Nevin Ashley
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG | |
|---|---|---|---|---|---|---|---|---|---|---|
| 2014 | 29 | AAAPIT | 234 | .246/.335/.345 | 2 | 0 | 63 | — | .215/.287/.306 | |
| 2015 | 30 | AAA/INTL2 orgs | 414 | .291/.368/.423 | 8 | 0 | 72 | — | .242/.301/.346 | |
| 2015 | 30 | MLBMIL | 21 | .100/.143/.150 | 0 | 0 | -17 | 0.6 | ||
| 2016 | 31 | AAATEX | 212 | .232/.349/.373 | 5 | 1 | 65 | — | .188/.278/.290 | |
| 2017 | 32 | No MLB games played | ||||||||
| 2018 | 33 | No MLB games played | ||||||||
| 2019 | 34 | No MLB games played | ||||||||
| 2020 | 35 | No MLB games played | ||||||||
| 2021 | 36 | No MLB games played | ||||||||
| 2022 | 37 | No MLB games played | ||||||||
| 2023 | 38 | No MLB games played | ||||||||
| 2024 | 39 | No MLB games played | ||||||||
| 2025 | 40 | No MLB games played | ||||||||
| 2026 | 41 | No MLB games played | ||||||||
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. Catcher framing: only 2027 Statcast framing is modeled (Baseball Savant server-caches the leaderboard to the current season); prior-year framing is unmodeled — projections for established framers may run 1-3 WAR low.
| 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) | |||||||||||||||||||||||||||||||
| 2006 | 21 | ROK | Princeton Devil Rays | — | 185 | 153 | 51 | 8 | 1 | 4 | 21 | 40 | 9 | 7 | 3 | 333 | 443 | 477 | 920 | 144 | 427 | 22 | 11 | 410 | 91 | — | — | — | — | — | — |
| 2007 | 22 | A | Columbus Catfish | — | 490 | 429 | 120 | 13 | 8 | 12 | 49 | 92 | 4 | 20 | 8 | 280 | 359 | 431 | 790 | 152 | 325 | 19 | 10 | 348 | 84 | — | — | — | — | — | — |
| 2008 | 23 | A+ | Vero Beach Devil Rays | — | 386 | 327 | 77 | 12 | 1 | 4 | 49 | 79 | 8 | 5 | 6 | 235 | 349 | 315 | 664 | 80 | 298 | 20 | 13 | 310 | 59 | — | — | — | — | — | — |
| 2009 | 24 | AA | Montgomery Biscuits | — | 139 | 118 | 25 | 7 | 1 | 1 | 18 | 31 | 3 | 0 | 0 | 212 | 331 | 314 | 644 | 102 | 279 | 22 | 13 | 302 | 50 | — | — | — | — | — | — |
| 2009 | 24 | A+ | Charlotte Stone Crabs | — | 236 | 200 | 48 | 7 | 3 | 2 | 22 | 47 | 11 | 7 | 4 | 240 | 348 | 335 | 683 | 95 | 299 | 20 | 9 | 314 | 63 | — | — | — | — | — | — |
| 2010 | 25 | AAA | Durham Bulls | — | 26 | 24 | 4 | 0 | 0 | 1 | 1 | 7 | 0 | 1 | 0 | 167 | 200 | 292 | 492 | 125 | 188 | 27 | 4 | 211 | -2 | — | — | — | — | — | — |
| 2010 | 25 | AA | Montgomery Biscuits | — | 391 | 341 | 87 | 14 | 3 | 7 | 34 | 76 | 9 | 4 | 2 | 255 | 339 | 375 | 714 | 120 | 303 | 19 | 9 | 319 | 69 | — | — | — | — | — | — |
