Bryan Ramos
3B Norfolk Tides| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2024 | 22 | AAA/AACWS | 377 | .242/.317/.387 | 10 | 8 | 62 | — | .206/.269/.319 |
| 2024 | 22 | MLBCWS | 108 | .202/.252/.333 | 3 | 0 | 61 | -0.4 | |
| 2025 | 23 | AAACWS | 431 | .216/.310/.396 | 16 | 13 | 51 | — | .177/.256/.291 |
| 2026 | 24 | AAABAL | 370 | .216/.319/.320 | 6 | 9 | 55 | — | .195/.281/.280 |
| 2027PROJ10% MLB | 25 | MLBBAL | 16 | .211/.287/.327 | 0 | 1 | 72 | 0.0 | |
| 2028PROJ35% MLB | 26 | MLBBAL | 109 | .216/.291/.344 | 3 | 5 | 77 | 0.0 | |
| 2029PROJ44% MLB | 27 | MLBBAL | 142 | .217/.292/.345 | 3 | 6 | 77 | 0.0 |
Tools · Splits · ContractCON 40 / POW 55
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 | 17 | ROK | ACL White Sox | — | 218 | 188 | 52 | 10 | 2 | 4 | 19 | 44 | 6 | 3 | 4 | 277 | 362 | 415 | 776 | 138 | 331 | 20 | 9 | 342 | 55 | — | — | — | — | — | — |
| 2021 | 19 | A | Kannapolis Cannon Ballers | — | 504 | 431 | 105 | 23 | 6 | 13 | 51 | 110 | 18 | 13 | 4 | 244 | 348 | 415 | 763 | 172 | 295 | 22 | 10 | 341 | 68 | — | — | — | — | — | — |
| 2022 | 20 | AA | Birmingham Barons | — | 86 | 80 | 18 | 3 | 0 | 3 | 5 | 15 | 1 | 0 | 1 | 225 | 279 | 375 | 654 | 150 | 242 | 17 | 6 | 293 | 51 | — | — | — | — | — | — |
| 2022 | 20 | A+ | Winston-Salem Dash | — | 433 | 382 | 105 | 16 | 1 | 19 | 40 | 71 | 6 | 1 | 0 | 275 | 352 | 471 | 823 | 196 | 291 | 16 | 9 | 361 | 88 | — | — | — | — | — | — |
| 2023 | 21 | AA | Birmingham Barons | — | 342 | 291 | 79 | 10 | 1 | 14 | 38 | 75 | 8 | 4 | 3 | 271 | 368 | 457 | 825 | 186 | 319 | 22 | 11 | 365 | 84 | — | — | — | — | — | — |
| 2023 | 21 | A | Kannapolis Cannon Ballers | — | 17 | 16 | 2 | 0 | 0 | 1 | 0 | 4 | 0 | 0 | 0 | 125 | 118 | 312 | 430 | 188 | 91 | 24 | 0 | 176 | -10 | — | — | — | — | — | — |
| 2023 | 21 | INTL | Glendale Desert Dogs | — | 97 | 86 | 23 | 2 | 0 | 4 | 9 | 19 | 0 | 1 | 0 | 267 | 330 | 430 | 760 | 163 | 302 | 20 | 9 | 336 | 113 | — | — | — | — | — | — |
| 2024 | 22 | MLB | Chicago White Sox | — | 108 | 99 | 20 | 4 | 0 | 3 | 7 | 22 | 0 | 0 | 2 | 202 | 252 | 333 | 586 | 131 | 227 | 20 | 6 | 260 | 61 | -5 | -1 | -2 | +2 | +2 | -0.4 |
| 2024 | 22 | AAA | Charlotte Knights | — | 279 | 243 | 64 | 13 | 0 | 8 | 24 | 58 | 5 | 6 | 3 | 263 | 336 | 416 | 751 | 152 | 313 | 21 | 9 | 332 | 72 | — | — | — | — | — | — |
