Jose Ramos
CF Binghamton Rumble Ponies| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2024 | 23 | AALAD | 506 | .221/.311/.388 | 17 | 7 | 41 | — | .169/.234/.288 |
| 2025 | 24 | AAA/AA/INTL2 orgs | 430 | .252/.328/.459 | 19 | 4 | 82 | — | .221/.279/.381 |
| 2026 | 25 | AAA/AANYM | 513 | .237/.346/.412 | 19 | 11 | 73 | — | .205/.287/.333 |
| 2027PROJMLE | 26 | MLBNYM | 3 | .203/.275/.339 | 0 | 0 | 77 | -0.0 | |
| 2028PROJ27% MLB | 27 | MLBNYM | 60 | .204/.276/.339 | 2 | 1 | 77 | -0.0 | |
| 2029PROJ40% MLB | 28 | MLBNYM | 101 | .204/.276/.338 | 3 | 1 | 77 | -0.1 |
Tools · ContractCON 30 / POW 50
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) | |||||||||||||||||||||||||||||||
| 2019 | 18 | ROK | DSL LAD Bautista | — | 243 | 207 | 57 | 15 | 0 | 2 | 20 | 46 | 11 | 9 | 3 | 275 | 370 | 377 | 747 | 101 | 335 | 19 | 8 | 336 | 33 | — | — | — | — | — | — |
| 2021 | 20 | A | Rancho Cucamonga Quakes | — | 220 | 195 | 61 | 18 | 3 | 8 | 16 | 57 | 6 | 1 | 4 | 313 | 382 | 559 | 941 | 246 | 398 | 26 | 7 | 405 | 99 | — | — | — | — | — | — |
| 2021 | 20 | ROK | ACL Dodgers | — | 68 | 60 | 23 | 6 | 0 | 3 | 7 | 14 | 1 | 1 | 0 | 383 | 456 | 633 | 1.089 | 250 | 465 | 21 | 10 | 474 | 105 | — | — | — | — | — | — |
| 2022 | 21 | A+ | Great Lakes Loons | — | 407 | 362 | 87 | 19 | 3 | 19 | 39 | 133 | 5 | 2 | 0 | 240 | 323 | 467 | 790 | 227 | 322 | 33 | 10 | 347 | 66 | — | — | — | — | — | — |
| 2022 | 21 | A | Rancho Cucamonga Quakes | — | 138 | 112 | 31 | 3 | 3 | 6 | 18 | 36 | 5 | 2 | 0 | 277 | 400 | 518 | 918 | 241 | 342 | 26 | 13 | 396 | 82 | — | — | — | — | — | — |
| 2022 | 21 | INTL | Glendale Desert Dogs | — | 89 | 80 | 22 | 4 | 1 | 3 | 5 | 20 | 2 | 0 | 0 | 275 | 333 | 463 | 796 | 188 | 322 | 22 | 6 | 344 | 119 | — | — | — | — | — | — |
| 2023 | 22 | AA | Tulsa Drillers | — | 485 | 416 | 100 | 13 | 0 | 19 | 54 | 140 | 7 | 7 | 2 | 240 | 338 | 409 | 746 | 168 | 308 | 29 | 11 | 331 | 73 | — | — | — | — | — | — |
| 2023 | 22 | INTL | Tigres de Aragua | — | 27 | 24 | 2 | 0 | 0 | 0 | 3 | 9 | 0 | 1 | 0 | 83 | 185 | 83 | 269 | 133 | 33 | 11 | 145 | -16 | — | — | — | — | — | — | |
| 2024 | 23 | AA | Tulsa Drillers | — | 506 | 443 | 98 | 19 | 2 | 17 | 57 | 172 | 1 | 7 | 5 | 221 | 311 | 388 | 700 | 167 | 313 | 34 | 11 | 312 | 41 | — | — | — | — | — | — |
| 2025 | 24 | AAA | Oklahoma City Comets | — | 167 | 149 | 44 | 9 | 3 | 8 | 15 | 51 | 1 | 2 | 1 | 295 | 364 | 557 | 921 | 262 | 391 | 31 | 9 | 395 | 118 | — | — | — | — | — | — |
| 2025 | 24 | AA | Tulsa Drillers | — | 244 | 213 | 47 | 5 | 0 | 10 | 24 | 78 | 3 | 2 | 7 | 221 | 308 | 385 | 693 | 164 | 287 | 32 | 10 | 308 | 55 | — | — | — | — | — | — |