| 2011 | 26 | AAA | Durham Bulls | — | 112 | 101 | 22 | 1 | 1 | 2 | 5 | 29 | 3 | 0 | 1 | 218 | 275 | 307 | 582 | 89 | 282 | 26 | 4 | 259 | 50 | — | — | — | — | — | — |
| 2011 | 26 | AA | Montgomery Biscuits | — | 332 | 279 | 78 | 15 | 2 | 6 | 36 | 66 | 14 | 2 | 3 | 280 | 389 | 412 | 801 | 133 | 344 | 20 | 11 | 362 | 95 | — | — | — | — | — | — |
| 2011 | 26 | INTL | Gigantes del Cibao | — | 110 | 99 | 22 | 4 | 1 | 1 | 7 | 32 | 1 | 0 | 0 | 222 | 280 | 313 | 594 | 91 | 309 | 29 | 6 | 263 | 64 | — | — | — | — | — | — |
| 2012 | 27 | AAA | Durham Bulls | — | 130 | 110 | 27 | 6 | 1 | 5 | 15 | 25 | 4 | 1 | 1 | 245 | 357 | 455 | 811 | 209 | 275 | 19 | 12 | 359 | 88 | — | — | — | — | — | — |
| 2012 | 27 | ROK | GCL Rays | — | 53 | 45 | 15 | 3 | 0 | 1 | 7 | 6 | 1 | 2 | 0 | 333 | 434 | 467 | 901 | 133 | 368 | 11 | 13 | 406 | 77 | — | — | — | — | — | — |
| 2013 | 28 | AAA | Louisville Bats | — | 278 | 238 | 56 | 13 | 1 | 6 | 31 | 59 | 3 | 4 | 1 | 235 | 331 | 374 | 705 | 139 | 286 | 21 | 11 | 314 | 61 | — | — | — | — | — | — |
| 2014 | 29 | AAA | Indianapolis Indians | — | 234 | 203 | 50 | 12 | 1 | 2 | 22 | 41 | 5 | 0 | 0 | 246 | 335 | 345 | 680 | 99 | 296 | 18 | 9 | 307 | 63 | — | — | — | — | — | — |
| 2015 | 30 | MLB | Milwaukee Brewers | — | 21 | 20 | 2 | 1 | 0 | 0 | 0 | 8 | 1 | 0 | 0 | 100 | 143 | 150 | 293 | 50 | 167 | 38 | 0 | 139 | -17 | -3 | +0 | +0 | +8 | +0 | 0.6 |
| 2015 | 30 | AAA | Colorado Springs Sky Sox | — | 381 | 337 | 103 | 14 | 4 | 8 | 32 | 72 | 7 | 0 | 2 | 306 | 378 | 442 | 820 | 136 | 364 | 19 | 8 | 363 | 76 | — | — | — | — | — | — |
| 2015 | 30 | INTL | Toros del Este | — | 33 | 27 | 3 | 2 | 0 | 0 | 3 | 6 | 2 | 0 | 0 | 111 | 250 | 185 | 435 | 74 | 143 | 18 | 9 | 213 | 30 | — | — | — | — | — | — |
| 2016 | 31 | AAA | Round Rock Express | — | 212 | 177 | 41 | 10 | 0 | 5 | 27 | 48 | 5 | 1 | 1 | 232 | 349 | 373 | 722 | 141 | 283 | 23 | 13 | 327 | 65 | — | — | — | — | — | — |
| ▸ Career Totals (raw MLB only — historical actual) | |||||||||||||||||||||||||||||||
| MLB Career | — | — | 21 | 20 | 2 | 1 | 0 | 0 | 0 | 8 | 1 | 0 | 0 | 100 | 143 | 150 | 293 | 50 | 167 | 38 | 0 | 139 | -20 | -3 | +0 | +0 | +8 | +0 | 0.6 | ||
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2006 | 21 | ROK MLE | Princeton Devil Rays | — | 185 | 161 | 41 | 6 | 1 | 3 | 13 | 57 | 9 | 7 | 3 | 255 | 344 | 360 | 705 | 106 | 356 | 31 | 7 | 303 | 91 | — | — | — | — | — | — |
| 2007 | 22 | A MLE | Columbus Catfish | — | 490 | 447 | 111 | 11 | 8 | 10 | 31 | 123 | 4 | 20 | 8 | 248 | 303 | 376 | 679 | 128 | 304 | 25 | 6 | 292 | 84 | — | — | — | — | — | — |