| 2024 | 22 | AA | Birmingham Barons | — | 98 | 88 | 16 | 5 | 0 | 2 | 7 | 28 | 3 | 2 | 0 | 182 | 265 | 307 | 572 | 125 | 241 | 29 | 7 | 263 | 32 | — | — | — | — | — | — |
| 2025 | 23 | AAA | Charlotte Knights | — | 431 | 371 | 80 | 17 | 1 | 16 | 42 | 96 | 10 | 13 | 4 | 216 | 310 | 396 | 706 | 181 | 243 | 22 | 10 | 313 | 51 | — | — | — | — | — | — |
| 2026 | 24 | AAA | Norfolk Tides | — | 370 | 306 | 66 | 14 | 0 | 6 | 45 | 82 | 6 | 9 | 8 | 216 | 319 | 320 | 639 | 105 | 273 | 22 | 12 | 292 | 55 | — | — | — | — | — | — |
| ▸ Career Totals (raw MLB only — historical actual) | |||||||||||||||||||||||||||||||
| MLB Career | — | — | 108 | 99 | 20 | 4 | 0 | 3 | 7 | 22 | 0 | 0 | 2 | 202 | 252 | 333 | 586 | 131 | 227 | 20 | 6 | 260 | 62 | -5 | -1 | -2 | +2 | +2 | -0.4 | ||
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2019 | 17 | ROK MLE | ACL White Sox | — | 218 | 195 | 39 | 7 | 1 | 3 | 12 | 63 | 6 | 3 | 4 | 200 | 268 | 292 | 560 | 92 | 258 | 29 | 6 | 249 | 55 | — | — | — | — | — | — |
| 2021 | 19 | A MLE | Kannapolis Cannon Ballers | — | 504 | 448 | 90 | 18 | 5 | 11 | 34 | 152 | 18 | 13 | 4 | 201 | 284 | 337 | 621 | 136 | 263 | 30 | 7 | 269 | 68 | — | — | — | — | — | — |
| 2022 | 20 | AA MLE | Birmingham Barons | — | 86 | 81 | 16 | 3 | 0 | 2 | 4 | 18 | 1 | 0 | 1 | 198 | 244 | 309 | 553 | 111 | 226 | 21 | 5 | 243 | 51 | — | — | — | — | — | — |
| 2022 | 20 | A+ MLE | Winston-Salem Dash | — | 433 | 399 | 94 | 12 | 1 | 18 | 24 | 97 | 6 | 1 | 0 | 236 | 289 | 406 | 695 | 170 | 259 | 22 | 6 | 298 | 88 | — | — | — | — | — | — |
| 2023 | 21 | AA MLE | Birmingham Barons | — | 342 | 305 | 67 | 9 | 1 | 11 | 27 | 97 | 8 | 4 | 3 | 220 | 300 | 364 | 664 | 144 | 277 | 28 | 8 | 293 | 84 | — | — | — | — | — | — |
| 2023 | 21 | A MLE | Kannapolis Cannon Ballers | — | 17 | 17 | 2 | 0 | 0 | 1 | 0 | 5 | 0 | 0 | 0 | 118 | 118 | 294 | 412 | 176 | 84 | 29 | 0 | 154 | -10 | — | — | — | — | — | — |
| 2024 | 22 | MLB MLE | Chicago White Sox | — | 108 | 100 | 20 | 4 | 0 | 3 | 7 | 22 | 0 | 0 | 2 | 200 | 252 | 330 | 582 | 130 | 227 | 20 | 6 | 258 | 61 | -5 | -1 | -2 | +2 | +2 | -0.4 |
| 2024 | 22 | AAA MLE | Charlotte Knights | — | 279 | 255 | 57 | 11 | 0 | 6 | 17 | 70 | 5 | 6 | 3 | 224 | 285 | 337 | 622 | 114 | 280 | 25 | 6 | 275 | 72 | — | — | — | — | — | — |
| 2024 | 22 | AA MLE | Birmingham Barons | — | 98 | 90 | 14 | 4 | 0 | 2 | 5 | 35 | 3 | 2 | 0 | 156 | 224 | 267 | 491 | 111 | 232 | 36 | 5 | 215 | 32 | — | — | — | — | — | — |
