 5.77% | ÷1.000 | ×0.720 | ×1.003 | ×0.995 | 4.15% |
| Triples /BIP | 1.92% | ÷1.000 | ×0.720 | ×1.003 | ×0.995 | 1.38% |
| Home runs /BIP | 1.28% | ÷1.000 | ×0.780 | — | ×0.995 | 1.00% |
Factors used: level-wide ROK factors (no league-specific row for this league/era). Park (home-season share, regressed): no park row on file (treated as neutral) — 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). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.003.
Result: wOBA .318 → .232; ISO .110 → .077; BABIP .333 → .264. 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).
2011 DSLDSL Royals · 243 PAwOBA .301 → .210 (−90)K% 16.0% → 19.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 16.05% | ÷1.000 | ×1.220 | — | — | 19.58% |
| BB% (unintentional) /PA | 13.99% | ÷1.000 | ×0.700 | — | ×0.995 | 9.75% |
| HBP% /PA | 2.88% | — | ×0.700 | — | ×0.995 | 2.01% |
| Singles /BIP | 21.85% | ÷1.000 | ×0.680 | ×0.994 | ×0.995 | 14.70% |
| Doubles /BIP | 5.30% | ÷1.000 | ×0.600 | ×0.994 | ×0.995 | 3.14% |
| Triples /BIP | 0.00% | ÷1.000 | ×0.600 | ×0.994 | ×0.995 | 0.00% |
| Home runs /BIP | 1.32% | ÷1.000 | ×0.470 | — | ×0.995 | 0.62% |
Factors used: level-wide DSL factors (no league-specific row for this league/era). Park (home-season share, regressed): no park row on file (treated as neutral) — applied at half strength. Age: age 19 vs a level average of 18.5 → −0.5% on BB/HBP/hit rates (0.5 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.994.
Result: wOBA .301 → .210; ISO .074 → .044; BABIP .270 → .176. 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 — .