| 2025 | 24 | INTL | Panama | — | 19 | 19 | 5 | 0 | 1 | 1 | 0 | 2 | 0 | 0 | 0 | 263 | 263 | 526 | 789 | 263 | 250 | 11 | 0 | 337 | 114 | — | — | — | — | — | — |
| 2026 | 25 | AAA | Syracuse Mets | — | 126 | 109 | 32 | 4 | 2 | 4 | 12 | 27 | 5 | 3 | 1 | 294 | 389 | 477 | 866 | 183 | 359 | 21 | 10 | 386 | 104 | — | — | — | — | — | — |
| 2026 | 25 | AA | Binghamton Rumble Ponies | — | 387 | 330 | 72 | 12 | 0 | 15 | 52 | 123 | 4 | 8 | 4 | 218 | 332 | 391 | 723 | 173 | 295 | 32 | 13 | 327 | 63 | — | — | — | — | — | — |
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2019 | 18 | ROK MLE | DSL LAD Bautista | — | 243 | 213 | 37 | 9 | 0 | 1 | 14 | 56 | 11 | 9 | 3 | 174 | 261 | 230 | 491 | 56 | 210 | 23 | 6 | 217 | 33 | — | — | — | — | — | — |
| 2021 | 20 | A MLE | Rancho Cucamonga Quakes | — | 220 | 200 | 50 | 12 | 3 | 6 | 11 | 76 | 6 | 1 | 4 | 250 | 309 | 430 | 739 | 180 | 347 | 35 | 5 | 315 | 99 | — | — | — | — | — | — |
| 2021 | 20 | ROK MLE | ACL Dodgers | — | 68 | 63 | 17 | 4 | 0 | 2 | 4 | 21 | 1 | 1 | 0 | 270 | 324 | 429 | 752 | 159 | 366 | 31 | 6 | 323 | 105 | — | — | — | — | — | — |
| 2022 | 21 | A+ MLE | Great Lakes Loons | — | 407 | 372 | 70 | 15 | 2 | 14 | 29 | 164 | 5 | 2 | 0 | 188 | 256 | 352 | 608 | 164 | 286 | 40 | 7 | 266 | 66 | — | — | — | — | — | — |
| 2022 | 21 | A MLE | Rancho Cucamonga Quakes | — | 138 | 118 | 24 | 2 | 2 | 4 | 12 | 53 | 5 | 2 | 0 | 203 | 304 | 356 | 660 | 153 | 306 | 38 | 9 | 290 | 82 | — | — | — | — | — | — |
| 2023 | 22 | AA MLE | Tulsa Drillers | — | 485 | 430 | 90 | 12 | 0 | 14 | 40 | 167 | 7 | 7 | 2 | 209 | 287 | 335 | 622 | 126 | 288 | 34 | 8 | 276 | 73 | — | — | — | — | — | — |
| 2024 | 23 | AA MLE | Tulsa Drillers | — | 506 | 462 | 78 | 15 | 2 | 12 | 38 | 219 | 1 | 7 | 5 | 169 | 234 | 288 | 521 | 119 | 269 | 43 | 8 | 229 | 41 | — | — | — | — | — | — |
| 2025 | 24 | AAA MLE | Oklahoma City Comets | — | 167 | 154 | 42 | 8 | 3 | 6 | 10 | 60 | 1 | 2 | 1 | 273 | 321 | 481 | 802 | 208 | 395 | 36 | 6 | 342 | 118 | — | — | — | — | — | — |
| 2025 | 24 | AA MLE | Tulsa Drillers | — | 244 | 221 | 41 | 4 | 0 | 8 | 16 | 97 | 3 | 2 | 7 | 186 | 250 | 312 | 562 | 127 | 265 | 40 | 7 | 249 | 55 | — | — | — | — | — | — |
| 2026 | 25 | AAA MLE | Syracuse Mets | — | 126 | 113 | 29 | 3 | 2 | 3 | 8 | 32 | 5 | 3 | 1 | 257 | 333 | 398 | 732 | 142 | 336 | 25 | 6 | 322 | 104 | — | — | — | — | — | — |
| 2026 | 25 | AA MLE | Binghamton Rumble Ponies | — | 387 | 346 | 65 | 10 | 0 | 11 | 36 | 150 | 4 | 8 | 4 | 188 | 272 | 312 | 584 | 124 | 288 | 39 | 9 | 262 | 63 | — | — | — | — | — | — |