| 2025 | 23 | AAA MLE | Charlotte Knights | — | 431 | 385 | 68 | 15 | 1 | 9 | 31 | 116 | 10 | 13 | 4 | 177 | 256 | 291 | 547 | 114 | 217 | 27 | 7 | 243 | 51 | — | — | — | — | — | — |
| 2026 | 24 | AAA MLE | Norfolk Tides | — | 370 | 328 | 64 | 13 | 0 | 5 | 33 | 98 | 6 | 9 | 8 | 195 | 281 | 280 | 561 | 85 | 255 | 26 | 9 | 250 | 55 | — | — | — | — | — | — |
| 2019 | 17 | ROK MLE | ACL White Sox | — | 218 | 195 | 39 | 7 | 1 | 3 | 12 | 63 | 6 | 3 | 4 | 200 | 268 | 292 | 560 | 92 | 269 | 29 | 6 | 249 | 55 | — | — | — | — | — | — |
| 2019 | 17 | ROK RAW | ACL White Sox | — | 218 | 188 | 52 | 10 | 2 | 4 | 19 | 44 | 6 | 3 | 4 | 277 | 362 | 415 | 776 | 138 | 331 | 20 | 9 | 342 | 55 | — | — | — | — | — | — |
| 2021 | 19 | A MLE | Kannapolis Cannon Ballers | — | 504 | 448 | 90 | 18 | 5 | 11 | 34 | 152 | 18 | 13 | 4 | 201 | 284 | 337 | 621 | 136 | 273 | 30 | 7 | 269 | 68 | — | — | — | — | — | — |
| 2021 | 19 | A RAW | Kannapolis Cannon Ballers | — | 504 | 431 | 105 | 23 | 6 | 13 | 51 | 110 | 18 | 13 | 4 | 244 | 348 | 415 | 763 | 172 | 295 | 22 | 10 | 341 | 68 | — | — | — | — | — | — |
| 2022 | 20 | A+ MLE | 2 teams | — | 519 | 480 | 110 | 15 | 1 | 20 | 28 | 116 | 7 | 1 | 1 | 229 | 282 | 390 | 671 | 160 | 259 | 22 | 5 | 289 | 82 | — | — | — | — | — | — |
| 2022 | 20 | A+ RAW | 2 teams | — | 519 | 462 | 123 | 19 | 1 | 22 | 45 | 86 | 7 | 1 | 1 | 266 | 340 | 455 | 794 | 188 | 282 | 17 | 9 | 350 | 82 | — | — | — | — | — | — |
| 2023 | 21 | AA MLE | 3 teams | — | 456 | 411 | 88 | 12 | 1 | 16 | 35 | 131 | 8 | 5 | 3 | 214 | 289 | 365 | 654 | 151 | 271 | 29 | 8 | 286 | 80 | — | — | — | — | — | — |
| 2023 | 21 | AA RAW | 3 teams | — | 456 | 393 | 104 | 12 | 1 | 19 | 47 | 98 | 8 | 5 | 3 | 265 | 350 | 445 | 796 | 181 | 306 | 21 | 10 | 352 | 80 | — | — | — | — | — | — |
| 2024 | 22 | AAA MLE | 3 teams | — | 485 | 445 | 91 | 20 | 0 | 10 | 29 | 127 | 8 | 8 | 5 | 204 | 266 | 317 | 582 | 112 | 260 | 26 | 6 | 259 | 62 | — | — | — | — | — | — |
| 2024 | 22 | AAA RAW | 3 teams | — | 485 | 430 | 100 | 22 | 0 | 13 | 38 | 108 | 8 | 8 | 5 | 233 | 303 | 374 | 677 | 142 | 279 | 22 | 8 | 302 | 62 | — | — | — | — | — | — |
| 2025 | 23 | AAA MLE | Charlotte Knights | — | 431 | 385 | 68 | 15 | 1 | 9 | 31 | 116 | 10 | 13 | 4 | 177 | 256 | 291 | 547 | 114 | 223 | 27 | 7 | 243 | 51 | — | — | — | — | — | — |
