Micael Ramirez
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2022 | 23 | A+CLE | 256 | .210/.306/.277 | 3 | 1 | 37 | — | .185/.259/.233 |
| 2023 | 24 | AA/A+CLE | 267 | .214/.306/.291 | 3 | 2 | 45 | — | .190/.260/.251 |
| 2024 | 25 | AAA/AACLE | 176 | .263/.331/.333 | 3 | 0 | 65 | — | .250/.302/.300 |
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) | |||||||||||||||||||||||||||||||
| 2017 | 18 | ROK | DSL Indians/Brewers | — | 88 | 79 | 24 | 8 | 1 | 0 | 8 | 10 | 1 | 0 | 0 | 304 | 375 | 430 | 805 | 127 | 348 | 11 | 9 | 361 | 49 | — | — | — | — | — | — |
| 2018 | 19 | ROK | AZL Indians 2 | — | 84 | 77 | 26 | 2 | 1 | 1 | 6 | 11 | 1 | 1 | 1 | 338 | 393 | 429 | 821 | 91 | 385 | 13 | 7 | 370 | 78 | — | — | — | — | — | — |
| 2019 | 20 | ROK | AZL Indians Red | — | 56 | 48 | 15 | 3 | 0 | 0 | 7 | 12 | 0 | 0 | 0 | 312 | 400 | 375 | 775 | 62 | 405 | 21 | 12 | 350 | 55 | — | — | — | — | — | — |
| 2021 | 22 | A | Lynchburg Hillcats | — | 120 | 102 | 23 | 3 | 0 | 0 | 14 | 13 | 2 | 2 | 0 | 225 | 331 | 255 | 585 | 29 | 253 | 11 | 12 | 277 | 45 | — | — | — | — | — | — |
| 2021 | 22 | ROK | ACL Indians | — | 71 | 56 | 24 | 11 | 0 | 0 | 11 | 2 | 2 | 1 | 1 | 429 | 536 | 625 | 1.161 | 196 | 436 | 3 | 15 | 493 | 150 | — | — | — | — | — | — |
| 2022 | 23 | A+ | Lake County Captains | — | 256 | 224 | 47 | 6 | 0 | 3 | 31 | 50 | 0 | 1 | 1 | 210 | 306 | 277 | 583 | 67 | 257 | 20 | 12 | 273 | 37 | — | — | — | — | — | — |
| 2023 | 24 | AA | Akron RubberDucks | — | 132 | 114 | 21 | 4 | 0 | 0 | 15 | 20 | 2 | 0 | 0 | 184 | 290 | 219 | 509 | 35 | 221 | 15 | 11 | 246 | 30 | — | — | — | — | — | — |
| 2023 | 24 | A+ | Lake County Captains | — | 135 | 120 | 29 | 5 | 0 | 3 | 14 | 18 | 0 | 2 | 0 | 242 | 321 | 358 | 679 | 117 | 260 | 13 | 10 | 307 | 59 | — | — | — | — | — | — |
| 2024 | 25 | AAA | Columbus Clippers | — | 16 | 15 | 3 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 | 200 | 200 | 200 | 400 | 300 | 38 | 0 | 170 | -6 | — | — | — | — | — | — | |
| 2024 | 25 | AA | Akron RubberDucks | — | 160 | 141 | 38 | 2 | 0 | 3 | 15 | 27 | 1 | 0 | 2 | 270 | 344 | 348 | 691 | 78 | 312 | 17 | 9 | 312 | 72 | — | — | — | — | — | — |