| 2019 | 18 | ROK MLE | DSL LAD Bautista | — | 243 | 213 | 37 | 9 | 0 | 1 | 14 | 56 | 11 | 9 | 3 | 174 | 261 | 230 | 491 | 56 | 224 | 23 | 6 | 217 | 33 | — | — | — | — | — | — |
| 2019 | 18 | ROK RAW | DSL LAD Bautista | — | 243 | 207 | 57 | 15 | 0 | 2 | 20 | 46 | 11 | 9 | 3 | 275 | 370 | 377 | 747 | 101 | 335 | 19 | 8 | 336 | 33 | — | — | — | — | — | — |
| 2021 | 20 | A MLE | 2 teams | — | 288 | 263 | 66 | 16 | 3 | 8 | 15 | 97 | 7 | 2 | 4 | 251 | 309 | 426 | 735 | 175 | 360 | 34 | 5 | 317 | 101 | — | — | — | — | — | — |
| 2021 | 20 | A RAW | 2 teams | — | 288 | 255 | 84 | 24 | 3 | 11 | 23 | 71 | 7 | 2 | 4 | 329 | 400 | 576 | 976 | 247 | 415 | 25 | 8 | 421 | 101 | — | — | — | — | — | — |
| 2022 | 21 | A+ MLE | 3 teams | — | 634 | 569 | 111 | 20 | 5 | 21 | 47 | 252 | 12 | 4 | 0 | 195 | 271 | 359 | 629 | 163 | 298 | 40 | 7 | 272 | 70 | — | — | — | — | — | — |
| 2022 | 21 | A+ RAW | 3 teams | — | 634 | 554 | 140 | 26 | 7 | 28 | 62 | 189 | 12 | 4 | 0 | 253 | 341 | 477 | 817 | 224 | 327 | 30 | 10 | 357 | 70 | — | — | — | — | — | — |
| 2023 | 22 | AA MLE | 2 teams | — | 512 | 455 | 95 | 12 | 0 | 15 | 42 | 176 | 7 | 8 | 2 | 209 | 286 | 334 | 620 | 125 | 296 | 34 | 8 | 276 | 73 | — | — | — | — | — | — |
| 2023 | 22 | AA RAW | 2 teams | — | 512 | 440 | 102 | 13 | 0 | 19 | 57 | 149 | 7 | 8 | 2 | 232 | 329 | 391 | 720 | 159 | 299 | 29 | 11 | 321 | 73 | — | — | — | — | — | — |
| 2024 | 23 | AA MLE | Tulsa Drillers | — | 506 | 462 | 78 | 15 | 2 | 12 | 38 | 219 | 1 | 7 | 5 | 169 | 234 | 288 | 521 | 119 | 280 | 43 | 8 | 229 | 41 | — | — | — | — | — | — |
| 2024 | 23 | AA RAW | Tulsa Drillers | — | 506 | 443 | 98 | 19 | 2 | 17 | 57 | 172 | 1 | 7 | 5 | 221 | 311 | 388 | 700 | 167 | 313 | 34 | 11 | 312 | 41 | — | — | — | — | — | — |
| 2025 | 24 | AA MLE | 3 teams | — | 430 | 393 | 88 | 13 | 3 | 15 | 27 | 164 | 4 | 4 | 8 | 224 | 281 | 387 | 667 | 163 | 332 | 38 | 6 | 287 | 80 | — | — | — | — | — | — |
| 2025 | 24 | AA RAW | 3 teams | — | 430 | 381 | 96 | 14 | 4 | 19 | 39 | 131 | 4 | 4 | 8 | 252 | 328 | 459 | 787 | 207 | 325 | 30 | 9 | 343 | 80 | — | — | — | — | — | — |
| 2026 | 25 | AA MLE | 2 teams | — | 513 | 459 | 94 | 14 | 2 | 14 | 44 | 183 | 9 | 11 | 5 | 205 | 287 | 336 | 623 | 131 | 304 | 36 | 9 | 277 | 73 | — | — | — | — | — | — |
| 2026 | 25 | AA RAW | 2 teams | — | 513 | 439 | 104 | 16 | 2 | 19 | 64 | 150 | 9 | 11 | 5 | 237 | 346 | 412 | 758 | 175 | 314 | 29 | 12 | 342 | 73 | — | — | — | — | — | — |
