D'Shawn Knowles
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2023 | 22 | AA/A+LAA | 509 | .249/.324/.356 | 4 | 30 | 65 | — | .231/.286/.321 |
| 2024 | 23 | AAA/ROKLAA | 122 | .223/.333/.291 | 1 | 6 | 42 | — | .187/.275/.243 |
| 2025 | 24 | INTLSenadores de … | 88 | .113/.232/.113 | 0 | 5 | 1 | — |
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) | |||||||||||||||||||||||||||||||
| 2018 | 17 | ROK | Orem Owlz | — | 253 | 222 | 69 | 13 | 3 | 5 | 28 | 65 | 2 | 9 | 7 | 311 | 393 | 464 | 857 | 153 | 418 | 26 | 11 | 381 | 66 | — | — | — | — | — | — |
| 2021 | 20 | A | Inland Empire 66ers | — | 393 | 361 | 82 | 21 | 5 | 5 | 25 | 114 | 2 | 31 | 1 | 227 | 281 | 355 | 635 | 127 | 317 | 29 | 6 | 281 | 33 | — | — | — | — | — | — |
| 2022 | 21 | A+ | Tri-City Dust Devils | — | 365 | 321 | 75 | 10 | 2 | 1 | 32 | 101 | 3 | 13 | 4 | 234 | 309 | 287 | 596 | 53 | 335 | 28 | 9 | 271 | 38 | — | — | — | — | — | — |
| 2022 | 21 | A | Inland Empire 66ers | — | 165 | 137 | 45 | 9 | 2 | 1 | 24 | 38 | 2 | 9 | 2 | 328 | 436 | 445 | 881 | 117 | 444 | 23 | 15 | 394 | 99 | — | — | — | — | — | — |
| 2023 | 22 | AA | Rocket City Trash Pandas | — | 86 | 75 | 18 | 3 | 2 | 0 | 9 | 21 | 0 | 12 | 3 | 240 | 321 | 333 | 655 | 93 | 327 | 24 | 10 | 292 | 76 | — | — | — | — | — | — |
| 2023 | 22 | A+ | Tri-City Dust Devils | — | 423 | 375 | 94 | 21 | 4 | 4 | 38 | 109 | 3 | 18 | 8 | 251 | 325 | 360 | 685 | 109 | 341 | 26 | 9 | 306 | 63 | — | — | — | — | — | — |
| 2024 | 23 | AAA | Salt Lake Bees | — | 100 | 84 | 17 | 2 | 0 | 1 | 14 | 23 | 0 | 3 | 1 | 202 | 316 | 262 | 578 | 60 | 262 | 23 | 14 | 271 | 45 | — | — | — | — | — | — |
| 2024 | 23 | ROK | ACL Angels | — | 22 | 19 | 6 | 2 | 0 | 0 | 3 | 9 | 0 | 3 | 2 | 316 | 409 | 421 | 830 | 105 | 600 | 41 | 14 | 376 | 30 | — | — | — | — | — | — |
| 2025 | 24 | INTL | Senadores de San Juan | — | 88 | 71 | 8 | 0 | 0 | 0 | 11 | 26 | 0 | 5 | 4 | 113 | 232 | 113 | 344 | 174 | 30 | 12 | 169 | 1 | — | — | — | — | — | — | |
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2018 | 17 | ROK MLE | Orem Owlz | — | 253 | 233 | 51 | 9 | 2 | 3 | 17 | 94 | 2 | 9 | 7 | 219 | 278 | 313 | 591 | 94 | 347 | 37 | 7 | 266 | 66 | — | — | — | — | — | — |
| 2021 | 20 | A MLE | Inland Empire 66ers | — | 393 | 368 | 67 | 17 | 4 | 3 | 18 | 160 | 2 | 31 | 1 | 182 | 224 | 274 | 499 | 92 | 300 | 41 | 5 | 217 | 33 | — | — | — | — | — | — |
| 2022 | 21 | A+ MLE | Tri-City Dust Devils | — | 365 | 330 | 66 | 9 | 1 | 1 | 23 | 130 | 3 | 13 | 4 | 200 | 258 | 242 | 501 | 42 | 312 | 36 | 6 | 225 | 38 | — | — | — | — | — | — |
| 2022 | 21 | A MLE | Inland Empire 66ers | — | 165 | 145 | 39 | 7 | 2 | 1 | 16 | 52 | 2 | 9 | 2 | 269 | 350 | 366 | 715 | 97 | 399 | 32 | 10 | 315 | 99 | — | — | — | — | — | — |