| 2025 | 23 | AAA RAW | Charlotte Knights | — | 431 | 371 | 80 | 17 | 1 | 16 | 42 | 96 | 10 | 13 | 4 | 216 | 310 | 396 | 706 | 181 | 243 | 22 | 10 | 313 | 51 | — | — | — | — | — | — |
| 2026 | 24 | AAA MLE | Norfolk Tides | — | 370 | 328 | 64 | 13 | 0 | 5 | 33 | 98 | 6 | 9 | 8 | 195 | 281 | 280 | 561 | 85 | 260 | 26 | 9 | 250 | 55 | — | — | — | — | — | — |
| 2026 | 24 | AAA RAW | Norfolk Tides | — | 370 | 306 | 66 | 14 | 0 | 6 | 45 | 82 | 6 | 9 | 8 | 216 | 319 | 320 | 639 | 105 | 273 | 22 | 12 | 292 | 55 | — | — | — | — | — | — |
| 2019 | 17 | ROK MLE | ACL White Sox | — | 218 | 198 | 39 | 7 | 1 | 3 | 12 | 63 | 6 | 3 | 4 | 197 | 268 | 288 | 555 | 91 | 258 | 29 | 6 | 249 | 55 | — | — | — | — | — | — |
| 2021 | 19 | A MLE | Kannapolis Cannon Ballers | — | 504 | 447 | 90 | 18 | 5 | 11 | 34 | 152 | 18 | 13 | 4 | 201 | 284 | 338 | 622 | 136 | 263 | 30 | 7 | 269 | 68 | — | — | — | — | — | — |
| 2022 | 20 | A+ MLE | 2 teams | — | 519 | 479 | 110 | 15 | 1 | 20 | 28 | 116 | 7 | 1 | 1 | 230 | 282 | 390 | 672 | 161 | 254 | 22 | 5 | 289 | 82 | — | — | — | — | — | — |
| 2023 | 21 | AA MLE | 3 teams | — | 456 | 410 | 88 | 12 | 1 | 16 | 35 | 131 | 8 | 5 | 3 | 215 | 289 | 366 | 654 | 151 | 268 | 29 | 8 | 286 | 80 | — | — | — | — | — | — |
| 2024 | 22 | AAA MLE | 3 teams | — | 485 | 445 | 91 | 20 | 0 | 10 | 29 | 127 | 8 | 8 | 5 | 204 | 266 | 317 | 582 | 112 | 258 | 26 | 6 | 259 | 62 | — | — | — | — | — | — |
| 2025 | 23 | AAA MLE | Charlotte Knights | — | 431 | 387 | 68 | 15 | 1 | 9 | 31 | 116 | 10 | 13 | 4 | 176 | 256 | 289 | 545 | 114 | 217 | 27 | 7 | 243 | 51 | — | — | — | — | — | — |
| 2026 | 24 | AAA MLE | Norfolk Tides | — | 370 | 328 | 64 | 13 | 0 | 5 | 33 | 98 | 6 | 9 | 8 | 195 | 281 | 280 | 561 | 85 | 255 | 26 | 9 | 250 | 55 | — | — | — | — | — | — |
| ▸ Model inputs — neutral MLE (past 3 seasons) | |||||||||||||||||||||||||||||||
| 2024 | 22 | AAA MLE | 3 teams | — | 485 | 445 | 91 | 20 | 0 | 10 | 29 | 127 | 8 | 8 | 5 | 204 | 266 | 317 | 582 | 112 | 258 | 26 | 6 | 259 | 62 | — | — | — | — | — | — |
| 2025 | 23 | AAA MLE | Charlotte Knights | — | 431 | 387 | 68 | 15 | 1 | 9 | 31 | 116 | 10 | 13 | 4 | 176 | 256 | 289 | 545 | 114 | 217 | 27 | 7 | 243 | 51 | — | — | — | — | — | — |
| 2026 | 24 | AAA MLE | Norfolk Tides | — | 370 | 328 | 64 | 13 | 0 | 5 | 33 | 98 | 6 | 9 | 8 | 195 | 281 | 280 | 561 | 85 | 255 | 26 | 9 | 250 | 55 | — | — | — | — | — | — |
| ▸ 2027 season | |||||||||||||||||||||||||||||||