| 2008 | 23 | A+ MLE | Vero Beach Devil Rays | — | 386 | 340 | 68 | 11 | 1 | 3 | 36 | 112 | 8 | 5 | 6 | 200 | 292 | 265 | 556 | 65 | 285 | 29 | 9 | 256 | 59 | — | — | — | — | — | — |
| 2009 | 24 | AA MLE | Montgomery Biscuits | — | 139 | 124 | 22 | 6 | 1 | 1 | 12 | 38 | 3 | 0 | 0 | 177 | 266 | 266 | 532 | 89 | 251 | 27 | 9 | 242 | 50 | — | — | — | — | — | — |
| 2009 | 24 | A+ MLE | Charlotte Stone Crabs | — | 236 | 206 | 41 | 6 | 2 | 2 | 16 | 67 | 11 | 7 | 4 | 199 | 292 | 277 | 569 | 78 | 277 | 28 | 7 | 261 | 63 | — | — | — | — | — | — |
| 2010 | 25 | AAA MLE | Durham Bulls | — | 26 | 24 | 4 | 0 | 0 | 1 | 1 | 9 | 0 | 1 | 0 | 167 | 200 | 292 | 492 | 125 | 169 | 35 | 4 | 165 | -2 | — | — | — | — | — | — |
| 2010 | 25 | AA MLE | Montgomery Biscuits | — | 391 | 354 | 80 | 14 | 2 | 5 | 21 | 98 | 9 | 4 | 2 | 226 | 286 | 319 | 606 | 93 | 285 | 25 | 5 | 270 | 69 | — | — | — | — | — | — |
| 2011 | 26 | AAA MLE | Durham Bulls | — | 112 | 102 | 22 | 1 | 1 | 2 | 4 | 33 | 3 | 0 | 1 | 216 | 266 | 304 | 570 | 88 | 282 | 29 | 4 | 242 | 50 | — | — | — | — | — | — |
| 2011 | 26 | AA MLE | Montgomery Biscuits | — | 332 | 292 | 74 | 16 | 2 | 5 | 23 | 78 | 14 | 2 | 3 | 253 | 337 | 373 | 711 | 120 | 314 | 23 | 7 | 308 | 95 | — | — | — | — | — | — |
| 2012 | 27 | AAA MLE | Durham Bulls | — | 130 | 116 | 25 | 5 | 1 | 4 | 9 | 30 | 4 | 1 | 1 | 216 | 295 | 379 | 674 | 164 | 259 | 23 | 7 | 299 | 88 | — | — | — | — | — | — |
| 2012 | 27 | ROK MLE | GCL Rays | — | 53 | 48 | 12 | 2 | 0 | 1 | 4 | 9 | 1 | 2 | 0 | 250 | 321 | 354 | 675 | 104 | 275 | 17 | 8 | 282 | 77 | — | — | — | — | — | — |
| 2013 | 28 | AAA MLE | Louisville Bats | — | 278 | 251 | 52 | 12 | 1 | 5 | 18 | 74 | 3 | 4 | 1 | 207 | 268 | 323 | 591 | 116 | 261 | 27 | 6 | 258 | 61 | — | — | — | — | — | — |
| 2014 | 29 | AAA MLE | Indianapolis Indians | — | 234 | 209 | 45 | 11 | 1 | 2 | 16 | 51 | 5 | 0 | 0 | 215 | 287 | 306 | 593 | 91 | 265 | 22 | 7 | 261 | 63 | — | — | — | — | — | — |
| 2015 | 30 | MLB MLE | Milwaukee Brewers | — | 21 | 20 | 2 | 1 | 0 | 0 | 0 | 8 | 1 | 0 | 0 | 100 | 143 | 150 | 293 | 50 | 167 | 38 | 0 | 144 | -17 | -3 | +0 | +0 | +8 | +0 | 0.6 |
| 2015 | 30 | AAA MLE | Colorado Springs Sky Sox | — | 381 | 347 | 84 | 9 | 3 | 7 | 22 | 95 | 7 | 0 | 2 | 242 | 301 | 346 | 646 | 104 | 302 | 25 | 6 | 281 | 76 | — | — | — | — | — | — |
| 2016 | 31 | AAA MLE | Round Rock Express | — | 212 | 186 | 35 | 7 | 0 | 4 | 18 | 62 | 5 | 1 | 1 | 188 | 278 | 290 | 568 | 102 | 252 | 29 | 8 | 264 | 65 | — | — | — | — | — | — |