| 2023 | 22 | AA MLE | Rocket City Trash Pandas | — | 86 | 78 | 19 | 3 | 2 | 0 | 6 | 25 | 0 | 12 | 3 | 244 | 298 | 333 | 631 | 90 | 340 | 29 | 7 | 280 | 76 | — | — | — | — | — | — |
| 2023 | 22 | A+ MLE | Tri-City Dust Devils | — | 423 | 386 | 88 | 20 | 3 | 3 | 27 | 140 | 3 | 18 | 8 | 228 | 284 | 319 | 602 | 91 | 335 | 33 | 6 | 262 | 63 | — | — | — | — | — | — |
| 2024 | 23 | AAA MLE | Salt Lake Bees | — | 100 | 87 | 17 | 2 | 0 | 1 | 11 | 28 | 0 | 3 | 1 | 195 | 286 | 253 | 539 | 57 | 251 | 28 | 11 | 234 | 45 | — | — | — | — | — | — |
| 2024 | 23 | ROK MLE | ACL Angels | — | 22 | 20 | 3 | 1 | 0 | 0 | 2 | 13 | 0 | 3 | 2 | 150 | 227 | 200 | 427 | 50 | 474 | 59 | 9 | 212 | 30 | — | — | — | — | — | — |
| 2018 | 17 | ROK MLE | Orem Owlz | — | 253 | 233 | 51 | 9 | 2 | 3 | 17 | 94 | 2 | 9 | 7 | 219 | 278 | 313 | 591 | 94 | 350 | 37 | 7 | 266 | 66 | — | — | — | — | — | — |
| 2018 | 17 | ROK RAW | Orem Owlz | — | 253 | 222 | 69 | 13 | 3 | 5 | 28 | 65 | 2 | 9 | 7 | 311 | 393 | 464 | 857 | 153 | 418 | 26 | 11 | 381 | 66 | — | — | — | — | — | — |
| 2021 | 20 | A MLE | Inland Empire 66ers | — | 393 | 368 | 67 | 17 | 4 | 3 | 18 | 160 | 2 | 31 | 1 | 182 | 224 | 274 | 499 | 92 | 311 | 41 | 5 | 217 | 33 | — | — | — | — | — | — |
| 2021 | 20 | A RAW | Inland Empire 66ers | — | 393 | 361 | 82 | 21 | 5 | 5 | 25 | 114 | 2 | 31 | 1 | 227 | 281 | 355 | 635 | 127 | 317 | 29 | 6 | 281 | 33 | — | — | — | — | — | — |
| 2022 | 21 | A+ MLE | 2 teams | — | 530 | 475 | 105 | 16 | 3 | 2 | 39 | 182 | 5 | 22 | 6 | 221 | 287 | 280 | 567 | 59 | 350 | 34 | 7 | 253 | 57 | — | — | — | — | — | — |
| 2022 | 21 | A+ RAW | 2 teams | — | 530 | 458 | 120 | 19 | 4 | 2 | 56 | 139 | 5 | 22 | 6 | 262 | 349 | 334 | 683 | 72 | 369 | 26 | 11 | 309 | 57 | — | — | — | — | — | — |
| 2023 | 22 | A+ MLE | 2 teams | — | 509 | 464 | 107 | 23 | 5 | 3 | 33 | 164 | 3 | 30 | 11 | 231 | 286 | 321 | 607 | 91 | 347 | 32 | 6 | 265 | 66 | — | — | — | — | — | — |
| 2023 | 22 | A+ RAW | 2 teams | — | 509 | 450 | 112 | 24 | 6 | 4 | 47 | 130 | 3 | 30 | 11 | 249 | 324 | 356 | 680 | 107 | 339 | 26 | 9 | 303 | 66 | — | — | — | — | — | — |
| 2024 | 23 | AAA MLE | 2 teams | — | 122 | 108 | 20 | 3 | 0 | 1 | 12 | 41 | 0 | 6 | 3 | 185 | 267 | 241 | 507 | 56 | 284 | 34 | 10 | 230 | 42 | — | — | — | — | — | — |
| 2024 | 23 | AAA RAW | 2 teams | — | 122 | 103 | 23 | 4 | 0 | 1 | 17 | 32 | 0 | 6 | 3 | 223 | 333 | 291 | 625 | 68 | 310 | 26 | 14 | 290 | 42 | — | — | — | — | — | — |
| 2025 | 24 | INTL MLE | Senadores de San Juan | — | 88 | 71 | 8 | 0 | 0 | 0 | 11 | 26 | 0 | 5 | 4 | 113 | 232 | 113 | 344 | 174 | 30 | 12 | — | — | — | — | — | — | — | — | |
