Sam McWilliams
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2018 | 20 | ROKAZL Dodgers | 90 | .276/.382/.421 | 1 | 9 | 61 | — | .212/.292/.325 |
| 2019 | 21 | ALAD | 89 | .198/.270/.296 | 1 | 1 | 20 | — | .157/.213/.241 |
| 2021 | 23 | ALAA | 409 | .304/.389/.524 | 14 | 12 | 92 | — | .242/.309/.402 |
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 | 20 | ROK | AZL Dodgers | — | 90 | 76 | 21 | 6 | 1 | 1 | 11 | 19 | 2 | 9 | 1 | 276 | 382 | 421 | 803 | 145 | 351 | 21 | 12 | 359 | 61 | — | — | — | — | — | — |
| 2019 | 21 | A | Great Lakes Loons | — | 89 | 81 | 16 | 5 | 0 | 1 | 7 | 26 | 1 | 1 | 0 | 198 | 270 | 296 | 566 | 99 | 278 | 29 | 8 | 260 | 20 | — | — | — | — | — | — |
| 2021 | 23 | A | Rancho Cucamonga Quakes | — | 409 | 355 | 108 | 32 | 2 | 14 | 44 | 117 | 5 | 12 | 5 | 304 | 389 | 524 | 913 | 220 | 410 | 29 | 11 | 396 | 92 | — | — | — | — | — | — |
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2018 | 20 | ROK MLE | AZL Dodgers | — | 90 | 80 | 17 | 4 | 1 | 1 | 7 | 27 | 2 | 9 | 1 | 212 | 292 | 325 | 617 | 113 | 286 | 30 | 8 | 259 | 61 | — | — | — | — | — | — |
| 2019 | 21 | A MLE | Great Lakes Loons | — | 89 | 83 | 13 | 4 | 0 | 1 | 5 | 34 | 1 | 1 | 0 | 157 | 213 | 241 | 454 | 84 | 255 | 38 | 6 | 198 | 20 | — | — | — | — | — | — |
| 2021 | 23 | A MLE | Rancho Cucamonga Quakes | — | 409 | 368 | 89 | 22 | 2 | 11 | 31 | 157 | 5 | 12 | 5 | 242 | 309 | 402 | 712 | 160 | 367 | 38 | 8 | 304 | 92 | — | — | — | — | — | — |
| 2018 | 20 | ROK MLE | AZL Dodgers | — | 90 | 80 | 17 | 4 | 1 | 1 | 7 | 27 | 2 | 9 | 1 | 212 | 292 | 325 | 617 | 113 | 302 | 30 | 8 | 259 | 61 | — | — | — | — | — | — |
| 2018 | 20 | ROK RAW | AZL Dodgers | — | 90 | 76 | 21 | 6 | 1 | 1 | 11 | 19 | 2 | 9 | 1 | 276 | 382 | 421 | 803 | 145 | 351 | 21 | 12 | 359 | 61 | — | — | — | — | — | — |
| 2019 | 21 | A MLE | Great Lakes Loons | — | 89 | 83 | 13 | 4 | 0 | 1 | 5 | 34 | 1 | 1 | 0 | 157 | 213 | 241 | 454 | 84 | 250 | 38 | 6 | 198 | 20 | — | — | — | — | — | — |
| 2019 | 21 | A RAW | Great Lakes Loons | — | 89 | 81 | 16 | 5 | 0 | 1 | 7 | 26 | 1 | 1 | 0 | 198 | 270 | 296 | 566 | 99 | 278 | 29 | 8 | 260 | 20 | — | — | — | — | — | — |
| 2021 | 23 | A MLE | Rancho Cucamonga Quakes | — | 409 | 368 | 89 | 22 | 2 | 11 | 31 | 157 | 5 | 12 | 5 | 242 | 309 | 402 | 712 | 160 | 380 | 38 | 8 | 304 | 92 | — | — | — | — | — | — |
| 2021 | 23 | A RAW | Rancho Cucamonga Quakes | — | 409 | 355 | 108 | 32 | 2 | 14 | 44 | 117 | 5 | 12 | 5 | 304 | 389 | 524 | 913 | 220 | 410 | 29 | 11 | 396 | 92 | — | — | — | — | — | — |
| 2018 | 20 | ROK MLE | AZL Dodgers | — | 90 | 81 | 17 | 4 | 1 | 1 | 7 | 27 | 2 | 9 | 1 | 210 | 292 | 321 | 613 | 111 | 286 | 30 | 8 | 259 | 61 | — | — | — | — | — | — |
| 2019 | 21 | A MLE | Great Lakes Loons | — | 89 | 83 | 13 | 4 | 0 | 1 | 5 | 34 | 1 | 1 | 0 | 157 | 213 | 241 | 454 | 84 | 255 | 38 | 6 | 198 | 20 | — | — | — | — | — | — |
| 2021 | 23 | A MLE | Rancho Cucamonga Quakes | — | 409 | 370 | 89 | 22 | 2 | 11 | 31 | 157 | 5 | 12 | 5 | 241 | 309 | 400 | 709 | 159 | 367 | 38 | 8 | 304 | 92 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| Career | — | MLE | — | 588 | 531 | 119 | 30 | 3 | 13 | 43 | 218 | 8 | 22 | 6 | 224 | 292 | 365 | 657 | 141 | 346 | 37 | 7 | 281 | 76 | -17 | +2 | +0 | +2 | +13 | 0.0 | |
| / 162G | — | MLE | — | 650 | 587 | 131 | 33 | 3 | 14 | 48 | 241 | 9 | 24 | 7 | 223 | 292 | 361 | 654 | 138 | 345 | 37 | 7 | 281 | 76 | -18 | +2 | +0 | +2 | +14 | 0.0 | |
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.