| ▸ 2027 — full MLE projection (neutral park, full availability) | |||||||||||||||||||||||||||||||
| 2027 | 25 | MLB MLE | BAL | 10% | 380 | 341 | 72 | 14 | 1 | 8 | 29 | 99 | 7 | 17 | 3 | 208 | 284 | 320 | 603 | 112 | 267 | 26 | 8 | 274 | 72 | -13 | +2 | -1 | +1 | +8 | 0.0 |
| ▸ 2027 — real world (MLB) | |||||||||||||||||||||||||||||||
| 2027 | 25 | MLB CTX | BAL | 10% | 16 | 15 | 3 | 1 | 0 | 0 | 1 | 4 | 0 | 1 | 0 | 211 | 287 | 327 | 614 | 116 | 271 | 25 | 6 | 279 | 72 | -1 | +0 | -0 | +0 | +0 | 0.0 |
| ▸ Career projection (2028+) — MLB context, MLB playing time (PA × MLB%) | |||||||||||||||||||||||||||||||
| 2028 | 26 | MLB MLE | BAL | 35% | 315 | 283 | 60 | 12 | 1 | 7 | 24 | 81 | 5 | 14 | 3 | 212 | 288 | 336 | 623 | 123 | 268 | 26 | 8 | 282 | 77 | -9 | +2 | -1 | +1 | +7 | -0.0 |
| 2029 | 27 | MLB MLE | BAL | 44% | 323 | 290 | 63 | 12 | 1 | 8 | 25 | 83 | 5 | 14 | 3 | 213 | 288 | 336 | 625 | 124 | 269 | 26 | 8 | 283 | 77 | -9 | +2 | -1 | +1 | +7 | 0.0 |
| 2030 | 28 | MLB MLE | BAL | 49% | 324 | 291 | 63 | 12 | 1 | 8 | 25 | 84 | 5 | 12 | 3 | 213 | 288 | 335 | 623 | 123 | 269 | 26 | 8 | 282 | 77 | -9 | +1 | -2 | +1 | +7 | -0.1 |
| 2031 | 29 | MLB MLE | BAL | 50% | 314 | 281 | 60 | 11 | 1 | 7 | 25 | 82 | 5 | 10 | 2 | 212 | 287 | 332 | 619 | 121 | 268 | 26 | 8 | 280 | 76 | -9 | +1 | -2 | +1 | +7 | -0.2 |
| 2032 | 30 | MLB MLE | BAL | 51% | 305 | 273 | 57 | 11 | 0 | 7 | 24 | 80 | 5 | 8 | 2 | 210 | 284 | 328 | 612 | 118 | 267 | 26 | 8 | 277 | 74 | -9 | +1 | -3 | +1 | +7 | -0.4 |
| 2028 | 26 | MLB CTX | BAL | 35% | 109 | 98 | 21 | 4 | 0 | 3 | 8 | 28 | 2 | 5 | 1 | 216 | 291 | 344 | 635 | 128 | 272 | 26 | 7 | 287 | 77 | -3 | +1 | -0 | +0 | +2 | 0.0 |
| 2029 | 27 | MLB CTX | BAL | 44% | 142 | 128 | 26 | 5 | 0 | 3 | 11 | 37 | 2 | 6 | 1 | 217 | 292 | 345 | 637 | 128 | 273 | 26 | 8 | 287 | 77 | -4 | +1 | -0 | +1 | +3 | 0.0 |
| 2030 | 28 | MLB CTX | BAL | 49% | 158 | 142 | 31 | 6 | 0 | 4 | 12 | 41 | 3 | 6 | 1 | 216 | 291 | 343 | 635 | 127 | 273 | 26 | 8 | 287 | 77 | -4 | +1 | -1 | +1 | +3 | -0.0 |
| 2031 | 29 | MLB CTX | BAL | 50% | 157 | 142 | 30 | 6 | 0 | 4 | 12 | 41 | 2 | 5 | 1 | 215 | 290 | 340 | 630 | 125 | 272 | 26 | 8 | 285 | 76 | -5 | +1 | -1 | +1 | +3 | -0.1 |
| 2032 | 30 | MLB CTX | BAL | 51% | 154 | 139 | 30 | 6 | 0 | 4 | 12 | 40 | 2 | 4 | 1 | 214 | 288 | 336 | 624 | 122 | 271 | 26 | 8 | 282 | 74 | -5 | +0 | -2 | +1 | +3 | -0.2 |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| ▸ Career totals — MLB only (actual + projected) | |||||||||||||||||||||||||||||||