| 2025 | 24 | INTL RAW | Senadores de San Juan | — | 88 | 71 | 8 | 0 | 0 | 0 | 11 | 26 | 0 | 5 | 4 | 113 | 232 | 113 | 344 | 174 | 30 | 12 | 169 | 1 | — | — | — | — | — | — | |
| 2018 | 17 | ROK MLE | Orem Owlz | — | 253 | 232 | 51 | 9 | 2 | 3 | 17 | 94 | 2 | 9 | 7 | 220 | 278 | 315 | 592 | 95 | 347 | 37 | 7 | 266 | 66 | — | — | — | — | — | — |
| 2021 | 20 | A MLE | Inland Empire 66ers | — | 393 | 370 | 67 | 17 | 4 | 3 | 18 | 160 | 2 | 31 | 1 | 181 | 224 | 273 | 497 | 92 | 300 | 41 | 5 | 217 | 33 | — | — | — | — | — | — |
| 2022 | 21 | A+ MLE | 2 teams | — | 530 | 481 | 105 | 16 | 3 | 2 | 39 | 182 | 5 | 22 | 6 | 218 | 287 | 277 | 564 | 58 | 339 | 34 | 7 | 253 | 57 | — | — | — | — | — | — |
| 2023 | 22 | A+ MLE | 2 teams | — | 509 | 468 | 107 | 23 | 5 | 3 | 33 | 164 | 3 | 30 | 11 | 229 | 286 | 318 | 604 | 90 | 336 | 32 | 6 | 265 | 66 | — | — | — | — | — | — |
| 2024 | 23 | AAA MLE | 2 teams | — | 122 | 109 | 20 | 3 | 0 | 1 | 12 | 41 | 0 | 6 | 3 | 183 | 267 | 239 | 505 | 55 | 291 | 34 | 10 | 230 | 42 | — | — | — | — | — | — |
| ▸ Model inputs — neutral MLE (past 3 seasons) | |||||||||||||||||||||||||||||||
| 2024 | 23 | AAA MLE | 2 teams | — | 122 | 109 | 20 | 3 | 0 | 1 | 12 | 41 | 0 | 6 | 3 | 183 | 267 | 239 | 505 | 55 | 291 | 34 | 10 | 230 | 42 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| Career | — | MLE | — | 1895 | 1719 | 358 | 68 | 14 | 12 | 130 | 667 | 12 | 103 | 32 | 208 | 269 | 285 | 554 | 77 | 330 | 35 | 7 | 237 | 47 | -120 | +8 | +0 | -11 | +41 | -8.4 | |
| / 162G | — | MLE | — | 650 | 590 | 123 | 23 | 5 | 4 | 45 | 229 | 4 | 35 | 11 | 208 | 269 | 285 | 554 | 76 | 331 | 35 | 7 | 237 | 47 | -41 | +3 | +0 | -4 | +14 | -2.9 | |
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 AAASalt Lake Bees · 100 PAwOBA .267 → .234 (−34)K% 23.0% → 28.4%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 23.00% | ÷0.971 | ×1.200 | — | — | 28.43% |
| BB% (unintentional) /PA | 14.00% | ÷0.944 | ×0.690 | — | ×1.050 | 10.75% |
| HBP% /PA | 0.00% | — | ×0.940 | — | ×1.050 | 0.00% |
| Singles /BIP | 22.95% | ÷1.030 | ×0.930 | ×1.037 | ×1.050 | 22.56% |
| Doubles /BIP | 3.28% | ÷1.141 | ×0.830 | ×1.037 | ×1.050 | 2.60% |
| Triples /BIP | 0.00% | ÷1.150 | ×0.970 | ×1.037 | ×1.050 | 0.00% |
| Home runs /BIP | 1.64% | ÷0.886 | ×0.700 | — | ×1.050 | 1.36% |
Factors used: league row International League. Park (home-season share, regressed): HR 77, 1B 106, 2B 128, 3B 130, K 94, BB 89 — applied at half strength. Age: age 23 vs a level average of 27.2 → +5.0% on BB/HBP/hit rates (4.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.037.
