Ben Ramirez
SS Arkansas Travelers| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2023 | 24 | A+SEA | 534 | .252/.330/.386 | 12 | 6 | 51 | — | .196/.260/.293 |
| 2024 | 25 | AASEA | 329 | .207/.263/.271 | 2 | 9 | 27 | — | .184/.229/.239 |
| 2025 | 26 | AASEA | 140 | .195/.236/.293 | 1 | 1 | 21 | — | .170/.200/.259 |
| 2027PROJMLE | 28 | MLBSEA | 2 | .202/.257/.302 | 0 | 0 | 58 | -0.0 | |
| 2028PROJ23% MLB | 29 | MLBSEA | 34 | .202/.257/.301 | 0 | 1 | 58 | -0.1 |
Tools · 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.
| 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) | |||||||||||||||||||||||||||||||
| 2021 | 22 | ROK | ACL Mariners | — | 105 | 94 | 26 | 6 | 2 | 2 | 7 | 21 | 3 | 0 | 1 | 277 | 346 | 447 | 793 | 170 | 338 | 20 | 7 | 349 | 49 | — | — | — | — | — | — |
| 2022 | 23 | AAA | Tacoma Rainiers | — | 22 | 22 | 7 | 0 | 0 | 1 | 0 | 8 | 0 | 0 | 0 | 318 | 318 | 455 | 773 | 136 | 462 | 36 | 0 | 341 | 62 | — | — | — | — | — | — |
| 2022 | 23 | A+ | Everett AquaSox | — | 123 | 113 | 20 | 5 | 1 | 2 | 8 | 31 | 0 | 0 | 0 | 177 | 231 | 292 | 523 | 115 | 220 | 25 | 7 | 233 | 3 | — | — | — | — | — | — |
| 2022 | 23 | A | Modesto Nuts | — | 338 | 304 | 83 | 17 | 1 | 9 | 28 | 73 | 5 | 2 | 0 | 273 | 344 | 424 | 769 | 151 | 332 | 22 | 8 | 343 | 60 | — | — | — | — | — | — |
| 2023 | 24 | A+ | Everett AquaSox | — | 534 | 472 | 119 | 27 | 0 | 12 | 49 | 143 | 6 | 6 | 2 | 252 | 330 | 386 | 716 | 133 | 332 | 27 | 9 | 320 | 51 | — | — | — | — | — | — |
| 2024 | 25 | AA | Arkansas Travelers | — | 329 | 299 | 62 | 13 | 0 | 2 | 20 | 87 | 3 | 9 | 4 | 207 | 263 | 271 | 534 | 64 | 283 | 26 | 6 | 242 | 27 | — | — | — | — | — | — |
| 2025 | 26 | AA | Arkansas Travelers | — | 140 | 133 | 26 | 8 | 1 | 1 | 7 | 43 | 0 | 1 | 0 | 195 | 236 | 293 | 529 | 98 | 281 | 31 | 5 | 238 | 21 | — | — | — | — | — | — |
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2021 | 22 | ROK MLE | ACL Mariners | — | 105 | 97 | 19 | 4 | 1 | 2 | 4 | 30 | 3 | 0 | 1 | 196 | 250 | 320 | 570 | 124 | 262 | 29 | 4 | 241 | 49 | — | — | — | — | — | — |
| 2022 | 23 | AAA MLE | Tacoma Rainiers | — | 22 | 22 | 6 | 0 | 0 | 1 | 0 | 9 | 0 | 0 | 0 | 273 | 273 | 409 | 682 | 136 | 432 | 41 | 0 | 260 | 62 | — | — | — | — | — | — |
| 2022 | 23 | A+ MLE | Everett AquaSox | — | 123 | 116 | 16 | 4 | 1 | 1 | 5 | 42 | 0 | 0 | 0 | 138 | 174 | 216 | 389 | 78 | 188 | 34 | 4 | 172 | 3 | — | — | — | — | — | — |
| 2022 | 23 | A MLE | Modesto Nuts | — | 338 | 313 | 66 | 12 | 1 | 8 | 19 | 102 | 5 | 2 | 0 | 211 | 267 | 332 | 599 | 121 | 280 | 30 | 6 | 257 | 60 | — | — | — | — | — | — |
| 2023 | 24 | A+ MLE | Everett AquaSox | — | 534 | 485 | 95 | 20 | 0 | 9 | 36 | 185 | 6 | 6 | 2 | 196 | 260 | 293 | 553 | 97 | 280 | 35 | 7 | 243 | 51 | — | — | — | — | — | — |