| 2006 | 21 | ROK MLE | Princeton Devil Rays | — | 185 | 161 | 41 | 6 | 1 | 3 | 13 | 57 | 9 | 7 | 3 | 255 | 344 | 360 | 705 | 106 | 373 | 31 | 7 | 303 | 91 | — | — | — | — | — | — |
| 2006 | 21 | ROK RAW | Princeton Devil Rays | — | 185 | 153 | 51 | 8 | 1 | 4 | 21 | 40 | 9 | 7 | 3 | 333 | 443 | 477 | 920 | 144 | 427 | 22 | 11 | 410 | 91 | — | — | — | — | — | — |
| 2007 | 22 | A MLE | Columbus Catfish | — | 490 | 447 | 111 | 11 | 8 | 10 | 31 | 123 | 4 | 20 | 8 | 248 | 303 | 376 | 679 | 128 | 315 | 25 | 6 | 292 | 84 | — | — | — | — | — | — |
| 2007 | 22 | A RAW | Columbus Catfish | — | 490 | 429 | 120 | 13 | 8 | 12 | 49 | 92 | 4 | 20 | 8 | 280 | 359 | 431 | 790 | 152 | 325 | 19 | 10 | 348 | 84 | — | — | — | — | — | — |
| 2008 | 23 | A+ MLE | Vero Beach Devil Rays | — | 386 | 340 | 68 | 11 | 1 | 3 | 36 | 112 | 8 | 5 | 6 | 200 | 292 | 265 | 556 | 65 | 288 | 29 | 9 | 256 | 59 | — | — | — | — | — | — |
| 2008 | 23 | A+ RAW | Vero Beach Devil Rays | — | 386 | 327 | 77 | 12 | 1 | 4 | 49 | 79 | 8 | 5 | 6 | 235 | 349 | 315 | 664 | 80 | 298 | 20 | 13 | 310 | 59 | — | — | — | — | — | — |
| 2009 | 24 | A+ MLE | 2 teams | — | 375 | 330 | 64 | 13 | 3 | 2 | 28 | 105 | 14 | 7 | 4 | 194 | 285 | 270 | 555 | 76 | 274 | 28 | 7 | 254 | 58 | — | — | — | — | — | — |
| 2009 | 24 | A+ RAW | 2 teams | — | 375 | 318 | 73 | 14 | 4 | 3 | 40 | 78 | 14 | 7 | 4 | 230 | 341 | 327 | 668 | 97 | 292 | 21 | 11 | 309 | 58 | — | — | — | — | — | — |
| 2010 | 25 | AA MLE | 2 teams | — | 417 | 379 | 84 | 14 | 2 | 6 | 21 | 106 | 9 | 5 | 2 | 222 | 279 | 317 | 595 | 95 | 286 | 25 | 5 | 263 | 64 | — | — | — | — | — | — |
| 2010 | 25 | AA RAW | 2 teams | — | 417 | 365 | 91 | 14 | 3 | 8 | 35 | 83 | 9 | 5 | 2 | 249 | 330 | 370 | 700 | 121 | 296 | 20 | 8 | 312 | 64 | — | — | — | — | — | — |
| 2011 | 26 | AA MLE | 3 teams | — | 554 | 494 | 119 | 21 | 4 | 8 | 33 | 138 | 18 | 2 | 4 | 241 | 312 | 348 | 660 | 107 | 314 | 25 | 6 | 291 | 83 | — | — | — | — | — | — |
| 2011 | 26 | AA RAW | 3 teams | — | 554 | 479 | 122 | 20 | 4 | 9 | 48 | 127 | 18 | 2 | 4 | 255 | 345 | 370 | 714 | 115 | 325 | 23 | 9 | 322 | 83 | — | — | — | — | — | — |
| 2012 | 27 | AAA MLE | 2 teams | — | 183 | 164 | 37 | 7 | 1 | 5 | 13 | 38 | 5 | 3 | 1 | 226 | 302 | 372 | 674 | 146 | 264 | 21 | 7 | 294 | 85 | — | — | — | — | — | — |
| 2012 | 27 | AAA RAW | 2 teams | — | 183 | 155 | 42 | 9 | 1 | 6 | 22 | 31 | 5 | 3 | 1 | 271 | 379 | 458 | 837 | 187 | 305 | 17 | 12 | 373 | 85 | — | — | — | — | — | — |
| 2013 | 28 | AAA MLE | Louisville Bats | — | 278 | 251 | 52 | 12 | 1 | 5 | 18 | 74 | 3 | 4 | 1 | 207 | 268 | 323 | 591 | 116 | 270 | 27 | 6 | 258 | 61 | — | — | — | — | — | — |