Result: wOBA .267 → .234; ISO .060 → .048; BABIP .262 → .251. 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 Angels · 22 PAwOBA .367 → .212 (−156)K% 40.9% → 58.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 40.91% | ÷1.004 | ×1.440 | — | — | 58.69% |
| BB% (unintentional) /PA | 13.64% | ÷1.026 | ×0.620 | — | ×0.965 | 7.95% |
| HBP% /PA | 0.00% | — | ×0.720 | — | ×0.965 | 0.00% |
| Singles /BIP | 40.00% | ÷0.958 | ×0.820 | — | ×0.965 | 33.02% |
| Doubles /BIP | 20.00% | ÷0.966 | ×0.720 | — | ×0.965 | 14.38% |
| Triples /BIP | 0.00% | ÷1.053 | ×0.720 | — | ×0.965 | 0.00% |
| Home runs /BIP | 0.00% | ÷0.895 | ×0.780 | — | ×0.965 | 0.00% |
Factors used: level-wide ROK factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 79, 1B 92, 2B 93, 3B 111, K 101, BB 105 — applied at half strength. Age: age 23 vs a level average of 19.5 → −3.5% on BB/HBP/hit rates (3.5 yr older than average).
Result: wOBA .367 → .212; ISO .105 → .056; BABIP .600 → .474. 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+Tri-City Dust Devils · 423 PAwOBA .299 → .262 (−37)K% 25.8% → 33.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 25.77% | ÷1.053 | ×1.350 | — | — | 33.05% |
| BB% (unintentional) /PA | 8.98% | ÷1.030 | ×0.710 | — | ×1.012 | 6.26% |
| HBP% /PA | 0.71% | — | ×0.810 | — | ×1.012 | 0.58% |
| Singles /BIP | 24.44% | ÷0.957 | ×0.910 | ×1.039 | ×1.012 | 24.45% |
| Doubles /BIP | 7.89% | ÷0.891 | ×0.830 | ×1.039 | ×1.012 | 7.73% |
| Triples /BIP | 1.50% | ÷1.150 | ×0.820 | ×1.039 | ×1.012 | 1.13% |
| Home runs /BIP | 1.50% | ÷0.990 | ×0.830 | — | ×1.012 | 1.28% |
Factors used: level-wide A+ factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 98, 1B 91, 2B 78, 3B 130, K 111, BB 106 — applied at half strength. Age: age 22 vs a level average of 22.8 → +1.2% on BB/HBP/hit rates (0.8 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.039.
Result: wOBA .299 → .262; ISO .109 → .094; BABIP .341 → .335. 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 AARocket City Trash Pandas · 86 PAwOBA .289 → .280 (−9)K% 24.4% → 28.9%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 24.42% | ÷1.032 | ×1.220 | — | — | 28.88% |
| BB% (unintentional) /PA | 10.47% | ÷1.017 | ×0.680 | — | ×1.042 | 7.29% |
| HBP% /PA | 0.00% | — | ×0.840 | — | ×1.042 | 0.00% |
| Singles /BIP | 24.07% | ÷0.985 | ×0.920 | ×1.050 | ×1.042 | 24.61% |
| Doubles /BIP | 5.56% | ÷0.910 | ×0.910 | ×1.050 | ×1.042 | 6.08% |
| Triples /BIP | 3.70% | ÷0.900 | ×0.880 | ×1.050 | ×1.042 | 3.96% |
| Home runs /BIP | 0.00% | ÷0.970 | ×0.800 | — | ×1.042 | 0.00% |
Factors used: league row SL. Park (home-season share, regressed): HR 94, 1B 97, 2B 82, 3B 80, K 106, BB 103 — applied at half strength. Age: age 22 vs a level average of 24.8 → +4.2% on BB/HBP/hit rates (2.8 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .289 → .280; ISO .093 → .102; BABIP .327 → .340. 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+Tri-City Dust Devils · 365 PAwOBA .266 → .225 (−41)K% 27.7% → 35.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 27.67% | ÷1.046 | ×1.350 | — | — | 35.72% |
| BB% (unintentional) /PA | 8.77% | ÷1.027 | ×0.710 | — | ×1.027 | 6.22% |
| HBP% /PA | 0.82% | — | ×0.810 | — | ×1.027 | 0.68% |
| Singles /BIP | 28.18% | ÷1.052 | ×0.910 | ×1.050 | ×1.027 | 26.29% |
| Doubles /BIP | 4.55% | ÷0.939 | ×0.830 | ×1.050 | ×1.027 | 4.33% |
| Triples /BIP | 0.91% | ÷1.150 | ×0.820 | ×1.050 | ×1.027 | 0.70% |
| Home runs /BIP | 0.45% | ÷0.814 | ×0.830 | — | ×1.027 | 0.48% |
Factors used: level-wide A+ factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 63, 1B 110, 2B 88, 3B 130, K 109, BB 106 — 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 ×1.050.