| 2024 | 25 | AA MLE | Arkansas Travelers | — | 329 | 305 | 56 | 11 | 0 | 2 | 15 | 101 | 3 | 9 | 4 | 184 | 229 | 239 | 468 | 56 | 258 | 31 | 5 | 208 | 27 | — | — | — | — | — | — |
| 2025 | 26 | AA MLE | Arkansas Travelers | — | 140 | 135 | 23 | 7 | 1 | 1 | 5 | 49 | 0 | 1 | 0 | 170 | 200 | 259 | 459 | 89 | 260 | 35 | 4 | 199 | 21 | — | — | — | — | — | — |
| 2021 | 22 | ROK MLE | ACL Mariners | — | 105 | 97 | 19 | 4 | 1 | 2 | 4 | 30 | 3 | 0 | 1 | 196 | 250 | 320 | 570 | 124 | 262 | 29 | 4 | 241 | 49 | — | — | — | — | — | — |
| 2021 | 22 | ROK RAW | ACL Mariners | — | 105 | 94 | 26 | 6 | 2 | 2 | 7 | 21 | 3 | 0 | 1 | 277 | 346 | 447 | 793 | 170 | 338 | 20 | 7 | 349 | 49 | — | — | — | — | — | — |
| 2022 | 23 | A MLE | 3 teams | — | 483 | 451 | 87 | 16 | 2 | 9 | 24 | 153 | 5 | 2 | 0 | 193 | 242 | 297 | 539 | 104 | 267 | 32 | 5 | 235 | 46 | — | — | — | — | — | — |
| 2022 | 23 | A RAW | 3 teams | — | 483 | 439 | 110 | 22 | 2 | 12 | 36 | 112 | 5 | 2 | 0 | 251 | 315 | 392 | 706 | 141 | 308 | 23 | 7 | 315 | 46 | — | — | — | — | — | — |
| 2023 | 24 | A+ MLE | Everett AquaSox | — | 534 | 485 | 95 | 20 | 0 | 9 | 36 | 185 | 6 | 6 | 2 | 196 | 260 | 293 | 553 | 97 | 291 | 35 | 7 | 243 | 51 | — | — | — | — | — | — |
| 2023 | 24 | A+ RAW | Everett AquaSox | — | 534 | 472 | 119 | 27 | 0 | 12 | 49 | 143 | 6 | 6 | 2 | 252 | 330 | 386 | 716 | 133 | 332 | 27 | 9 | 320 | 51 | — | — | — | — | — | — |
| 2024 | 25 | AA MLE | Arkansas Travelers | — | 329 | 305 | 56 | 11 | 0 | 2 | 15 | 101 | 3 | 9 | 4 | 184 | 229 | 239 | 468 | 56 | 265 | 31 | 5 | 208 | 27 | — | — | — | — | — | — |
| 2024 | 25 | AA RAW | Arkansas Travelers | — | 329 | 299 | 62 | 13 | 0 | 2 | 20 | 87 | 3 | 9 | 4 | 207 | 263 | 271 | 534 | 64 | 283 | 26 | 6 | 242 | 27 | — | — | — | — | — | — |
| 2025 | 26 | AA MLE | Arkansas Travelers | — | 140 | 135 | 23 | 7 | 1 | 1 | 5 | 49 | 0 | 1 | 0 | 170 | 200 | 259 | 459 | 89 | 259 | 35 | 4 | 199 | 21 | — | — | — | — | — | — |
| 2025 | 26 | AA RAW | Arkansas Travelers | — | 140 | 133 | 26 | 8 | 1 | 1 | 7 | 43 | 0 | 1 | 0 | 195 | 236 | 293 | 529 | 98 | 281 | 31 | 5 | 238 | 21 | — | — | — | — | — | — |
| 2021 | 22 | ROK MLE | ACL Mariners | — | 105 | 97 | 19 | 4 | 1 | 2 | 4 | 30 | 3 | 0 | 1 | 196 | 250 | 320 | 570 | 124 | 262 | 29 | 4 | 241 | 49 | — | — | — | — | — | — |
| 2022 | 23 | A MLE | 3 teams | — | 483 | 451 | 87 | 16 | 2 | 9 | 24 | 153 | 5 | 2 | 0 | 193 | 242 | 297 | 539 | 104 | 263 | 32 | 5 | 235 | 46 | — | — | — | — | — | — |
| 2023 | 24 | A+ MLE | Everett AquaSox | — | 534 | 487 | 95 | 20 | 0 | 9 | 36 | 185 | 6 | 6 | 2 | 195 | 260 | 292 | 552 | 97 | 280 | 35 | 7 | 243 | 51 | — | — | — | — | — | — |