| 2019 | 18 | ROK MLE | DSL LAD Bautista | — | 243 | 216 | 37 | 9 | 0 | 1 | 14 | 56 | 11 | 9 | 3 | 171 | 261 | 227 | 487 | 56 | 210 | 23 | 6 | 217 | 33 | — | — | — | — | — | — |
| 2021 | 20 | A MLE | 2 teams | — | 288 | 264 | 66 | 16 | 3 | 8 | 15 | 97 | 7 | 2 | 4 | 250 | 309 | 424 | 733 | 174 | 351 | 34 | 5 | 317 | 101 | — | — | — | — | — | — |
| 2022 | 21 | A+ MLE | 3 teams | — | 634 | 570 | 111 | 20 | 5 | 21 | 47 | 252 | 12 | 4 | 0 | 195 | 271 | 358 | 629 | 163 | 291 | 40 | 7 | 272 | 70 | — | — | — | — | — | — |
| 2023 | 22 | AA MLE | 2 teams | — | 512 | 458 | 95 | 12 | 0 | 15 | 42 | 176 | 7 | 8 | 2 | 207 | 286 | 332 | 618 | 124 | 288 | 34 | 8 | 276 | 73 | — | — | — | — | — | — |
| 2024 | 23 | AA MLE | Tulsa Drillers | — | 506 | 462 | 78 | 15 | 2 | 12 | 38 | 219 | 1 | 7 | 5 | 169 | 234 | 288 | 521 | 119 | 269 | 43 | 8 | 229 | 41 | — | — | — | — | — | — |
| 2025 | 24 | AA MLE | 3 teams | — | 430 | 396 | 88 | 13 | 3 | 15 | 27 | 164 | 4 | 4 | 8 | 222 | 281 | 384 | 664 | 162 | 318 | 38 | 6 | 287 | 80 | — | — | — | — | — | — |
| 2026 | 25 | AA MLE | 2 teams | — | 513 | 455 | 94 | 14 | 2 | 14 | 44 | 183 | 9 | 11 | 5 | 207 | 287 | 338 | 626 | 132 | 300 | 36 | 9 | 277 | 73 | — | — | — | — | — | — |
| ▸ Model inputs — neutral MLE (past 3 seasons) | |||||||||||||||||||||||||||||||
| 2024 | 23 | AA MLE | Tulsa Drillers | — | 506 | 462 | 78 | 15 | 2 | 12 | 38 | 219 | 1 | 7 | 5 | 169 | 234 | 288 | 521 | 119 | 269 | 43 | 8 | 229 | 41 | — | — | — | — | — | — |
| 2025 | 24 | AA MLE | 3 teams | — | 430 | 396 | 88 | 13 | 3 | 15 | 27 | 164 | 4 | 4 | 8 | 222 | 281 | 384 | 664 | 162 | 318 | 38 | 6 | 287 | 80 | — | — | — | — | — | — |
| 2026 | 25 | AA MLE | 2 teams | — | 513 | 455 | 94 | 14 | 2 | 14 | 44 | 183 | 9 | 11 | 5 | 207 | 287 | 338 | 626 | 132 | 300 | 36 | 9 | 277 | 73 | — | — | — | — | — | — |
| ▸ 2027 season | |||||||||||||||||||||||||||||||
| ▸ 2027 — full MLE projection (neutral park, full availability) | |||||||||||||||||||||||||||||||
| 2027 | 26 | MLB MLE | NYM | 2% | 380 | 343 | 72 | 12 | 2 | 11 | 30 | 136 | 4 | 5 | 3 | 209 | 280 | 347 | 627 | 138 | 305 | 36 | 8 | 281 | 77 | -11 | -0 | +0 | +1 | +8 | 0.1 |
| ▸ 2027 — real world (MLB) | |||||||||||||||||||||||||||||||
| 2027 | 26 | MLB CTX | NYM | 2% | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 203 | 275 | 339 | 614 | 136 | 296 | 33 | 0 | 276 | 77 | -0 | +0 | +0 | +0 | +0 | -0.0 |
| ▸ Career projection (2028+) — MLB context, MLB playing time (PA × MLB%) | |||||||||||||||||||||||||||||||
| 2028 | 27 | MLB MLE | NYM | 27% | 225 | 202 | 42 | 7 | 1 | 6 | 18 | 80 | 3 | 3 | 2 | 209 | 281 | 347 | 629 | 138 | 304 | 36 | 8 | 282 | 77 | -6 | -0 | +0 | +1 | +5 | -0.1 |
