Willis Otáñez
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2013 | 40 | AAA/INTL2 orgs | 450 | .344/.430/.605 | 26 | 0 | 109 | — | .274/.331/.428 |
| 2014 | 41 | AAA/INTL2 orgs | 460 | .307/.406/.491 | 20 | 0 | 78 | — | .223/.289/.332 |
| 2015 | 42 | AAARojos del Agu… | 72 | .203/.292/.297 | 1 | 0 | 19 | — | .162/.208/.235 |
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) | |||||||||||||||||||||||||||||||
| 2005 | 32 | AAA | Rojos del Aguila de Veracruz | — | 473 | 402 | 151 | 19 | 1 | 30 | 62 | 68 | 2 | 2 | 1 | 376 | 461 | 652 | 1.113 | 276 | 389 | 14 | 13 | 475 | 148 | — | — | — | — | — | — |
| 2006 | 33 | AAA | Rojos del Aguila de Veracruz | — | 423 | 381 | 135 | 23 | 0 | 19 | 37 | 55 | 1 | 0 | 0 | 354 | 413 | 564 | 977 | 210 | 373 | 13 | 9 | 425 | 114 | — | — | — | — | — | — |
| 2007 | 34 | AAA | Rojos del Aguila de Veracruz | — | 429 | 367 | 133 | 21 | 1 | 21 | 53 | 52 | 6 | 2 | 1 | 362 | 451 | 597 | 1.047 | 234 | 377 | 12 | 12 | 455 | 128 | — | — | — | — | — | — |
| 2008 | 35 | AAA | Petroleros de Minatitlan | — | 465 | 400 | 112 | 23 | 0 | 10 | 53 | 54 | 6 | 4 | 3 | 280 | 373 | 412 | 785 | 132 | 298 | 12 | 11 | 351 | 74 | — | — | — | — | — | — |
| 2009 | 36 | AAA | Pericos de Puebla | — | 446 | 370 | 129 | 29 | 0 | 19 | 64 | 46 | 8 | 0 | 0 | 349 | 455 | 581 | 1.036 | 232 | 356 | 10 | 14 | 450 | 126 | — | — | — | — | — | — |
| 2010 | 37 | AAA | Pericos de Puebla | — | 394 | 338 | 133 | 26 | 1 | 12 | 49 | 37 | 3 | 0 | 0 | 393 | 474 | 583 | 1.057 | 189 | 413 | 9 | 12 | 460 | 118 | — | — | — | — | — | — |
| 2010 | 37 | INTL | Leones del Escogido | — | 137 | 121 | 31 | 9 | 0 | 0 | 14 | 23 | 1 | 0 | 0 | 256 | 338 | 331 | 669 | 74 | 313 | 17 | 10 | 306 | 93 | — | — | — | — | — | — |
| 2011 | 38 | AAA | Broncos de Reynosa | — | 401 | 343 | 117 | 16 | 0 | 22 | 53 | 50 | 2 | 0 | 0 | 341 | 432 | 580 | 1.012 | 239 | 347 | 12 | 13 | 440 | 120 | — | — | — | — | — | — |
| 2011 | 38 | INTL | Leones del Escogido | — | 27 | 25 | 7 | 0 | 0 | 0 | 1 | 4 | 0 | 0 | 0 | 280 | 308 | 280 | 588 | 318 | 15 | 4 | 260 | 62 | — | — | — | — | — | — | |
| 2012 | 39 | AAA | Guerreros de Oaxaca | — | 434 | 374 | 103 | 17 | 1 | 16 | 53 | 63 | 4 | 1 | 0 | 275 | 371 | 455 | 826 | 179 | 292 | 15 | 12 | 367 | 74 | — | — | — | — | — | — |
| 2012 | 39 | INTL | Toros del Este | — | 50 | 47 | 14 | 2 | 0 | 3 | 3 | 10 | 0 | 0 | 1 | 298 | 340 | 532 | 872 | 234 | 324 | 20 | 6 | 381 | 144 | — | — | — | — | — | — |
| 2013 | 40 | AAA | Rieleros de Aguascalientes | — | 411 | 355 | 126 | 22 | 0 | 26 | 46 | 58 | 7 | 0 | 0 | 355 | 439 | 637 | 1.075 | 282 | 365 | 14 | 11 | 463 | 112 | — | — | — | — | — | — |