| 2013 | 28 | AAA RAW | Louisville Bats | — | 278 | 238 | 56 | 13 | 1 | 6 | 31 | 59 | 3 | 4 | 1 | 235 | 331 | 374 | 705 | 139 | 286 | 21 | 11 | 314 | 61 | — | — | — | — | — | — |
| 2014 | 29 | AAA MLE | Indianapolis Indians | — | 234 | 209 | 45 | 11 | 1 | 2 | 16 | 51 | 5 | 0 | 0 | 215 | 287 | 306 | 593 | 91 | 272 | 22 | 7 | 261 | 63 | — | — | — | — | — | — |
| 2014 | 29 | AAA RAW | Indianapolis Indians | — | 234 | 203 | 50 | 12 | 1 | 2 | 22 | 41 | 5 | 0 | 0 | 246 | 335 | 345 | 680 | 99 | 296 | 18 | 9 | 307 | 63 | — | — | — | — | — | — |
| 2015 | 30 | AAA MLE | 3 teams | — | 435 | 396 | 93 | 11 | 3 | 7 | 23 | 111 | 10 | 0 | 2 | 235 | 294 | 331 | 625 | 96 | 305 | 26 | 5 | 274 | 71 | — | — | — | — | — | — |
| 2015 | 30 | AAA RAW | 3 teams | — | 435 | 384 | 108 | 17 | 4 | 8 | 35 | 86 | 10 | 0 | 2 | 281 | 357 | 409 | 765 | 128 | 340 | 20 | 8 | 341 | 71 | — | — | — | — | — | — |
| 2016 | 31 | AAA MLE | Round Rock Express | — | 212 | 186 | 35 | 7 | 0 | 4 | 18 | 62 | 5 | 1 | 1 | 188 | 278 | 290 | 568 | 102 | 252 | 29 | 8 | 264 | 65 | — | — | — | — | — | — |
| 2016 | 31 | AAA RAW | Round Rock Express | — | 212 | 177 | 41 | 10 | 0 | 5 | 27 | 48 | 5 | 1 | 1 | 232 | 349 | 373 | 722 | 141 | 283 | 23 | 13 | 327 | 65 | — | — | — | — | — | — |
| 2006 | 21 | ROK MLE | Princeton Devil Rays | — | 185 | 161 | 41 | 6 | 1 | 3 | 13 | 57 | 9 | 7 | 3 | 255 | 344 | 360 | 705 | 106 | 356 | 31 | 7 | 303 | 91 | — | — | — | — | — | — |
| 2007 | 22 | A MLE | Columbus Catfish | — | 490 | 452 | 111 | 11 | 8 | 10 | 31 | 123 | 4 | 20 | 8 | 246 | 303 | 372 | 675 | 126 | 304 | 25 | 6 | 292 | 84 | — | — | — | — | — | — |
| 2008 | 23 | A+ MLE | Vero Beach Devil Rays | — | 386 | 339 | 68 | 11 | 1 | 3 | 36 | 112 | 8 | 5 | 6 | 201 | 292 | 265 | 557 | 65 | 285 | 29 | 9 | 256 | 59 | — | — | — | — | — | — |
| 2009 | 24 | A+ MLE | 2 teams | — | 375 | 330 | 64 | 13 | 3 | 2 | 28 | 105 | 14 | 7 | 4 | 194 | 285 | 270 | 555 | 76 | 267 | 28 | 7 | 254 | 58 | — | — | — | — | — | — |
| 2010 | 25 | AA MLE | 2 teams | — | 417 | 384 | 84 | 14 | 2 | 6 | 21 | 106 | 9 | 5 | 2 | 219 | 279 | 312 | 591 | 94 | 278 | 25 | 5 | 263 | 64 | — | — | — | — | — | — |
| 2011 | 26 | AA MLE | 3 teams | — | 554 | 498 | 119 | 21 | 4 | 8 | 33 | 138 | 18 | 2 | 4 | 239 | 312 | 345 | 657 | 106 | 306 | 25 | 6 | 291 | 83 | — | — | — | — | — | — |
| 2012 | 27 | AAA MLE | 2 teams | — | 183 | 163 | 37 | 7 | 1 | 5 | 13 | 38 | 5 | 3 | 1 | 227 | 302 | 374 | 676 | 147 | 264 | 21 | 7 | 294 | 85 | — | — | — | — | — | — |