| 2029 | 28 | MLB MLE | NYM | 40% | 253 | 228 | 48 | 8 | 1 | 7 | 20 | 88 | 3 | 3 | 2 | 210 | 281 | 346 | 627 | 137 | 302 | 35 | 8 | 282 | 77 | -7 | -0 | -1 | +1 | +5 | -0.2 |
| 2030 | 29 | MLB MLE | NYM | 45% | 263 | 237 | 49 | 8 | 1 | 7 | 21 | 91 | 3 | 2 | 2 | 209 | 280 | 343 | 624 | 134 | 301 | 35 | 8 | 280 | 76 | -8 | -0 | -1 | +1 | +6 | -0.3 |
| 2028 | 27 | MLB CTX | NYM | 27% | 60 | 54 | 11 | 2 | 0 | 2 | 5 | 21 | 1 | 1 | 1 | 204 | 276 | 339 | 615 | 135 | 294 | 35 | 8 | 277 | 77 | -2 | -0 | +0 | +0 | +1 | -0.0 |
| 2029 | 28 | MLB CTX | NYM | 40% | 101 | 91 | 18 | 3 | 0 | 3 | 8 | 35 | 1 | 1 | 1 | 204 | 276 | 338 | 614 | 134 | 293 | 35 | 8 | 276 | 77 | -3 | -0 | -0 | +0 | +2 | -0.1 |
| 2030 | 29 | MLB CTX | NYM | 45% | 118 | 107 | 21 | 3 | 0 | 3 | 9 | 41 | 1 | 1 | 1 | 203 | 275 | 335 | 610 | 132 | 291 | 35 | 8 | 275 | 76 | -3 | -0 | -1 | +0 | +3 | -0.1 |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| ▸ Career totals — MLB only (actual + projected) | |||||||||||||||||||||||||||||||
| Career | — | A+C | — | 279 | 252 | 50 | 8 | 0 | 8 | 22 | 97 | 3 | 3 | 3 | 198 | 271 | 325 | 596 | 127 | 282 | 35 | 8 | 276 | 70 | -8 | -1 | -1 | +1 | +6 | -0.2 | |
| / 162G | — | A+C | — | 650 | 587 | 117 | 19 | 0 | 19 | 51 | 226 | 7 | 7 | 7 | 199 | 271 | 329 | 600 | 129 | 282 | 35 | 8 | 276 | 70 | -18 | -1 | -2 | +2 | +14 | -0.5 | |
| Career | — | MLE | — | 4022 | 3621 | 737 | 127 | 19 | 110 | 298 | 1462 | 62 | 55 | 34 | 204 | 276 | 340 | 616 | 137 | 301 | 36 | 7 | 271 | 70 | -25 | -1 | -2 | +3 | +19 | -0.5 | |
| / 162G | — | MLE | — | 650 | 585 | 120 | 21 | 3 | 18 | 48 | 236 | 10 | 9 | 5 | 205 | 277 | 344 | 620 | 138 | 303 | 36 | 7 | 271 | 70 | -18 | -1 | -2 | +2 | +14 | -0.4 | |
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.
2026 AABinghamton Rumble Ponies · 387 PAwOBA .320 → .262 (−58)K% 31.8% → 38.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 31.78% | ÷1.000 | ×1.220 | — | — | 38.78% |
| BB% (unintentional) /PA | 13.44% | ÷1.000 | ×0.700 | — | ×0.998 | 9.39% |
| HBP% /PA | 1.03% | — | ×0.850 | — | ×0.998 | 0.88% |
| Singles /BIP | 21.74% | ÷1.000 | ×0.970 | ×1.050 | ×0.998 | 22.10% |
| Doubles /BIP | 5.80% | ÷1.000 | ×0.860 | ×1.050 | ×0.998 | 5.22% |
| Triples /BIP | 0.00% | ÷1.000 | ×0.950 | ×1.050 | ×0.998 | 0.00% |
| Home runs /BIP | 7.25% | ÷1.000 | ×0.780 | — | ×0.998 | 5.64% |
Factors used: league row EL. 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 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 ×1.050.