| Career | — | A+C | — | 828 | 748 | 158 | 31 | 0 | 21 | 62 | 209 | 11 | 26 | 7 | 211 | 281 | 337 | 618 | 126 | 261 | 25 | 7 | 282 | 70 | -25 | +2 | -7 | +4 | +18 | -0.7 | |
| / 162G | — | A+C | — | 650 | 587 | 123 | 24 | 0 | 16 | 49 | 164 | 9 | 20 | 5 | 210 | 281 | 332 | 613 | 123 | 260 | 25 | 8 | 282 | 70 | -20 | +2 | -5 | +3 | +14 | -0.6 | |
| Career | — | MLE | — | 4719 | 4249 | 882 | 164 | 13 | 114 | 337 | 1253 | 91 | 117 | 43 | 208 | 280 | 333 | 613 | 125 | 263 | 27 | 7 | 271 | 70 | -55 | +7 | -12 | +8 | +40 | -1.3 | |
| / 162G | — | MLE | — | 650 | 585 | 122 | 23 | 2 | 16 | 46 | 173 | 13 | 16 | 6 | 209 | 281 | 337 | 618 | 128 | 264 | 27 | 7 | 271 | 70 | -19 | +2 | -4 | +3 | +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 AAANorfolk Tides · 370 PAwOBA .286 → .250 (−36)K% 22.2% → 26.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 22.16% | ÷1.000 | ×1.200 | — | — | 26.59% |
| BB% (unintentional) /PA | 12.16% | ÷1.000 | ×0.690 | — | ×1.048 | 8.79% |
| HBP% /PA | 1.62% | — | ×0.940 | — | ×1.048 | 1.60% |
| Singles /BIP | 20.54% | ÷1.000 | ×0.930 | ×0.990 | ×1.048 | 19.81% |
| Doubles /BIP | 6.25% | ÷1.000 | ×0.830 | ×0.990 | ×1.048 | 5.38% |
| Triples /BIP | 0.00% | ÷1.000 | ×0.970 | ×0.990 | ×1.048 | 0.00% |
| Home runs /BIP | 2.68% | ÷1.000 | ×0.700 | — | ×1.048 | 1.97% |
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 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 ×0.990.
Result: wOBA .286 → .250; ISO .105 → .086; BABIP .273 → .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).
2025 AAACharlotte Knights · 431 PAwOBA .308 → .243 (−65)K% 22.3% → 26.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 22.27% | ÷0.996 | ×1.200 | — | — | 26.85% |
| BB% (unintentional) /PA | 9.74% | ÷0.984 | ×0.690 | — | ×1.050 | 7.17% |
| HBP% /PA | 2.32% | — | ×0.940 | — | ×1.050 | 2.29% |
| Singles /BIP | 16.73% | ÷1.002 | ×0.930 | ×0.962 | ×1.050 | 15.67% |
| Doubles /BIP | 6.18% | ÷0.980 | ×0.830 | ×0.962 | ×1.050 | 5.29% |
| Triples /BIP | 0.36% | ÷0.961 | ×0.970 | ×0.962 | ×1.050 | 0.37% |
| Home runs /BIP | 5.82% | ÷1.320 | ×0.700 | — | ×1.050 | 3.24% |
Factors used: league row International League. Park (home-season share, regressed): HR 164, 1B 100, 2B 96, 3B 92, K 99, BB 97 — 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 ×0.962.