| 2024 | 25 | AA MLE | Arkansas Travelers | — | 329 | 308 | 56 | 11 | 0 | 2 | 15 | 101 | 3 | 9 | 4 | 182 | 229 | 237 | 466 | 55 | 258 | 31 | 5 | 208 | 27 | — | — | — | — | — | — |
| 2025 | 26 | AA MLE | Arkansas Travelers | — | 140 | 134 | 23 | 7 | 1 | 1 | 5 | 49 | 0 | 1 | 0 | 172 | 200 | 261 | 461 | 90 | 260 | 35 | 4 | 199 | 21 | — | — | — | — | — | — |
| ▸ Model inputs — neutral MLE (past 3 seasons) | |||||||||||||||||||||||||||||||
| 2024 | 25 | AA MLE | Arkansas Travelers | — | 329 | 308 | 56 | 11 | 0 | 2 | 15 | 101 | 3 | 9 | 4 | 182 | 229 | 237 | 466 | 55 | 258 | 31 | 5 | 208 | 27 | — | — | — | — | — | — |
| 2025 | 26 | AA MLE | Arkansas Travelers | — | 140 | 134 | 23 | 7 | 1 | 1 | 5 | 49 | 0 | 1 | 0 | 172 | 200 | 261 | 461 | 90 | 260 | 35 | 4 | 199 | 21 | — | — | — | — | — | — |
| ▸ 2027 season | |||||||||||||||||||||||||||||||
| ▸ 2027 — full MLE projection (neutral park, full availability) | |||||||||||||||||||||||||||||||
| 2027 | 28 | MLB MLE | SEA | 2% | 200 | 185 | 38 | 8 | 1 | 3 | 12 | 58 | 1 | 4 | 1 | 204 | 259 | 306 | 564 | 101 | 278 | 29 | 6 | 254 | 58 | -10 | +0 | +0 | +2 | +4 | -0.1 |
| ▸ 2027 — real world (MLB) | |||||||||||||||||||||||||||||||
| 2027 | 28 | MLB CTX | SEA | 2% | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 202 | 257 | 302 | 559 | 99 | 275 | 50 | 0 | 252 | 58 | -0 | +0 | +0 | +0 | +0 | -0.0 |
| ▸ Career projection (2028+) — MLB context, MLB playing time (PA × MLB%) | |||||||||||||||||||||||||||||||
| 2028 | 29 | MLB MLE | SEA | 23% | 151 | 140 | 29 | 6 | 1 | 2 | 9 | 44 | 1 | 3 | 1 | 204 | 259 | 305 | 564 | 101 | 277 | 29 | 6 | 254 | 58 | -7 | +0 | -1 | +2 | +3 | -0.4 |
| 2028 | 29 | MLB CTX | SEA | 23% | 34 | 32 | 5 | 1 | 0 | 0 | 2 | 10 | 0 | 1 | 0 | 202 | 257 | 301 | 558 | 99 | 275 | 29 | 6 | 252 | 58 | -2 | +0 | -0 | +0 | +1 | -0.1 |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| ▸ Career totals — MLB only (actual + projected) | |||||||||||||||||||||||||||||||
| Career | — | A+C | — | 34 | 32 | 5 | 1 | 0 | 0 | 2 | 10 | 0 | 1 | 0 | 156 | 206 | 188 | 393 | 31 | 227 | 29 | 6 | 252 | 44 | -2 | +0 | -0 | +0 | +1 | -0.1 | |
| / 162G | — | A+C | — | 650 | 612 | 95 | 19 | 0 | 0 | 38 | 191 | 0 | 19 | 0 | 155 | 205 | 186 | 391 | 31 | 226 | 29 | 6 | 252 | 44 | -32 | +4 | -6 | +7 | +14 | -1.4 | |
| Career | — | MLE | — | 1847 | 1710 | 329 | 68 | 5 | 27 | 99 | 593 | 19 | 23 | 9 | 192 | 245 | 285 | 530 | 93 | 274 | 32 | 5 | 233 | 44 | -13 | +0 | -1 | +3 | +6 | -0.6 | |
| / 162G | — | MLE | — | 650 | 602 | 117 | 24 | 2 | 10 | 35 | 209 | 7 | 8 | 3 | 194 | 247 | 291 | 538 | 96 | 276 | 32 | 5 | 233 | 44 | -32 | +1 | -4 | +7 | +14 | -1.5 | |
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.