| 2013 | 28 | AAA MLE | Louisville Bats | — | 278 | 255 | 52 | 12 | 1 | 5 | 18 | 74 | 3 | 4 | 1 | 204 | 268 | 318 | 586 | 114 | 261 | 27 | 6 | 258 | 61 | — | — | — | — | — | — |
| 2014 | 29 | AAA MLE | Indianapolis Indians | — | 234 | 211 | 45 | 11 | 1 | 2 | 16 | 51 | 5 | 0 | 0 | 213 | 287 | 303 | 590 | 90 | 265 | 22 | 7 | 261 | 63 | — | — | — | — | — | — |
| 2015 | 30 | AAA MLE | 3 teams | — | 435 | 399 | 93 | 11 | 3 | 7 | 23 | 111 | 10 | 0 | 2 | 233 | 294 | 328 | 622 | 95 | 295 | 26 | 5 | 274 | 71 | — | — | — | — | — | — |
| 2016 | 31 | AAA MLE | Round Rock Express | — | 212 | 187 | 35 | 7 | 0 | 4 | 18 | 62 | 5 | 1 | 1 | 187 | 278 | 289 | 566 | 102 | 252 | 29 | 8 | 264 | 65 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| ▸ Career totals — MLB only (actual + projected) | |||||||||||||||||||||||||||||||
| Career | — | A+C | — | 21 | 20 | 2 | 1 | 0 | 0 | 0 | 8 | 1 | 0 | 0 | 100 | 143 | 150 | 293 | 50 | 167 | 38 | 0 | 139 | 71 | -3 | +0 | +0 | +8 | +0 | 0.6 | |
| / 162G | — | A+C | — | 650 | 619 | 62 | 31 | 0 | 0 | 0 | 248 | 31 | 0 | 0 | 100 | 143 | 150 | 293 | 50 | 167 | 38 | 0 | 139 | 71 | -93 | +0 | +9 | +240 | +14 | 17.5 | |
| Career | — | MLE | — | 3749 | 3357 | 749 | 124 | 25 | 55 | 250 | 977 | 90 | 54 | 32 | 223 | 295 | 324 | 619 | 101 | 294 | 26 | 7 | 274 | 71 | -3 | +0 | +0 | +8 | +0 | 0.6 | |
| / 162G | — | MLE | — | 650 | 582 | 129 | 21 | 4 | 10 | 43 | 169 | 16 | 9 | 6 | 222 | 293 | 323 | 616 | 101 | 291 | 26 | 7 | 274 | 71 | -93 | +0 | +9 | +240 | +14 | 17.5 | |
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.
2016 AAARound Rock Express · 212 PAwOBA .323 → .264 (−60)K% 22.6% → 29.1%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 22.64% | ÷1.004 | ×1.290 | — | — | 29.10% |
| BB% (unintentional) /PA | 12.74% | ÷1.039 | ×0.710 | — | ×0.952 | 8.28% |
| HBP% /PA | 2.36% | — | ×0.980 | — | ×0.952 | 2.20% |
| Singles /BIP | 20.16% | ÷0.949 | ×0.900 | ×1.050 | ×0.952 | 19.10% |
| Doubles /BIP | 7.75% | ÷1.079 | ×0.810 | ×1.050 | ×0.952 | 5.82% |
| Triples /BIP | 0.00% | ÷0.977 | ×0.810 | ×1.050 | ×0.952 | 0.00% |
| Home runs /BIP | 3.88% | ÷0.839 | ×0.780 | — | ×0.952 | 3.43% |
Factors used: league row PCL. Park (home-season share, regressed): HR 68, 1B 90, 2B 116, 3B 95, K 101, BB 108 — applied at half strength. Age: age 32 vs a level average of 27.2 → −4.8% on BB/HBP/hit rates (4.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .323 → .264; ISO .141 → .117; BABIP .283 → .252. 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).