Result: wOBA .266 → .225; ISO .053 → .047; BABIP .335 → .312. 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 AInland Empire 66ers · 165 PAwOBA .385 → .315 (−69)K% 23.0% → 31.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 23.03% | ÷0.991 | ×1.360 | — | — | 31.61% |
| BB% (unintentional) /PA | 13.94% | ÷0.995 | ×0.690 | — | ×1.015 | 9.81% |
| HBP% /PA | 1.21% | — | ×0.780 | — | ×1.015 | 0.96% |
| Singles /BIP | 33.33% | ÷1.049 | ×0.920 | ×1.024 | ×1.015 | 30.38% |
| Doubles /BIP | 9.09% | ÷1.023 | ×0.830 | ×1.024 | ×1.015 | 7.67% |
| Triples /BIP | 2.02% | ÷1.006 | ×0.910 | ×1.024 | ×1.015 | 1.90% |
| Home runs /BIP | 1.01% | ÷0.889 | ×0.800 | — | ×1.015 | 0.92% |
Factors used: level-wide A factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 78, 1B 110, 2B 105, 3B 101, K 98, BB 99 — applied at half strength. Age: age 21 vs a level average of 22.0 → +1.5% on BB/HBP/hit rates (1.0 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.024.
Result: wOBA .385 → .315; ISO .117 → .099; BABIP .444 → .399. 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 AInland Empire 66ers · 393 PAwOBA .274 → .217 (−58)K% 29.0% → 40.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 29.01% | ÷0.969 | ×1.360 | — | — | 40.73% |
| BB% (unintentional) /PA | 6.36% | ÷0.990 | ×0.690 | — | ×1.030 | 4.57% |
| HBP% /PA | 0.51% | — | ×0.780 | — | ×1.030 | 0.41% |
| Singles /BIP | 20.65% | ÷1.006 | ×0.920 | ×1.029 | ×1.030 | 20.01% |
| Doubles /BIP | 8.50% | ÷0.940 | ×0.830 | ×1.029 | ×1.030 | 7.95% |
| Triples /BIP | 2.02% | ÷1.150 | ×0.910 | ×1.029 | ×1.030 | 1.70% |
| Home runs /BIP | 2.02% | ÷1.023 | ×0.800 | — | ×1.030 | 1.63% |
Factors used: level-wide A factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 105, 1B 101, 2B 88, 3B 130, K 94, BB 98 — 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 ×1.029.
Result: wOBA .274 → .217; ISO .127 → .096; BABIP .317 → .300. 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).
2018 ROKOrem Owlz · 253 PAwOBA .371 → .266 (−106)K% 25.7% → 37.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 25.69% | ÷1.000 | ×1.440 | — | — | 37.00% |
| BB% (unintentional) /PA | 10.67% | ÷1.000 | ×0.610 | — | ×1.038 | 6.75% |
| HBP% /PA | 0.79% | — | ×0.720 | — | ×1.038 | 0.59% |
| Singles /BIP | 30.57% | ÷1.000 | ×0.820 | ×1.013 | ×1.038 | 26.34% |
| Doubles /BIP | 8.28% | ÷1.000 | ×0.720 | ×1.013 | ×1.038 | 6.26% |
| Triples /BIP | 1.91% | ÷1.000 | ×0.720 | ×1.013 | ×1.038 | 1.45% |
| Home runs /BIP | 3.18% | ÷1.000 | ×0.750 | — | ×1.038 | 2.48% |
Factors used: league row PIO. Park (home-season share, regressed): no park row on file (treated as neutral) — applied at half strength. Age: age 17 vs a level average of 19.5 → +3.8% on BB/HBP/hit rates (2.5 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.013.
Result: wOBA .371 → .266; ISO .153 → .105; BABIP .418 → .347. 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 — .