2025 AAArkansas Travelers · 140 PAwOBA .232 → .199 (−32)K% 30.7% → 35.3%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 30.71% | ÷1.061 | ×1.220 | — | — | 35.30% |
| BB% (unintentional) /PA | 5.00% | ÷0.950 | ×0.700 | — | ×0.978 | 3.60% |
| HBP% /PA | 0.00% | — | ×0.870 | — | ×0.978 | 0.00% |
| Singles /BIP | 17.78% | ÷0.998 | ×0.920 | ×1.029 | ×0.978 | 16.49% |
| Doubles /BIP | 8.89% | ÷0.914 | ×0.840 | ×1.029 | ×0.978 | 8.23% |
| Triples /BIP | 1.11% | ÷1.018 | ×0.940 | ×1.029 | ×0.978 | 1.03% |
| Home runs /BIP | 1.11% | ÷0.800 | ×0.800 | — | ×0.978 | 1.09% |
Factors used: league row TL. Park (home-season share, regressed): HR 60, 1B 100, 2B 83, 3B 104, K 112, BB 90 — applied at half strength. Age: age 27 vs a level average of 24.8 → −2.2% on BB/HBP/hit rates (2.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.029.
Result: wOBA .232 → .199; ISO .098 → .087; BABIP .281 → .260. 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 AAArkansas Travelers · 329 PAwOBA .237 → .208 (−29)K% 26.4% → 30.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 26.44% | ÷1.046 | ×1.220 | — | — | 30.84% |
| BB% (unintentional) /PA | 6.08% | ÷0.928 | ×0.700 | — | ×0.988 | 4.53% |
| HBP% /PA | 0.91% | — | ×0.870 | — | ×0.988 | 0.78% |
| Singles /BIP | 22.17% | ÷1.020 | ×0.920 | ×1.036 | ×0.988 | 20.45% |
| Doubles /BIP | 6.13% | ÷0.977 | ×0.840 | ×1.036 | ×0.988 | 5.40% |
| Triples /BIP | 0.00% | ÷1.150 | ×0.940 | ×1.036 | ×0.988 | 0.00% |
| Home runs /BIP | 0.94% | ÷0.820 | ×0.800 | — | ×0.988 | 0.91% |
Factors used: league row TL. Park (home-season share, regressed): HR 64, 1B 104, 2B 95, 3B 130, K 109, BB 86 — applied at half strength. Age: age 26 vs a level average of 24.8 → −1.2% on BB/HBP/hit rates (1.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.036.
Result: wOBA .237 → .208; ISO .064 → .057; BABIP .283 → .258. 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+Everett AquaSox · 534 PAwOBA .314 → .243 (−71)K% 26.8% → 34.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 26.78% | ÷1.046 | ×1.350 | — | — | 34.57% |
| BB% (unintentional) /PA | 9.18% | ÷0.953 | ×0.710 | — | ×0.978 | 6.69% |
| HBP% /PA | 1.12% | — | ×0.810 | — | ×0.978 | 0.89% |
| Singles /BIP | 24.32% | ÷1.018 | ×0.910 | ×1.000 | ×0.978 | 21.25% |
| Doubles /BIP | 8.21% | ÷1.040 | ×0.830 | ×1.000 | ×0.978 | 6.40% |
| Triples /BIP | 0.00% | ÷1.023 | ×0.820 | ×1.000 | ×0.978 | 0.00% |
| Home runs /BIP | 3.65% | ÷1.012 | ×0.830 | — | ×0.978 | 2.92% |
Factors used: level-wide A+ factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 102, 1B 104, 2B 108, 3B 105, K 109, BB 91 — applied at half strength. Age: age 25 vs a level average of 22.8 → −2.2% on BB/HBP/hit rates (2.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.000.