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2017 | 18 | ROK MLE | DSL Indians/Brewers | — | 88 | 81 | 17 | 5 | 1 | 0 | 6 | 12 | 1 | 0 | 0 | 210 | 273 | 296 | 569 | 86 | 238 | 14 | 7 | 241 | 49 | — | — | — | — | — | — |
| 2018 | 19 | ROK MLE | AZL Indians 2 | — | 84 | 79 | 21 | 1 | 1 | 1 | 4 | 16 | 1 | 1 | 1 | 266 | 310 | 342 | 651 | 76 | 326 | 19 | 5 | 283 | 78 | — | — | — | — | — | — |
| 2019 | 20 | ROK MLE | AZL Indians Red | — | 56 | 51 | 11 | 2 | 0 | 0 | 4 | 17 | 0 | 0 | 0 | 216 | 273 | 255 | 528 | 39 | 322 | 30 | 7 | 250 | 55 | — | — | — | — | — | — |
| 2021 | 22 | A MLE | Lynchburg Hillcats | — | 120 | 107 | 22 | 3 | 0 | 0 | 9 | 18 | 2 | 2 | 0 | 206 | 280 | 234 | 513 | 28 | 231 | 15 | 8 | 234 | 45 | — | — | — | — | — | — |
| 2021 | 22 | ROK MLE | ACL Indians | — | 71 | 61 | 22 | 9 | 0 | 0 | 6 | 3 | 2 | 1 | 1 | 361 | 435 | 508 | 943 | 148 | 348 | 4 | 8 | 390 | 150 | — | — | — | — | — | — |
| 2022 | 23 | A+ MLE | Lake County Captains | — | 256 | 232 | 43 | 5 | 0 | 2 | 23 | 62 | 0 | 1 | 1 | 185 | 259 | 233 | 492 | 47 | 239 | 24 | 9 | 223 | 37 | — | — | — | — | — | — |
| 2023 | 24 | AA MLE | Akron RubberDucks | — | 132 | 118 | 20 | 4 | 0 | 0 | 11 | 25 | 2 | 0 | 0 | 169 | 252 | 203 | 455 | 34 | 211 | 19 | 8 | 212 | 30 | — | — | — | — | — | — |
| 2023 | 24 | A+ MLE | Lake County Captains | — | 135 | 124 | 26 | 5 | 0 | 2 | 10 | 22 | 0 | 2 | 0 | 210 | 269 | 298 | 567 | 89 | 237 | 16 | 7 | 256 | 59 | — | — | — | — | — | — |
| 2024 | 25 | AAA MLE | Columbus Clippers | — | 16 | 15 | 3 | 0 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 200 | 200 | 200 | 400 | 293 | 50 | 0 | 160 | -6 | — | — | — | — | — | — | |
| 2024 | 25 | AA MLE | Akron RubberDucks | — | 160 | 145 | 37 | 2 | 0 | 2 | 11 | 34 | 1 | 0 | 2 | 255 | 312 | 310 | 622 | 55 | 303 | 21 | 7 | 275 | 72 | — | — | — | — | — | — |
| 2017 | 18 | ROK MLE | DSL Indians/Brewers | — | 88 | 81 | 17 | 5 | 1 | 0 | 6 | 12 | 1 | 0 | 0 | 210 | 273 | 296 | 569 | 86 | 246 | 14 | 7 | 241 | 49 | — | — | — | — | — | — |
| 2017 | 18 | ROK RAW | DSL Indians/Brewers | — | 88 | 79 | 24 | 8 | 1 | 0 | 8 | 10 | 1 | 0 | 0 | 304 | 375 | 430 | 805 | 127 | 348 | 11 | 9 | 361 | 49 | — | — | — | — | — | — |
| 2018 | 19 | ROK MLE | AZL Indians 2 | — | 84 | 79 | 21 | 1 | 1 | 1 | 4 | 16 | 1 | 1 | 1 | 266 | 310 | 342 | 651 | 76 | 323 | 19 | 5 | 283 | 78 | — | — | — | — | — | — |