| 2013 | 40 | INTL | Toros del Este | — | 39 | 32 | 7 | 1 | 0 | 0 | 5 | 4 | 1 | 0 | 0 | 219 | 342 | 250 | 592 | 31 | 241 | 10 | 13 | 280 | 76 | — | — | — | — | — | — |
| 2014 | 41 | AAA | Rieleros de Aguascalientes | — | 422 | 356 | 110 | 10 | 1 | 20 | 59 | 70 | 3 | 0 | 0 | 309 | 411 | 511 | 923 | 202 | 333 | 17 | 14 | 405 | 77 | — | — | — | — | — | — |
| 2014 | 41 | INTL | Toros del Este | — | 38 | 35 | 10 | 0 | 0 | 0 | 3 | 4 | 0 | 0 | 0 | 286 | 342 | 286 | 628 | 323 | 11 | 8 | 293 | 85 | — | — | — | — | — | — | |
| 2015 | 42 | AAA | Rojos del Aguila de Veracruz | — | 72 | 64 | 13 | 3 | 0 | 1 | 8 | 16 | 0 | 0 | 0 | 203 | 292 | 297 | 589 | 94 | 255 | 22 | 11 | 273 | 19 | — | — | — | — | — | — |
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2005 | 32 | AAA MLE | Rojos del Aguila de Veracruz | — | 473 | 429 | 138 | 17 | 1 | 21 | 35 | 82 | 2 | 2 | 1 | 322 | 376 | 513 | 888 | 191 | 341 | 17 | 7 | 387 | 148 | — | — | — | — | — | — |
| 2006 | 33 | AAA MLE | Rojos del Aguila de Veracruz | — | 423 | 398 | 117 | 19 | 0 | 13 | 20 | 66 | 1 | 0 | 0 | 294 | 329 | 440 | 769 | 146 | 318 | 16 | 5 | 336 | 114 | — | — | — | — | — | — |
| 2007 | 34 | AAA MLE | Rojos del Aguila de Veracruz | — | 429 | 389 | 115 | 17 | 1 | 14 | 31 | 62 | 6 | 2 | 1 | 296 | 357 | 452 | 809 | 157 | 319 | 14 | 7 | 358 | 128 | — | — | — | — | — | — |
| 2008 | 35 | AAA MLE | Petroleros de Minatitlan | — | 465 | 422 | 98 | 19 | 0 | 7 | 31 | 65 | 6 | 4 | 3 | 232 | 294 | 327 | 621 | 95 | 250 | 14 | 7 | 277 | 74 | — | — | — | — | — | — |
| 2009 | 36 | AAA MLE | Pericos de Puebla | — | 446 | 398 | 113 | 24 | 0 | 13 | 36 | 55 | 8 | 0 | 0 | 284 | 355 | 442 | 797 | 158 | 297 | 12 | 8 | 355 | 126 | — | — | — | — | — | — |
| 2010 | 37 | AAA MLE | Pericos de Puebla | — | 394 | 360 | 108 | 20 | 1 | 8 | 27 | 51 | 3 | 0 | 0 | 300 | 354 | 428 | 782 | 128 | 321 | 13 | 7 | 343 | 118 | — | — | — | — | — | — |
| 2011 | 38 | AAA MLE | Broncos de Reynosa | — | 401 | 367 | 103 | 13 | 0 | 16 | 29 | 61 | 2 | 0 | 0 | 281 | 337 | 447 | 784 | 166 | 296 | 15 | 7 | 345 | 120 | — | — | — | — | — | — |
| 2012 | 39 | AAA MLE | Guerreros de Oaxaca | — | 434 | 399 | 90 | 13 | 1 | 10 | 28 | 81 | 4 | 1 | 0 | 226 | 283 | 338 | 621 | 113 | 253 | 19 | 6 | 278 | 74 | — | — | — | — | — | — |
| 2013 | 40 | AAA MLE | Rieleros de Aguascalientes | — | 411 | 376 | 103 | 16 | 0 | 14 | 25 | 75 | 7 | 0 | 0 | 274 | 331 | 428 | 759 | 154 | 305 | 18 | 6 | 334 | 112 | — | — | — | — | — | — |