Result: wOBA .308 → .243; ISO .181 → .117; BABIP .243 → .217. 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 AAACharlotte Knights · 279 PAwOBA .326 → .275 (−51)K% 20.8% → 25.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 20.79% | ÷0.991 | ×1.200 | — | — | 25.17% |
| BB% (unintentional) /PA | 8.60% | ÷1.025 | ×0.690 | — | ×1.050 | 6.08% |
| HBP% /PA | 1.79% | — | ×0.940 | — | ×1.050 | 1.77% |
| Singles /BIP | 23.24% | ÷1.033 | ×0.930 | ×0.976 | ×1.050 | 21.44% |
| Doubles /BIP | 7.03% | ÷0.994 | ×0.830 | ×0.976 | ×1.050 | 6.01% |
| Triples /BIP | 0.00% | ÷1.049 | ×0.970 | ×0.976 | ×1.050 | 0.00% |
| Home runs /BIP | 4.32% | ÷1.016 | ×0.700 | — | ×1.050 | 3.13% |
Factors used: league row International League. Park (home-season share, regressed): HR 103, 1B 107, 2B 99, 3B 110, K 98, BB 105 — applied at half strength. Age: age 22 vs a level average of 27.2 → +5.0% on BB/HBP/hit rates (5.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.976.
Result: wOBA .326 → .275; ISO .152 → .118; BABIP .313 → .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).
2024 AABirmingham Barons · 98 PAwOBA .257 → .215 (−42)K% 28.6% → 35.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 28.57% | ÷0.980 | ×1.220 | — | — | 35.58% |
| BB% (unintentional) /PA | 7.14% | ÷1.081 | ×0.680 | — | ×1.042 | 4.68% |
| HBP% /PA | 3.06% | — | ×0.840 | — | ×1.042 | 2.68% |
| Singles /BIP | 15.00% | ÷0.979 | ×0.920 | ×0.992 | ×1.042 | 14.57% |
| Doubles /BIP | 8.33% | ÷0.990 | ×0.910 | ×0.992 | ×1.042 | 7.91% |
| Triples /BIP | 0.00% | ÷1.044 | ×0.880 | ×0.992 | ×1.042 | 0.00% |
| Home runs /BIP | 3.33% | ÷0.935 | ×0.800 | — | ×1.042 | 2.97% |
Factors used: league row SL. Park (home-season share, regressed): HR 87, 1B 96, 2B 98, 3B 109, K 96, BB 116 — 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 .257 → .215; ISO .125 → .107; BABIP .241 → .232. 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 AABirmingham Barons · 342 PAwOBA .358 → .293 (−65)K% 21.9% → 28.5%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.93% | ÷0.938 | ×1.220 | — | — | 28.54% |
| BB% (unintentional) /PA | 11.11% | ÷0.995 | ×0.680 | — | ×1.050 | 7.97% |
| HBP% /PA | 2.34% | — | ×0.840 | — | ×1.050 | 2.06% |
| Singles /BIP | 25.00% | ÷1.069 | ×0.920 | ×0.959 | ×1.050 | 21.67% |
| Doubles /BIP | 4.63% | ÷0.961 | ×0.910 | ×0.959 | ×1.050 | 4.41% |
| Triples /BIP | 0.46% | ÷0.967 | ×0.880 | ×0.959 | ×1.050 | 0.42% |
| Home runs /BIP | 6.48% | ÷1.013 | ×0.800 | — | ×1.050 | 5.38% |
Factors used: league row SL. Park (home-season share, regressed): HR 103, 1B 114, 2B 92, 3B 93, K 88, BB 99 — applied at half strength. Age: age 21 vs a level average of 24.8 → +5.0% on BB/HBP/hit rates (3.8 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.959.