| 2018 | 19 | ROK RAW | AZL Indians 2 | — | 84 | 77 | 26 | 2 | 1 | 1 | 6 | 11 | 1 | 1 | 1 | 338 | 393 | 429 | 821 | 91 | 385 | 13 | 7 | 370 | 78 | — | — | — | — | — | — |
| 2019 | 20 | ROK MLE | AZL Indians Red | — | 56 | 51 | 11 | 2 | 0 | 0 | 4 | 17 | 0 | 0 | 0 | 216 | 273 | 255 | 528 | 39 | 314 | 30 | 7 | 250 | 55 | — | — | — | — | — | — |
| 2019 | 20 | ROK RAW | AZL Indians Red | — | 56 | 48 | 15 | 3 | 0 | 0 | 7 | 12 | 0 | 0 | 0 | 312 | 400 | 375 | 775 | 62 | 405 | 21 | 12 | 350 | 55 | — | — | — | — | — | — |
| 2021 | 22 | A MLE | 2 teams | — | 191 | 167 | 43 | 11 | 0 | 0 | 16 | 20 | 4 | 3 | 1 | 257 | 337 | 323 | 660 | 66 | 287 | 10 | 8 | 292 | 84 | — | — | — | — | — | — |
| 2021 | 22 | A RAW | 2 teams | — | 191 | 158 | 47 | 14 | 0 | 0 | 25 | 15 | 4 | 3 | 1 | 297 | 406 | 386 | 792 | 89 | 322 | 8 | 13 | 357 | 84 | — | — | — | — | — | — |
| 2022 | 23 | A+ MLE | Lake County Captains | — | 256 | 232 | 43 | 5 | 0 | 2 | 23 | 62 | 0 | 1 | 1 | 185 | 259 | 233 | 492 | 47 | 244 | 24 | 9 | 223 | 37 | — | — | — | — | — | — |
| 2022 | 23 | A+ RAW | Lake County Captains | — | 256 | 224 | 47 | 6 | 0 | 3 | 31 | 50 | 0 | 1 | 1 | 210 | 306 | 277 | 583 | 67 | 257 | 20 | 12 | 273 | 37 | — | — | — | — | — | — |
| 2023 | 24 | A+ MLE | 2 teams | — | 267 | 242 | 46 | 8 | 0 | 2 | 21 | 47 | 2 | 2 | 0 | 190 | 260 | 248 | 508 | 58 | 226 | 18 | 8 | 234 | 45 | — | — | — | — | — | — |
| 2023 | 24 | A+ RAW | 2 teams | — | 267 | 234 | 50 | 9 | 0 | 3 | 29 | 38 | 2 | 2 | 0 | 214 | 306 | 291 | 596 | 77 | 241 | 14 | 11 | 277 | 45 | — | — | — | — | — | — |
| 2024 | 25 | AA MLE | 2 teams | — | 176 | 160 | 39 | 2 | 0 | 2 | 11 | 41 | 1 | 0 | 2 | 244 | 297 | 294 | 590 | 50 | 311 | 23 | 6 | 265 | 65 | — | — | — | — | — | — |
| 2024 | 25 | AA RAW | 2 teams | — | 176 | 156 | 41 | 2 | 0 | 3 | 15 | 33 | 1 | 0 | 2 | 263 | 331 | 333 | 665 | 71 | 311 | 19 | 9 | 299 | 65 | — | — | — | — | — | — |
| 2017 | 18 | ROK MLE | DSL Indians/Brewers | — | 88 | 81 | 17 | 5 | 1 | 0 | 6 | 12 | 1 | 0 | 0 | 210 | 273 | 296 | 569 | 86 | 238 | 14 | 7 | 241 | 49 | — | — | — | — | — | — |
| 2018 | 19 | ROK MLE | AZL Indians 2 | — | 84 | 79 | 21 | 1 | 1 | 1 | 4 | 16 | 1 | 1 | 1 | 266 | 310 | 342 | 651 | 76 | 326 | 19 | 5 | 283 | 78 | — | — | — | — | — | — |