| 2014 | 41 | AAA MLE | Rieleros de Aguascalientes | — | 422 | 382 | 85 | 7 | 1 | 11 | 33 | 90 | 3 | 0 | 0 | 223 | 289 | 332 | 622 | 110 | 257 | 21 | 8 | 282 | 77 | — | — | — | — | — | — |
| 2015 | 42 | AAA MLE | Rojos del Aguila de Veracruz | — | 72 | 68 | 11 | 2 | 0 | 1 | 4 | 19 | 0 | 0 | 0 | 162 | 208 | 235 | 444 | 74 | 211 | 26 | 6 | 197 | 19 | — | — | — | — | — | — |
| 2005 | 32 | AAA MLE | Rojos del Aguila de Veracruz | — | 473 | 429 | 138 | 17 | 1 | 21 | 35 | 82 | 2 | 2 | 1 | 322 | 376 | 513 | 888 | 191 | 351 | 17 | 7 | 387 | 148 | — | — | — | — | — | — |
| 2005 | 32 | AAA RAW | Rojos del Aguila de Veracruz | — | 473 | 402 | 151 | 19 | 1 | 30 | 62 | 68 | 2 | 2 | 1 | 376 | 461 | 652 | 1.113 | 276 | 389 | 14 | 13 | 475 | 148 | — | — | — | — | — | — |
| 2006 | 33 | AAA MLE | Rojos del Aguila de Veracruz | — | 423 | 398 | 117 | 19 | 0 | 13 | 20 | 66 | 1 | 0 | 0 | 294 | 329 | 440 | 769 | 146 | 322 | 16 | 5 | 336 | 114 | — | — | — | — | — | — |
| 2006 | 33 | AAA RAW | Rojos del Aguila de Veracruz | — | 423 | 381 | 135 | 23 | 0 | 19 | 37 | 55 | 1 | 0 | 0 | 354 | 413 | 564 | 977 | 210 | 373 | 13 | 9 | 425 | 114 | — | — | — | — | — | — |
| 2007 | 34 | AAA MLE | Rojos del Aguila de Veracruz | — | 429 | 389 | 115 | 17 | 1 | 14 | 31 | 62 | 6 | 2 | 1 | 296 | 357 | 452 | 809 | 157 | 320 | 14 | 7 | 358 | 128 | — | — | — | — | — | — |
| 2007 | 34 | AAA RAW | Rojos del Aguila de Veracruz | — | 429 | 367 | 133 | 21 | 1 | 21 | 53 | 52 | 6 | 2 | 1 | 362 | 451 | 597 | 1.047 | 234 | 377 | 12 | 12 | 455 | 128 | — | — | — | — | — | — |
| 2008 | 35 | AAA MLE | Petroleros de Minatitlan | — | 465 | 422 | 98 | 19 | 0 | 7 | 31 | 65 | 6 | 4 | 3 | 232 | 294 | 327 | 621 | 95 | 256 | 14 | 7 | 277 | 74 | — | — | — | — | — | — |
| 2008 | 35 | AAA RAW | Petroleros de Minatitlan | — | 465 | 400 | 112 | 23 | 0 | 10 | 53 | 54 | 6 | 4 | 3 | 280 | 373 | 412 | 785 | 132 | 298 | 12 | 11 | 351 | 74 | — | — | — | — | — | — |
| 2009 | 36 | AAA MLE | Pericos de Puebla | — | 446 | 398 | 113 | 24 | 0 | 13 | 36 | 55 | 8 | 0 | 0 | 284 | 355 | 442 | 797 | 158 | 299 | 12 | 8 | 355 | 126 | — | — | — | — | — | — |
| 2009 | 36 | AAA RAW | Pericos de Puebla | — | 446 | 370 | 129 | 29 | 0 | 19 | 64 | 46 | 8 | 0 | 0 | 349 | 455 | 581 | 1.036 | 232 | 356 | 10 | 14 | 450 | 126 | — | — | — | — | — | — |
| 2010 | 37 | AAA MLE | 2 teams | — | 531 | 485 | 144 | 27 | 1 | 10 | 37 | 68 | 4 | 0 | 0 | 297 | 352 | 419 | 770 | 122 | 325 | 13 | 7 | 343 | 118 | — | — | — | — | — | — |
| 2010 | 37 | AAA RAW | 2 teams | — | 531 | 459 | 164 | 35 | 1 | 12 | 63 | 60 | 4 | 0 | 0 | 357 | 439 | 516 | 956 | 159 | 388 | 11 | 12 | 421 | 118 | — | — | — | — | — | — |