2015 AAAColorado Springs Sky Sox · 381 PAwOBA .357 → .281 (−76)K% 18.9% → 24.9%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 18.90% | ÷0.979 | ×1.290 | — | — | 24.90% |
| BB% (unintentional) /PA | 8.40% | ÷1.015 | ×0.710 | — | ×0.962 | 5.65% |
| HBP% /PA | 1.84% | — | ×0.980 | — | ×0.962 | 1.73% |
| Singles /BIP | 29.06% | ÷1.044 | ×0.900 | ×1.048 | ×0.962 | 25.25% |
| Doubles /BIP | 5.28% | ÷1.214 | ×0.810 | ×1.048 | ×0.962 | 3.55% |
| Triples /BIP | 1.51% | ÷1.150 | ×0.810 | ×1.048 | ×0.962 | 1.07% |
| Home runs /BIP | 3.02% | ÷0.886 | ×0.780 | — | ×0.962 | 2.56% |
Factors used: league row PCL. Park (home-season share, regressed): HR 77, 1B 109, 2B 143, 3B 130, K 96, BB 103 — applied at half strength. Age: age 31 vs a level average of 27.2 → −3.8% on BB/HBP/hit rates (3.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.048.
Result: wOBA .357 → .281; ISO .136 → .102; BABIP .364 → .302. 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).
2014 AAAIndianapolis Indians · 234 PAwOBA .302 → .261 (−41)K% 17.5% → 21.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 17.52% | ÷0.968 | ×1.200 | — | — | 21.72% |
| BB% (unintentional) /PA | 9.40% | ÷0.944 | ×0.690 | — | ×0.972 | 6.68% |
| HBP% /PA | 2.14% | — | ×0.940 | — | ×0.972 | 1.95% |
| Singles /BIP | 21.60% | ÷1.068 | ×0.930 | ×1.050 | ×0.972 | 19.20% |
| Doubles /BIP | 7.41% | ÷0.932 | ×0.830 | ×1.050 | ×0.972 | 6.73% |
| Triples /BIP | 0.62% | ÷1.150 | ×0.970 | ×1.050 | ×0.972 | 0.53% |
| Home runs /BIP | 1.23% | ÷0.854 | ×0.840 | — | ×0.972 | 1.18% |
Factors used: league row IL. Park (home-season share, regressed): HR 71, 1B 114, 2B 86, 3B 130, K 94, BB 89 — applied at half strength. Age: age 30 vs a level average of 27.2 → −2.8% on BB/HBP/hit rates (2.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .302 → .261; ISO .099 → .091; BABIP .296 → .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).
2013 AAALouisville Bats · 278 PAwOBA .305 → .258 (−47)K% 21.2% → 26.5%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.22% | ÷0.961 | ×1.200 | — | — | 26.49% |
| BB% (unintentional) /PA | 10.43% | ÷1.075 | ×0.690 | — | ×0.982 | 6.58% |
| HBP% /PA | 1.08% | — | ×0.940 | — | ×0.982 | 1.00% |
| Singles /BIP | 20.11% | ÷1.000 | ×0.930 | ×1.021 | ×0.982 | 18.75% |
| Doubles /BIP | 7.26% | ÷0.960 | ×0.830 | ×1.021 | ×0.982 | 6.29% |
| Triples /BIP | 0.56% | ÷0.900 | ×0.970 | ×1.021 | ×0.982 | 0.60% |
| Home runs /BIP | 3.35% | ÷1.038 | ×0.840 | — | ×0.982 | 2.66% |
Factors used: league row IL. Park (home-season share, regressed): HR 108, 1B 100, 2B 92, 3B 80, K 92, BB 115 — applied at half strength. Age: age 29 vs a level average of 27.2 → −1.8% on BB/HBP/hit rates (1.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.021.
Result: wOBA .305 → .258; ISO .139 → .119; BABIP .286 → .261. 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).