Result: wOBA .320 → .262; ISO .173 → .132; BABIP .295 → .288. 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).
2026 AAASyracuse Mets · 126 PAwOBA .374 → .322 (−51)K% 21.4% → 25.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.43% | ÷1.000 | ×1.200 | — | — | 25.71% |
| BB% (unintentional) /PA | 8.73% | ÷1.000 | ×0.690 | — | ×1.033 | 6.22% |
| HBP% /PA | 3.97% | — | ×0.940 | — | ×1.033 | 3.85% |
| Singles /BIP | 26.83% | ÷1.000 | ×0.930 | ×0.999 | ×1.033 | 25.75% |
| Doubles /BIP | 4.88% | ÷1.000 | ×0.830 | ×0.999 | ×1.033 | 4.18% |
| Triples /BIP | 2.44% | ÷1.000 | ×0.970 | ×0.999 | ×1.033 | 2.44% |
| Home runs /BIP | 4.88% | ÷1.000 | ×0.700 | — | ×1.033 | 3.53% |
Factors used: league row International League. 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 27.2 → +3.3% on BB/HBP/hit rates (2.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.999.
Result: wOBA .374 → .322; ISO .183 → .146; BABIP .359 → .336. 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).
2025 AATulsa Drillers · 244 PAwOBA .305 → .249 (−56)K% 32.0% → 39.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 31.97% | ÷0.984 | ×1.220 | — | — | 39.65% |
| BB% (unintentional) /PA | 9.84% | ÷1.061 | ×0.700 | — | ×1.012 | 6.56% |
| HBP% /PA | 1.23% | — | ×0.870 | — | ×1.012 | 1.08% |
| Singles /BIP | 23.70% | ÷0.968 | ×0.920 | ×0.992 | ×1.012 | 22.62% |
| Doubles /BIP | 3.70% | ÷1.014 | ×0.840 | ×0.992 | ×1.012 | 3.08% |
| Triples /BIP | 0.00% | ÷1.137 | ×0.940 | ×0.992 | ×1.012 | 0.00% |
| Home runs /BIP | 7.41% | ÷0.957 | ×0.800 | — | ×1.012 | 6.27% |
Factors used: league row TL. Park (home-season share, regressed): HR 91, 1B 94, 2B 103, 3B 127, K 97, BB 112 — 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 ×0.992.
Result: wOBA .305 → .249; ISO .164 → .132; BABIP .287 → .265. 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).
2025 AAAOklahoma City Comets · 167 PAwOBA .389 → .342 (−47)K% 30.5% → 36.1%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 30.54% | ÷1.015 | ×1.200 | — | — | 36.10% |
| BB% (unintentional) /PA | 8.98% | ÷1.083 | ×0.690 | — | ×1.048 | 6.00% |
| HBP% /PA | 0.60% | — | ×0.940 | — | ×1.048 | 0.59% |
| Singles /BIP | 24.49% | ÷0.951 | ×0.930 | ×1.050 | ×1.048 | 26.34% |
| Doubles /BIP | 9.18% | ÷0.969 | ×0.830 | ×1.050 | ×1.048 | 8.66% |
| Triples /BIP | 3.06% | ÷1.150 | ×0.970 | ×1.050 | ×1.048 | 2.84% |
| Home runs /BIP | 8.16% | ÷0.956 | ×0.700 | — | ×1.048 | 6.26% |
Factors used: league row International League. Park (home-season share, regressed): HR 91, 1B 90, 2B 94, 3B 130, K 103, BB 117 — 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). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .389 → .342; ISO .262 → .213; BABIP .391 → .395. 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 AATulsa Drillers · 506 PAwOBA .306 → .229 (−77)K% 34.0% → 43.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 33.99% | ÷0.959 | ×1.220 | — | — | 43.23% |
| BB% (unintentional) /PA | 11.07% | ÷1.048 | ×0.700 | — | ×1.027 | 7.59% |
| HBP% /PA | 0.20% | — | ×0.870 | — | ×1.027 | 0.18% |
| Singles /BIP | 22.14% | ÷1.042 | ×0.920 | ×0.977 | ×1.027 | 19.61% |
| Doubles /BIP | 7.01% | ÷1.003 | ×0.840 | ×0.977 | ×1.027 | 5.89% |
| Triples /BIP | 0.74% | ÷1.142 | ×0.940 | ×0.977 | ×1.027 | 0.61% |
| Home runs /BIP | 6.27% | ÷1.063 | ×0.800 | — | ×1.027 | 4.85% |
Factors used: league row TL. Park (home-season share, regressed): HR 113, 1B 108, 2B 101, 3B 128, K 92, BB 110 — applied at half strength. Age: age 23 vs a level average of 24.8 → +2.7% on BB/HBP/hit rates (1.8 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.977.