| 2011 | 38 | AAA MLE | 2 teams | — | 428 | 391 | 110 | 14 | 0 | 17 | 31 | 65 | 2 | 0 | 0 | 281 | 337 | 448 | 785 | 166 | 297 | 15 | 7 | 345 | 120 | — | — | — | — | — | — |
| 2011 | 38 | AAA RAW | 2 teams | — | 428 | 368 | 124 | 16 | 0 | 22 | 54 | 54 | 2 | 0 | 0 | 337 | 425 | 560 | 984 | 223 | 345 | 13 | 13 | 428 | 120 | — | — | — | — | — | — |
| 2012 | 39 | AAA MLE | 2 teams | — | 484 | 446 | 100 | 14 | 1 | 12 | 31 | 91 | 4 | 1 | 1 | 224 | 281 | 341 | 621 | 117 | 254 | 19 | 6 | 278 | 74 | — | — | — | — | — | — |
| 2012 | 39 | AAA RAW | 2 teams | — | 484 | 421 | 117 | 19 | 1 | 19 | 56 | 73 | 4 | 1 | 1 | 278 | 368 | 463 | 831 | 185 | 295 | 15 | 12 | 368 | 74 | — | — | — | — | — | — |
| 2013 | 40 | AAA MLE | 2 teams | — | 450 | 411 | 114 | 18 | 0 | 16 | 27 | 82 | 8 | 0 | 0 | 277 | 334 | 438 | 772 | 161 | 309 | 18 | 6 | 334 | 112 | — | — | — | — | — | — |
| 2013 | 40 | AAA RAW | 2 teams | — | 450 | 387 | 133 | 23 | 0 | 26 | 51 | 62 | 8 | 0 | 0 | 344 | 430 | 605 | 1.035 | 261 | 353 | 14 | 11 | 447 | 112 | — | — | — | — | — | — |
| 2014 | 41 | AAA MLE | 2 teams | — | 460 | 417 | 93 | 8 | 1 | 12 | 36 | 98 | 3 | 0 | 0 | 223 | 289 | 333 | 623 | 110 | 260 | 21 | 8 | 282 | 77 | — | — | — | — | — | — |
| 2014 | 41 | AAA RAW | 2 teams | — | 460 | 391 | 120 | 10 | 1 | 20 | 62 | 74 | 3 | 0 | 0 | 307 | 406 | 491 | 897 | 184 | 332 | 16 | 13 | 396 | 77 | — | — | — | — | — | — |
| 2015 | 42 | AAA MLE | Rojos del Aguila de Veracruz | — | 72 | 68 | 11 | 2 | 0 | 1 | 4 | 19 | 0 | 0 | 0 | 162 | 208 | 235 | 444 | 74 | 208 | 26 | 6 | 197 | 19 | — | — | — | — | — | — |
| 2015 | 42 | AAA RAW | Rojos del Aguila de Veracruz | — | 72 | 64 | 13 | 3 | 0 | 1 | 8 | 16 | 0 | 0 | 0 | 203 | 292 | 297 | 589 | 94 | 255 | 22 | 11 | 273 | 19 | — | — | — | — | — | — |
| 2005 | 32 | AAA MLE | Rojos del Aguila de Veracruz | — | 473 | 433 | 138 | 17 | 1 | 21 | 35 | 82 | 2 | 2 | 1 | 319 | 376 | 508 | 884 | 189 | 341 | 17 | 7 | 387 | 148 | — | — | — | — | — | — |
| 2006 | 33 | AAA MLE | Rojos del Aguila de Veracruz | — | 423 | 399 | 117 | 19 | 0 | 13 | 20 | 66 | 1 | 0 | 0 | 293 | 329 | 439 | 768 | 145 | 318 | 16 | 5 | 336 | 114 | — | — | — | — | — | — |
| 2007 | 34 | AAA MLE | Rojos del Aguila de Veracruz | — | 429 | 389 | 115 | 17 | 1 | 14 | 31 | 62 | 6 | 2 | 1 | 296 | 357 | 452 | 809 | 157 | 319 | 14 | 7 | 358 | 128 | — | — | — | — | — | — |
| 2008 | 35 | AAA MLE | Petroleros de Minatitlan | — | 465 | 425 | 98 | 19 | 0 | 7 | 31 | 65 | 6 | 4 | 3 | 231 | 294 | 325 | 619 | 94 | 250 | 14 | 7 | 277 | 74 | — | — | — | — | — | — |