2021 ARancho Cucamonga Quakes · 409 PAwOBA .391 → .304 (−87)K% 28.6% → 38.3%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 28.61% | ÷1.015 | ×1.360 | — | — | 38.32% |
| BB% (unintentional) /PA | 10.76% | ÷0.985 | ×0.690 | — | ×0.990 | 7.46% |
| HBP% /PA | 1.22% | — | ×0.780 | — | ×0.990 | 0.94% |
| Singles /BIP | 25.21% | ÷0.965 | ×0.920 | ×1.050 | ×0.990 | 24.97% |
| Doubles /BIP | 13.45% | ÷1.166 | ×0.830 | ×1.050 | ×0.990 | 9.95% |
| Triples /BIP | 0.84% | ÷0.960 | ×0.910 | ×1.050 | ×0.990 | 0.83% |
| Home runs /BIP | 5.88% | ÷0.965 | ×0.800 | — | ×0.990 | 4.83% |
Factors used: level-wide A factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 93, 1B 93, 2B 133, 3B 92, K 103, 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 ×1.050.
Result: wOBA .391 → .304; ISO .220 → .160; BABIP .410 → .367. 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 AGreat Lakes Loons · 89 PAwOBA .254 → .198 (−55)K% 29.2% → 38.4%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 29.21% | ÷1.035 | ×1.360 | — | — | 38.38% |
| BB% (unintentional) /PA | 7.87% | ÷1.031 | ×0.690 | — | ×1.015 | 5.34% |
| HBP% /PA | 1.12% | — | ×0.780 | — | ×1.015 | 0.89% |
| Singles /BIP | 18.18% | ÷1.002 | ×0.920 | — | ×1.015 | 16.94% |
| Doubles /BIP | 9.09% | ÷0.934 | ×0.830 | — | ×1.015 | 8.20% |
| Triples /BIP | 0.00% | ÷1.061 | ×0.910 | — | ×1.015 | 0.00% |
| Home runs /BIP | 1.82% | ÷1.018 | ×0.800 | — | ×1.015 | 1.45% |
Factors used: level-wide A factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 104, 1B 100, 2B 87, 3B 112, K 107, BB 106 — 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).
Result: wOBA .254 → .198; ISO .099 → .076; BABIP .278 → .255. 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 ROKAZL Dodgers · 90 PAwOBA .354 → .259 (−95)K% 21.1% → 30.4%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.11% | ÷1.000 | ×1.440 | — | — | 30.40% |
| BB% (unintentional) /PA | 12.22% | ÷1.000 | ×0.620 | — | ×0.995 | 7.54% |
| HBP% /PA | 2.22% | — | ×0.720 | — | ×0.995 | 1.59% |
| Singles /BIP | 22.81% | ÷1.000 | ×0.820 | ×1.050 | ×0.995 | 19.54% |
| Doubles /BIP | 10.53% | ÷1.000 | ×0.720 | ×1.050 | ×0.995 | 7.92% |
| Triples /BIP | 1.75% | ÷1.000 | ×0.720 | ×1.050 | ×0.995 | 1.32% |
| Home runs /BIP | 1.75% | ÷1.000 | ×0.780 | — | ×0.995 | 1.36% |
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 ×1.050.
Result: wOBA .354 → .259; ISO .145 → .105; BABIP .351 → .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).