| 2019 | 20 | ROK MLE | AZL Indians Red | — | 56 | 52 | 11 | 2 | 0 | 0 | 4 | 17 | 0 | 0 | 0 | 212 | 273 | 250 | 523 | 38 | 322 | 30 | 7 | 250 | 55 | — | — | — | — | — | — |
| 2021 | 22 | A MLE | 2 teams | — | 191 | 169 | 43 | 11 | 0 | 0 | 16 | 20 | 4 | 3 | 1 | 254 | 337 | 320 | 656 | 65 | 274 | 10 | 8 | 292 | 84 | — | — | — | — | — | — |
| 2022 | 23 | A+ MLE | Lake County Captains | — | 256 | 231 | 43 | 5 | 0 | 2 | 23 | 62 | 0 | 1 | 1 | 186 | 259 | 234 | 493 | 48 | 239 | 24 | 9 | 223 | 37 | — | — | — | — | — | — |
| 2023 | 24 | A+ MLE | 2 teams | — | 267 | 242 | 46 | 8 | 0 | 2 | 21 | 47 | 2 | 2 | 0 | 190 | 260 | 248 | 508 | 58 | 224 | 18 | 8 | 234 | 45 | — | — | — | — | — | — |
| 2024 | 25 | AA MLE | 2 teams | — | 176 | 162 | 39 | 2 | 0 | 2 | 11 | 41 | 1 | 0 | 2 | 241 | 297 | 290 | 587 | 49 | 302 | 23 | 6 | 265 | 65 | — | — | — | — | — | — |
| ▸ Model inputs — neutral MLE (past 3 seasons) | |||||||||||||||||||||||||||||||
| 2024 | 25 | AA MLE | 2 teams | — | 176 | 162 | 39 | 2 | 0 | 2 | 11 | 41 | 1 | 0 | 2 | 241 | 297 | 290 | 587 | 49 | 302 | 23 | 6 | 265 | 65 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| Career | — | MLE | — | 1118 | 1012 | 220 | 34 | 2 | 7 | 85 | 215 | 9 | 7 | 5 | 217 | 284 | 276 | 560 | 58 | 267 | 19 | 8 | 251 | 56 | -58 | -1 | +0 | +20 | +24 | -1.5 | |
| / 162G | — | MLE | — | 650 | 588 | 128 | 20 | 1 | 4 | 49 | 125 | 5 | 4 | 3 | 218 | 283 | 276 | 559 | 58 | 267 | 19 | 8 | 251 | 56 | -34 | -0 | +0 | +12 | +14 | -0.9 | |
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.
2024 AAAkron RubberDucks · 160 PAwOBA .306 → .275 (−30)K% 16.9% → 21.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 16.88% | ÷0.980 | ×1.220 | — | — | 21.01% |
| BB% (unintentional) /PA | 9.38% | ÷0.987 | ×0.700 | — | ×0.998 | 6.63% |
| HBP% /PA | 0.62% | — | ×0.850 | — | ×0.998 | 0.53% |
| Singles /BIP | 28.95% | ÷0.993 | ×0.970 | ×1.005 | ×0.998 | 28.35% |
| Doubles /BIP | 1.75% | ÷0.944 | ×0.860 | ×1.005 | ×0.998 | 1.60% |
| Triples /BIP | 0.00% | ÷1.023 | ×0.950 | ×1.005 | ×0.998 | 0.00% |
| Home runs /BIP | 2.63% | ÷0.966 | ×0.780 | — | ×0.998 | 2.12% |
Factors used: league row EL. Park (home-season share, regressed): HR 93, 1B 99, 2B 89, 3B 105, K 96, BB 97 — 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 ×1.005.