Result: wOBA .314 → .243; ISO .133 → .099; BABIP .332 → .280. 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 AModesto Nuts · 338 PAwOBA .335 → .257 (−78)K% 21.6% → 30.3%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.60% | ÷0.971 | ×1.360 | — | — | 30.26% |
| BB% (unintentional) /PA | 8.28% | ÷1.024 | ×0.690 | — | ×0.980 | 5.47% |
| HBP% /PA | 1.48% | — | ×0.780 | — | ×0.980 | 1.13% |
| Singles /BIP | 24.24% | ÷1.047 | ×0.920 | ×1.009 | ×0.980 | 21.05% |
| Doubles /BIP | 7.36% | ÷1.060 | ×0.830 | ×1.009 | ×0.980 | 5.70% |
| Triples /BIP | 0.43% | ÷1.060 | ×0.910 | ×1.009 | ×0.980 | 0.37% |
| Home runs /BIP | 3.90% | ÷0.855 | ×0.800 | — | ×0.980 | 3.57% |
Factors used: level-wide A factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 71, 1B 109, 2B 112, 3B 112, K 94, BB 105 — applied at half strength. Age: age 24 vs a level average of 22.0 → −2.0% on BB/HBP/hit rates (2.0 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.009.
Result: wOBA .335 → .257; ISO .151 → .120; BABIP .332 → .280. 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+Everett AquaSox · 123 PAwOBA .230 → .172 (−58)K% 25.2% → 33.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 25.20% | ÷1.007 | ×1.350 | — | — | 33.78% |
| BB% (unintentional) /PA | 6.50% | ÷1.039 | ×0.710 | — | ×0.988 | 4.39% |
| HBP% /PA | 0.00% | — | ×0.810 | — | ×0.988 | 0.00% |
| Singles /BIP | 14.63% | ÷1.021 | ×0.910 | ×1.012 | ×0.988 | 13.05% |
| Doubles /BIP | 6.10% | ÷1.048 | ×0.830 | ×1.012 | ×0.988 | 4.83% |
| Triples /BIP | 1.22% | ÷0.900 | ×0.820 | ×1.012 | ×0.988 | 1.11% |
| Home runs /BIP | 2.44% | ÷1.237 | ×0.830 | — | ×0.988 | 1.62% |
Factors used: level-wide A+ factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 147, 1B 104, 2B 110, 3B 80, K 101, BB 108 — 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 ×1.012.
Result: wOBA .230 → .172; ISO .115 → .080; BABIP .220 → .188. 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 AAATacoma Rainiers · 22 PAwOBA .331 → .260 (−71)K% 36.4% → 42.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 36.36% | ÷1.020 | ×1.200 | — | — | 42.80% |
| BB% (unintentional) /PA | 0.00% | ÷1.048 | ×0.690 | — | ×1.048 | 0.00% |
| HBP% /PA | 0.00% | — | ×0.940 | — | ×1.048 | 0.00% |
| Singles /BIP | 42.86% | ÷1.013 | ×0.930 | — | ×1.048 | 41.23% |
| Doubles /BIP | 0.00% | ÷0.839 | ×0.830 | — | ×1.048 | 0.00% |
| Triples /BIP | 0.00% | ÷0.902 | ×0.970 | — | ×1.048 | 0.00% |
| Home runs /BIP | 7.14% | ÷1.144 | ×0.700 | — | ×1.048 | 4.58% |
Factors used: league row International League. Park (home-season share, regressed): HR 129, 1B 103, 2B 68, 3B 80, K 104, BB 110 — applied at half strength. Age: age 24 vs a level average of 27.2 → +4.8% on BB/HBP/hit rates (3.2 yr younger than average).
Result: wOBA .331 → .260; ISO .136 → .079; BABIP .462 → .432. 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 Mariners · 105 PAwOBA .340 → .241 (−99)K% 20.0% → 28.9%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 20.00% | ÷0.996 | ×1.440 | — | — | 28.91% |
| BB% (unintentional) /PA | 6.67% | ÷1.024 | ×0.620 | — | ×0.965 | 3.90% |
| HBP% /PA | 2.86% | — | ×0.720 | — | ×0.965 | 1.99% |
| Singles /BIP | 21.92% | ÷0.992 | ×0.820 | ×1.018 | ×0.965 | 17.80% |
| Doubles /BIP | 8.22% | ÷1.030 | ×0.720 | ×1.018 | ×0.965 | 5.65% |
| Triples /BIP | 2.74% | ÷0.904 | ×0.720 | ×1.018 | ×0.965 | 2.14% |
| Home runs /BIP | 2.74% | ÷0.904 | ×0.780 | — | ×0.965 | 2.28% |
Factors used: level-wide ROK factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 81, 1B 98, 2B 106, 3B 81, K 99, 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). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.018.
Result: wOBA .340 → .241; ISO .170 → .122; BABIP .338 → .262. 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).