| 2009 | 36 | AAA MLE | Pericos de Puebla | — | 446 | 399 | 113 | 24 | 0 | 13 | 36 | 55 | 8 | 0 | 0 | 283 | 355 | 441 | 796 | 158 | 297 | 12 | 8 | 355 | 126 | — | — | — | — | — | — |
| 2010 | 37 | AAA MLE | 2 teams | — | 531 | 485 | 144 | 27 | 1 | 10 | 37 | 68 | 4 | 0 | 0 | 297 | 352 | 419 | 770 | 122 | 321 | 13 | 7 | 343 | 118 | — | — | — | — | — | — |
| 2011 | 38 | AAA MLE | 2 teams | — | 428 | 392 | 110 | 14 | 0 | 17 | 31 | 65 | 2 | 0 | 0 | 281 | 337 | 446 | 784 | 166 | 296 | 15 | 7 | 345 | 120 | — | — | — | — | — | — |
| 2012 | 39 | AAA MLE | 2 teams | — | 484 | 446 | 100 | 14 | 1 | 12 | 31 | 91 | 4 | 1 | 1 | 224 | 281 | 341 | 621 | 117 | 253 | 19 | 6 | 278 | 74 | — | — | — | — | — | — |
| 2013 | 40 | AAA MLE | 2 teams | — | 450 | 412 | 114 | 18 | 0 | 16 | 27 | 82 | 8 | 0 | 0 | 277 | 334 | 437 | 771 | 160 | 305 | 18 | 6 | 334 | 112 | — | — | — | — | — | — |
| 2014 | 41 | AAA MLE | 2 teams | — | 460 | 418 | 93 | 8 | 1 | 12 | 36 | 98 | 3 | 0 | 0 | 222 | 289 | 333 | 622 | 110 | 257 | 21 | 8 | 282 | 77 | — | — | — | — | — | — |
| 2015 | 42 | AAA MLE | Rojos del Aguila de Veracruz | — | 72 | 68 | 11 | 2 | 0 | 1 | 4 | 19 | 0 | 0 | 0 | 162 | 208 | 235 | 444 | 74 | 211 | 26 | 6 | 197 | 19 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| Career | — | MLE | — | 4661 | 4254 | 1153 | 179 | 5 | 136 | 319 | 753 | 44 | 9 | 6 | 271 | 328 | 411 | 740 | 140 | 298 | 16 | 7 | 327 | 107 | +42 | -1 | +0 | +17 | +101 | 16.2 | |
| / 162G | — | MLE | — | 650 | 593 | 161 | 25 | 1 | 19 | 44 | 105 | 6 | 1 | 1 | 272 | 328 | 413 | 741 | 142 | 299 | 16 | 7 | 327 | 107 | +6 | -0 | +0 | +2 | +14 | 2.2 | |
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.
2015 AAARojos del Aguila de Veracruz · 72 PAwOBA .260 → .197 (−63)K% 22.2% → 26.4%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 22.22% | ÷1.009 | ×1.200 | — | — | 26.44% |
| BB% (unintentional) /PA | 9.72% | ÷1.121 | ×0.690 | — | ×0.940 | 5.62% |
| HBP% /PA | 0.00% | — | ×0.940 | — | ×0.940 | 0.00% |
| Singles /BIP | 18.75% | ÷0.998 | ×0.930 | ×0.993 | ×0.940 | 16.31% |
| Doubles /BIP | 6.25% | ÷1.074 | ×0.830 | ×0.993 | ×0.940 | 4.51% |
| Triples /BIP | 0.00% | ÷0.900 | ×0.920 | ×0.993 | ×0.940 | 0.00% |
| Home runs /BIP | 2.08% | ÷0.920 | ×0.700 | — | ×0.940 | 1.49% |
Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 84, 1B 100, 2B 115, 3B 80, K 102, BB 124 — applied at half strength. Age: age 42 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (14.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.993.