Result: wOBA .306 → .275; ISO .078 → .065; BABIP .312 → .303. 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 AAAColumbus Clippers · 16 PAwOBA .176 → .160 (−16)K% 37.5% → 47.9%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 37.50% | ÷0.939 | ×1.200 | — | — | 47.93% |
| BB% (unintentional) /PA | 0.00% | ÷1.036 | ×0.690 | — | ×1.033 | 0.00% |
| HBP% /PA | 0.00% | — | ×0.940 | — | ×1.033 | 0.00% |
| Singles /BIP | 33.33% | ÷0.977 | ×0.930 | — | ×1.033 | 32.77% |
| Doubles /BIP | 0.00% | ÷0.985 | ×0.830 | — | ×1.033 | 0.00% |
| Triples /BIP | 0.00% | ÷0.900 | ×0.970 | — | ×1.033 | 0.00% |
| Home runs /BIP | 0.00% | ÷1.060 | ×0.700 | — | ×1.033 | 0.00% |
Factors used: league row International League. Park (home-season share, regressed): HR 112, 1B 95, 2B 97, 3B 80, K 88, BB 107 — 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).
Result: wOBA .176 → .160; ISO .000 → .000; BABIP .300 → .293. 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 A+Lake County Captains · 135 PAwOBA .301 → .256 (−46)K% 13.3% → 16.5%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 13.33% | ÷1.028 | ×1.270 | — | — | 16.48% |
| BB% (unintentional) /PA | 10.37% | ÷0.971 | ×0.710 | — | ×0.988 | 7.49% |
| HBP% /PA | 0.00% | — | ×0.790 | — | ×0.988 | 0.00% |
| Singles /BIP | 20.59% | ÷1.011 | ×0.920 | ×1.022 | ×0.988 | 18.93% |
| Doubles /BIP | 4.90% | ÷0.900 | ×0.810 | ×1.022 | ×0.988 | 4.46% |
| Triples /BIP | 0.00% | ÷1.150 | ×0.850 | ×1.022 | ×0.988 | 0.00% |
| Home runs /BIP | 2.94% | ÷1.060 | ×0.800 | — | ×0.988 | 2.19% |
Factors used: league row Midwest League. Park (home-season share, regressed): HR 112, 1B 102, 2B 80, 3B 130, K 106, BB 94 — applied at half strength. Age: age 24 vs a level average of 22.8 → −1.2% on BB/HBP/hit rates (1.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.022.
Result: wOBA .301 → .256; ISO .117 → .094; BABIP .260 → .237. 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 AAAkron RubberDucks · 132 PAwOBA .242 → .212 (−30)K% 15.2% → 18.9%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 15.15% | ÷0.977 | ×1.220 | — | — | 18.91% |
| BB% (unintentional) /PA | 11.36% | ÷0.988 | ×0.700 | — | ×1.012 | 8.15% |
| HBP% /PA | 1.52% | — | ×0.850 | — | ×1.012 | 1.30% |
| Singles /BIP | 18.09% | ÷0.995 | ×0.970 | ×0.978 | ×1.012 | 17.44% |
| Doubles /BIP | 4.26% | ÷0.933 | ×0.860 | ×0.978 | ×1.012 | 3.88% |
| Triples /BIP | 0.00% | ÷1.053 | ×0.950 | ×0.978 | ×1.012 | 0.00% |
| Home runs /BIP | 0.00% | ÷0.909 | ×0.780 | — | ×1.012 | 0.00% |
Factors used: league row EL. Park (home-season share, regressed): HR 82, 1B 99, 2B 87, 3B 111, K 95, BB 98 — 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 ×0.978.
Result: wOBA .242 → .212; ISO .035 → .032; BABIP .221 → .211. 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 A+Lake County Captains · 256 PAwOBA .267 → .223 (−44)K% 19.5% → 24.4%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 19.53% | ÷1.015 | ×1.270 | — | — | 24.44% |
| BB% (unintentional) /PA | 12.11% | ÷0.975 | ×0.710 | — | ×0.998 | 8.80% |
| HBP% /PA | 0.00% | — | ×0.790 | — | ×0.998 | 0.00% |
| Singles /BIP | 21.84% | ÷0.983 | ×0.920 | ×1.019 | ×0.998 | 20.79% |
| Doubles /BIP | 3.45% | ÷1.005 | ×0.810 | ×1.019 | ×0.998 | 2.83% |
| Triples /BIP | 0.00% | ÷0.970 | ×0.850 | ×1.019 | ×0.998 | 0.00% |
| Home runs /BIP | 1.72% | ÷1.134 | ×0.800 | — | ×0.998 | 1.21% |
Factors used: league row Midwest League. Park (home-season share, regressed): HR 127, 1B 97, 2B 101, 3B 94, K 103, BB 95 — 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 ×1.019.