Result: wOBA .358 → .293; ISO .186 → .154; BABIP .319 → .277. 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 AKannapolis Cannon Ballers · 17 PAwOBA .170 → .154 (−16)K% 23.5% → 31.9%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 23.53% | ÷1.004 | ×1.360 | — | — | 31.88% |
| BB% (unintentional) /PA | 0.00% | ÷0.951 | ×0.690 | — | ×1.015 | 0.00% |
| HBP% /PA | 0.00% | — | ×0.780 | — | ×1.015 | 0.00% |
| Singles /BIP | 8.33% | ÷1.002 | ×0.920 | — | ×1.015 | 7.77% |
| Doubles /BIP | 0.00% | ÷1.050 | ×0.830 | — | ×1.015 | 0.00% |
| Triples /BIP | 0.00% | ÷0.988 | ×0.910 | — | ×1.015 | 0.00% |
| Home runs /BIP | 8.33% | ÷0.861 | ×0.800 | — | ×1.015 | 7.86% |
Factors used: level-wide A factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 72, 1B 100, 2B 110, 3B 98, K 101, BB 90 — 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 .170 → .154; ISO .188 → .171; BABIP .091 → .084. 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+Winston-Salem Dash · 433 PAwOBA .355 → .298 (−57)K% 16.4% → 22.5%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 16.40% | ÷0.953 | ×1.310 | — | — | 22.54% |
| BB% (unintentional) /PA | 9.24% | ÷1.037 | ×0.600 | — | ×1.042 | 5.57% |
| HBP% /PA | 1.39% | — | ×0.770 | — | ×1.042 | 1.11% |
| Singles /BIP | 22.19% | ÷0.956 | ×0.870 | ×0.980 | ×1.042 | 20.60% |
| Doubles /BIP | 5.14% | ÷1.056 | ×0.780 | ×0.980 | ×1.042 | 3.88% |
| Triples /BIP | 0.32% | ÷1.150 | ×0.850 | ×0.980 | ×1.042 | 0.24% |
| Home runs /BIP | 6.11% | ÷0.955 | ×0.880 | — | ×1.042 | 5.87% |
Factors used: league row South Atlantic League. Park (home-season share, regressed): HR 91, 1B 91, 2B 111, 3B 130, K 91, BB 107 — applied at half strength. Age: age 20 vs a level average of 22.8 → +4.2% on BB/HBP/hit rates (2.8 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.980.
Result: wOBA .355 → .298; ISO .196 → .176; BABIP .291 → .259. 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 AABirmingham Barons · 86 PAwOBA .285 → .243 (−42)K% 17.4% → 21.5%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 17.44% | ÷0.988 | ×1.220 | — | — | 21.55% |
| BB% (unintentional) /PA | 5.81% | ÷0.993 | ×0.680 | — | ×1.050 | 4.18% |
| HBP% /PA | 1.16% | — | ×0.840 | — | ×1.050 | 1.03% |
| Singles /BIP | 18.46% | ÷1.000 | ×0.920 | ×0.969 | ×1.050 | 17.29% |
| Doubles /BIP | 4.62% | ÷0.947 | ×0.910 | ×0.969 | ×1.050 | 4.51% |
| Triples /BIP | 0.00% | ÷0.987 | ×0.880 | ×0.969 | ×1.050 | 0.00% |
| Home runs /BIP | 4.62% | ÷1.056 | ×0.800 | — | ×1.050 | 3.67% |
Factors used: league row SL. Park (home-season share, regressed): HR 111, 1B 100, 2B 89, 3B 97, K 98, BB 99 — applied at half strength. Age: age 20 vs a level average of 24.8 → +5.0% on BB/HBP/hit rates (4.8 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.969.
Result: wOBA .285 → .243; ISO .150 → .122; BABIP .242 → .226. 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 — .