Result: wOBA .306 → .229; ISO .167 → .121; BABIP .313 → .269. 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 AATulsa Drillers · 485 PAwOBA .327 → .276 (−50)K% 28.9% → 34.4%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 28.87% | ÷1.023 | ×1.220 | — | — | 34.41% |
| BB% (unintentional) /PA | 11.13% | ÷0.973 | ×0.700 | — | ×1.042 | 8.35% |
| HBP% /PA | 1.44% | — | ×0.870 | — | ×1.042 | 1.31% |
| Singles /BIP | 24.64% | ÷0.992 | ×0.920 | ×0.992 | ×1.042 | 23.61% |
| Doubles /BIP | 4.71% | ÷0.942 | ×0.840 | ×0.992 | ×1.042 | 4.34% |
| Triples /BIP | 0.00% | ÷0.900 | ×0.940 | ×0.992 | ×1.042 | 0.00% |
| Home runs /BIP | 6.88% | ÷1.083 | ×0.800 | — | ×1.042 | 5.30% |
Factors used: league row TL. Park (home-season share, regressed): HR 117, 1B 98, 2B 88, 3B 80, K 105, BB 95 — 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 ×0.992.
Result: wOBA .327 → .276; ISO .168 → .132; BABIP .308 → .288. 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+Great Lakes Loons · 407 PAwOBA .339 → .266 (−73)K% 32.7% → 40.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 32.68% | ÷1.033 | ×1.270 | — | — | 40.18% |
| BB% (unintentional) /PA | 9.58% | ÷0.980 | ×0.710 | — | ×1.027 | 7.13% |
| HBP% /PA | 1.23% | — | ×0.790 | — | ×1.027 | 1.00% |
| Singles /BIP | 20.09% | ÷1.026 | ×0.920 | ×1.013 | ×1.027 | 18.73% |
| Doubles /BIP | 8.30% | ÷0.985 | ×0.810 | ×1.013 | ×1.027 | 7.09% |
| Triples /BIP | 1.31% | ÷1.150 | ×0.850 | ×1.013 | ×1.027 | 1.01% |
| Home runs /BIP | 8.30% | ÷1.013 | ×0.800 | — | ×1.027 | 6.73% |
Factors used: league row Midwest League. Park (home-season share, regressed): HR 103, 1B 105, 2B 97, 3B 130, K 107, BB 96 — 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 ×1.013.
Result: wOBA .339 → .266; ISO .227 → .170; BABIP .322 → .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).
2022 ARancho Cucamonga Quakes · 138 PAwOBA .394 → .290 (−104)K% 26.1% → 38.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 26.09% | ÷0.930 | ×1.360 | — | — | 38.16% |
| BB% (unintentional) /PA | 13.04% | ÷1.072 | ×0.690 | — | ×1.015 | 8.52% |
| HBP% /PA | 3.62% | — | ×0.780 | — | ×1.015 | 2.87% |
| Singles /BIP | 25.00% | ÷0.981 | ×0.920 | ×0.993 | ×1.015 | 23.63% |
| Doubles /BIP | 3.95% | ÷0.923 | ×0.830 | ×0.993 | ×1.015 | 3.58% |
| Triples /BIP | 3.95% | ÷1.150 | ×0.910 | ×0.993 | ×1.015 | 3.15% |
| Home runs /BIP | 7.89% | ÷1.247 | ×0.800 | — | ×1.015 | 5.14% |
Factors used: level-wide A factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 149, 1B 96, 2B 85, 3B 130, K 86, BB 114 — 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 ×0.993.
Result: wOBA .394 → .290; ISO .241 → .157; BABIP .342 → .306. 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 — .