Result: wOBA .267 → .223; ISO .067 → .049; BABIP .257 → .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).
2021 ALynchburg Hillcats · 120 PAwOBA .275 → .234 (−41)K% 10.8% → 14.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 10.83% | ÷1.008 | ×1.360 | — | — | 14.62% |
| BB% (unintentional) /PA | 11.67% | ÷1.024 | ×0.690 | — | — | 7.86% |
| HBP% /PA | 1.67% | — | ×0.780 | — | — | 1.30% |
| Singles /BIP | 22.47% | ÷1.014 | ×0.920 | ×1.018 | — | 20.76% |
| Doubles /BIP | 3.37% | ÷0.988 | ×0.830 | ×1.018 | — | 2.88% |
| Triples /BIP | 0.00% | ÷1.150 | ×0.910 | ×1.018 | — | 0.00% |
| Home runs /BIP | 0.00% | ÷0.950 | ×0.800 | — | — | 0.00% |
Factors used: level-wide A factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 90, 1B 103, 2B 98, 3B 130, K 102, BB 105 — 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 ×1.018.
Result: wOBA .275 → .234; ISO .029 → .026; BABIP .253 → .231. 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 ROKACL Indians · 71 PAwOBA .488 → .390 (−98)K% 2.8% → 4.1%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 2.82% | ÷0.978 | ×1.440 | — | — | 4.15% |
| BB% (unintentional) /PA | 15.49% | ÷1.050 | ×0.620 | — | ×0.975 | 8.92% |
| HBP% /PA | 2.82% | — | ×0.720 | — | ×0.975 | 1.98% |
| Singles /BIP | 24.07% | ÷0.948 | ×0.820 | ×1.050 | ×0.975 | 21.32% |
| Doubles /BIP | 20.37% | ÷1.065 | ×0.720 | ×1.050 | ×0.975 | 14.10% |
| Triples /BIP | 0.00% | ÷0.990 | ×0.720 | ×1.050 | ×0.975 | 0.00% |
| Home runs /BIP | 0.00% | ÷1.488 | ×0.780 | — | ×0.975 | 0.00% |
Factors used: level-wide ROK factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 198, 1B 90, 2B 113, 3B 98, K 96, BB 110 — applied at half strength. Age: age 22 vs a level average of 19.5 → −2.5% on BB/HBP/hit rates (2.5 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .488 → .390; ISO .196 → .152; BABIP .436 → .348. 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).
2019 ROKAZL Indians Red · 56 PAwOBA .348 → .250 (−97)K% 21.4% → 30.9%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.43% | ÷1.000 | ×1.440 | — | — | 30.86% |
| BB% (unintentional) /PA | 12.50% | ÷1.000 | ×0.620 | — | ×0.995 | 7.71% |
| HBP% /PA | 0.00% | — | ×0.720 | — | ×0.995 | 0.00% |
| Singles /BIP | 33.33% | ÷1.000 | ×0.820 | — | ×0.995 | 27.20% |
| Doubles /BIP | 8.33% | ÷1.000 | ×0.720 | — | ×0.995 | 5.97% |
| Triples /BIP | 0.00% | ÷1.000 | ×0.720 | — | ×0.995 | 0.00% |
| Home runs /BIP | 0.00% | ÷1.000 | ×0.780 | — | ×0.995 | 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 20 vs a level average of 19.5 → −0.5% on BB/HBP/hit rates (0.5 yr older than average).
Result: wOBA .348 → .250; ISO .062 → .043; BABIP .405 → .322. 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).