2012 AAADurham Bulls · 130 PAwOBA .347 → .299 (−48)K% 19.2% → 22.9%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 19.23% | ÷1.008 | ×1.200 | — | — | 22.89% |
| BB% (unintentional) /PA | 10.77% | ÷1.046 | ×0.690 | — | ×0.992 | 7.04% |
| HBP% /PA | 3.08% | — | ×0.940 | — | ×0.992 | 2.87% |
| Singles /BIP | 17.65% | ÷0.987 | ×0.930 | ×1.050 | ×0.992 | 17.31% |
| Doubles /BIP | 7.06% | ÷0.998 | ×0.830 | ×1.050 | ×0.992 | 6.12% |
| Triples /BIP | 1.18% | ÷0.942 | ×0.970 | ×1.050 | ×0.992 | 1.26% |
| Home runs /BIP | 5.88% | ÷1.093 | ×0.840 | — | ×0.992 | 4.48% |
Factors used: league row IL. Park (home-season share, regressed): HR 119, 1B 97, 2B 100, 3B 88, K 102, BB 109 — applied at half strength. Age: age 28 vs a level average of 27.2 → −0.8% on BB/HBP/hit rates (0.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .347 → .299; ISO .209 → .175; BABIP .275 → .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).
2012 ROKGCL Rays · 53 PAwOBA .396 → .282 (−114)K% 11.3% → 16.3%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 11.32% | ÷1.000 | ×1.440 | — | — | 16.30% |
| BB% (unintentional) /PA | 13.21% | ÷1.000 | ×0.620 | — | ×0.940 | 7.70% |
| HBP% /PA | 1.89% | — | ×0.720 | — | ×0.940 | 1.28% |
| Singles /BIP | 28.21% | ÷1.000 | ×0.820 | — | ×0.940 | 21.74% |
| Doubles /BIP | 7.69% | ÷1.000 | ×0.720 | — | ×0.940 | 5.21% |
| Triples /BIP | 0.00% | ÷1.000 | ×0.720 | — | ×0.940 | 0.00% |
| Home runs /BIP | 2.56% | ÷1.000 | ×0.780 | — | ×0.940 | 1.88% |
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 28 vs a level average of 19.5 → −6.0% on BB/HBP/hit rates (8.5 yr older than average).
Result: wOBA .396 → .282; ISO .133 → .095; BABIP .368 → .275. 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).
2011 AAMontgomery Biscuits · 332 PAwOBA .353 → .308 (−45)K% 19.9% → 23.4%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 19.88% | ÷1.035 | ×1.220 | — | — | 23.44% |
| BB% (unintentional) /PA | 10.24% | ÷0.983 | ×0.680 | — | ×0.978 | 6.93% |
| HBP% /PA | 4.22% | — | ×0.840 | — | ×0.978 | 3.46% |
| Singles /BIP | 25.82% | ÷1.034 | ×0.920 | ×1.024 | ×0.978 | 23.00% |
| Doubles /BIP | 7.04% | ÷0.902 | ×0.910 | ×1.024 | ×0.978 | 7.12% |
| Triples /BIP | 0.94% | ÷0.994 | ×0.880 | ×1.024 | ×0.978 | 0.83% |
| Home runs /BIP | 2.82% | ÷0.974 | ×0.800 | — | ×0.978 | 2.26% |
Factors used: league row SL. Park (home-season share, regressed): HR 95, 1B 107, 2B 80, 3B 99, K 107, BB 97 — 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 ×1.024.
Result: wOBA .353 → .308; ISO .133 → .123; BABIP .344 → .314. 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).
2011 AAADurham Bulls · 112 PAwOBA .255 → .242 (−12)K% 25.9% → 29.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 25.89% | ÷1.051 | ×1.200 | — | — | 29.55% |
| BB% (unintentional) /PA | 4.46% | ÷0.938 | ×0.690 | — | ×1.003 | 3.29% |
| HBP% /PA | 2.68% | — | ×0.940 | — | ×1.003 | 2.53% |
| Singles /BIP | 25.00% | ÷0.969 | ×0.930 | ×1.050 | ×1.003 | 25.27% |
| Doubles /BIP | 1.39% | ÷0.994 | ×0.830 | ×1.050 | ×1.003 | 1.22% |
| Triples /BIP | 1.39% | ÷1.017 | ×0.970 | ×1.050 | ×1.003 | 1.40% |
| Home runs /BIP | 2.78% | ÷0.960 | ×0.840 | — | ×1.003 | 2.44% |
Factors used: league row IL. Park (home-season share, regressed): HR 92, 1B 94, 2B 99, 3B 103, K 110, BB 88 — applied at half strength. Age: age 27 vs a level average of 27.2 → +0.3% on BB/HBP/hit rates (0.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .255 → .242; ISO .089 → .081; BABIP .282 → .282. 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 — .