Result: wOBA .260 → .197; ISO .094 → .069; BABIP .255 → .211. 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 AAARieleros de Aguascalientes · 422 PAwOBA .393 → .282 (−111)K% 16.6% → 21.4%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 16.59% | ÷0.929 | ×1.200 | — | — | 21.43% |
| BB% (unintentional) /PA | 12.09% | ÷1.010 | ×0.690 | — | ×0.940 | 7.76% |
| HBP% /PA | 0.71% | — | ×0.940 | — | ×0.940 | 0.63% |
| Singles /BIP | 27.62% | ÷1.032 | ×0.930 | ×0.958 | ×0.940 | 22.40% |
| Doubles /BIP | 3.50% | ÷1.105 | ×0.830 | ×0.958 | ×0.940 | 2.36% |
| Triples /BIP | 0.35% | ÷1.150 | ×0.920 | ×0.958 | ×0.940 | 0.25% |
| Home runs /BIP | 6.99% | ÷1.197 | ×0.700 | — | ×0.940 | 3.84% |
Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 139, 1B 106, 2B 121, 3B 130, K 86, BB 102 — applied at half strength. Age: age 41 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (13.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.958.
Result: wOBA .393 → .282; ISO .202 → .120; BABIP .333 → .257. 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 AAARieleros de Aguascalientes · 411 PAwOBA .451 → .334 (−117)K% 14.1% → 18.3%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 14.11% | ÷0.924 | ×1.200 | — | — | 18.33% |
| BB% (unintentional) /PA | 10.22% | ÷1.096 | ×0.690 | — | ×0.940 | 6.04% |
| HBP% /PA | 1.70% | — | ×0.940 | — | ×0.940 | 1.50% |
| Singles /BIP | 26.26% | ÷0.957 | ×0.930 | ×1.003 | ×0.940 | 24.05% |
| Doubles /BIP | 7.41% | ÷1.089 | ×0.830 | ×1.003 | ×0.940 | 5.32% |
| Triples /BIP | 0.00% | ÷1.150 | ×0.920 | ×1.003 | ×0.940 | 0.00% |
| Home runs /BIP | 8.75% | ÷1.235 | ×0.700 | — | ×0.940 | 4.66% |
Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 147, 1B 91, 2B 118, 3B 130, K 85, BB 119 — applied at half strength. Age: age 40 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (12.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.003.
Result: wOBA .451 → .334; ISO .282 → .166; BABIP .365 → .305. 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 AAAGuerreros de Oaxaca · 434 PAwOBA .354 → .278 (−76)K% 14.5% → 18.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 14.52% | ÷0.931 | ×1.200 | — | — | 18.71% |
| BB% (unintentional) /PA | 10.60% | ÷1.056 | ×0.690 | — | ×0.940 | 6.51% |
| HBP% /PA | 0.92% | — | ×0.940 | — | ×0.940 | 0.81% |
| Singles /BIP | 22.19% | ÷0.985 | ×0.930 | ×1.038 | ×0.940 | 20.44% |
| Doubles /BIP | 5.47% | ÷1.118 | ×0.830 | ×1.038 | ×0.940 | 3.96% |
| Triples /BIP | 0.32% | ÷0.961 | ×0.920 | ×1.038 | ×0.940 | 0.30% |
| Home runs /BIP | 5.14% | ÷1.045 | ×0.700 | — | ×0.940 | 3.24% |
Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 109, 1B 97, 2B 124, 3B 92, K 86, BB 111 — applied at half strength. Age: age 39 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (11.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.038.
Result: wOBA .354 → .278; ISO .179 → .123; BABIP .292 → .253. 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 AAABroncos de Reynosa · 401 PAwOBA .426 → .345 (−81)K% 12.5% → 15.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 12.47% | ÷0.981 | ×1.200 | — | — | 15.25% |
| BB% (unintentional) /PA | 11.47% | ÷1.016 | ×0.690 | — | ×0.940 | 7.32% |
| HBP% /PA | 0.50% | — | ×0.940 | — | ×0.940 | 0.44% |
| Singles /BIP | 26.96% | ÷1.007 | ×0.930 | ×1.025 | ×0.940 | 24.00% |
| Doubles /BIP | 5.46% | ÷1.001 | ×0.830 | ×1.025 | ×0.940 | 4.36% |
| Triples /BIP | 0.00% | ÷1.150 | ×0.920 | ×1.025 | ×0.940 | 0.00% |
| Home runs /BIP | 7.51% | ÷0.972 | ×0.700 | — | ×0.940 | 5.08% |
Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 94, 1B 101, 2B 100, 3B 130, K 96, BB 103 — applied at half strength. Age: age 38 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (10.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.025.
Result: wOBA .426 → .345; ISO .239 → .177; BABIP .347 → .296. 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).
2010 AAAPericos de Puebla · 394 PAwOBA .448 → .343 (−105)K% 9.4% → 12.9%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 9.39% | ÷0.874 | ×1.200 | — | — | 12.90% |
| BB% (unintentional) /PA | 10.41% | ÷0.982 | ×0.690 | — | ×0.940 | 6.87% |
| HBP% /PA | 0.76% | — | ×0.940 | — | ×0.940 | 0.67% |
| Singles /BIP | 31.23% | ÷1.098 | ×0.930 | ×1.012 | ×0.940 | 25.17% |
| Doubles /BIP | 8.64% | ÷1.076 | ×0.830 | ×1.012 | ×0.940 | 6.34% |
| Triples /BIP | 0.33% | ÷1.150 | ×0.920 | ×1.012 | ×0.940 | 0.25% |
| Home runs /BIP | 3.99% | ÷1.094 | ×0.700 | — | ×0.940 | 2.40% |
Factors used: level-wide AAA factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 119, 1B 120, 2B 115, 3B 130, K 75, BB 96 — applied at half strength. Age: age 37 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (9.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.012.
Result: wOBA .448 → .343; ISO .189 → .130; BABIP .413 → .321. 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).
2009 AAAPericos de Puebla · 446 PAwOBA .438 → .355 (−82)K% 10.3% → 12.4%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 10.31% | ÷1.000 | ×1.200 | — | — | 12.38% |
| BB% (unintentional) /PA | 12.56% | ÷1.000 | ×0.690 | — | ×0.940 | 8.14% |
| HBP% /PA | 1.79% | — | ×0.940 | — | ×0.940 | 1.58% |
| Singles /BIP | 25.00% | ÷1.000 | ×0.930 | ×1.002 | ×0.940 | 21.91% |
| Doubles /BIP | 8.95% | ÷1.000 | ×0.830 | ×1.002 | ×0.940 | 7.00% |
| Triples /BIP | 0.00% | ÷1.000 | ×0.920 | ×1.002 | ×0.940 | 0.00% |
| Home runs /BIP | 5.86% | ÷1.000 | ×0.700 | — | ×0.940 | 3.86% |
Factors used: level-wide AAA 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 36 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (8.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.002.
Result: wOBA .438 → .355; ISO .232 → .174; BABIP .356 → .297. 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).
2008 AAAPetroleros de Minatitlan · 465 PAwOBA .342 → .277 (−65)K% 11.6% → 13.9%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 11.61% | ÷1.000 | ×1.200 | — | — | 13.94% |
| BB% (unintentional) /PA | 10.11% | ÷1.000 | ×0.690 | — | ×0.940 | 6.56% |
| HBP% /PA | 1.29% | — | ×0.940 | — | ×0.940 | 1.14% |
| Singles /BIP | 22.83% | ÷1.000 | ×0.930 | ×0.990 | ×0.940 | 19.76% |
| Doubles /BIP | 6.65% | ÷1.000 | ×0.830 | ×0.990 | ×0.940 | 5.13% |
| Triples /BIP | 0.00% | ÷1.000 | ×0.920 | ×0.990 | ×0.940 | 0.00% |
| Home runs /BIP | 2.89% | ÷1.000 | ×0.700 | — | ×0.940 | 1.90% |
Factors used: level-wide AAA 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 35 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (7.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.990.
Result: wOBA .342 → .277; ISO .133 → .099; BABIP .298 → .250. 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 — .