Adron Chambers
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2014 | 27 | AAATOR | 206 | .283/.355/.411 | 5 | 1 | 88 | — | .267/.315/.369 |
| 2015 | 28 | AAA/INTL2 orgs | 393 | .294/.383/.391 | 1 | 13 | 93 | — | .240/.299/.321 |
| 2018 | 31 | AAAPHI | 138 | .278/.331/.437 | 1 | 3 | 69 | — | .225/.265/.357 |
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) | |||||||||||||||||||||||||||||||
| 2007 | 20 | ROK | Johnson City Cardinals | — | 129 | 111 | 31 | 7 | 1 | 0 | 10 | 21 | 5 | 6 | 5 | 279 | 365 | 360 | 725 | 81 | 341 | 16 | 8 | 326 | 57 | — | — | — | — | — | — |
| 2008 | 21 | A | Quad Cities River Bandits | — | 384 | 336 | 80 | 13 | 7 | 3 | 33 | 66 | 10 | 13 | 8 | 238 | 325 | 345 | 670 | 107 | 285 | 17 | 9 | 303 | 57 | — | — | — | — | — | — |
| 2009 | 22 | A+ | Palm Beach Cardinals | — | 517 | 448 | 127 | 17 | 16 | 1 | 47 | 96 | 16 | 21 | 12 | 283 | 372 | 400 | 771 | 116 | 357 | 19 | 9 | 345 | 82 | — | — | — | — | — | — |
| 2010 | 23 | AAA | Memphis Redbirds | — | 83 | 69 | 20 | 0 | 1 | 1 | 9 | 18 | 3 | 6 | 1 | 290 | 395 | 362 | 757 | 72 | 373 | 22 | 11 | 343 | 88 | — | — | — | — | — | — |
| 2010 | 23 | AA | Springfield Cardinals | — | 292 | 252 | 71 | 9 | 5 | 5 | 31 | 50 | 7 | 8 | 4 | 282 | 376 | 417 | 793 | 135 | 335 | 17 | 11 | 356 | 91 | — | — | — | — | — | — |
| 2010 | 23 | INTL | Surprise Rafters | — | 78 | 66 | 22 | 5 | 0 | 1 | 5 | 14 | 2 | 10 | 0 | 333 | 397 | 455 | 852 | 121 | 382 | 18 | 6 | 358 | 129 | — | — | — | — | — | — |
| 2011 | 24 | AAA | Memphis Redbirds | — | 501 | 426 | 118 | 19 | 5 | 10 | 53 | 90 | 10 | 22 | 13 | 277 | 370 | 415 | 786 | 138 | 328 | 18 | 11 | 347 | 95 | — | — | — | — | — | — |
| 2011 | 24 | INTL | Leones del Caracas | — | 53 | 47 | 13 | 3 | 3 | 1 | 4 | 8 | 2 | 2 | 1 | 277 | 358 | 532 | 890 | 255 | 316 | 15 | 8 | 386 | 147 | — | — | — | — | — | — |
| 2012 | 25 | MLB | St. Louis Cardinals | — | 62 | 54 | 12 | 0 | 2 | 0 | 5 | 18 | 1 | 2 | 1 | 222 | 300 | 296 | 596 | 74 | 333 | 29 | 8 | 266 | 52 | -4 | +0 | +1 | +2 | +1 | 0.0 |
| 2012 | 25 | AAA | Memphis Redbirds | — | 419 | 357 | 114 | 17 | 2 | 3 | 51 | 80 | 4 | 13 | 4 | 319 | 410 | 403 | 814 | 84 | 398 | 19 | 12 | 365 | 103 | — | — | — | — | — | — |
| 2013 | 26 | MLB | St. Louis Cardinals | — | 29 | 26 | 4 | 1 | 0 | 0 | 3 | 11 | 0 | 0 | 1 | 154 | 241 | 192 | 434 | 38 | 267 | 38 | 10 | 210 | -5 | -4 | -0 | -1 | -5 | +1 | -1.0 |
| 2013 | 26 | AAA | Memphis Redbirds | — | 393 | 333 | 84 | 13 | 4 | 8 | 39 | 75 | 7 | 16 | 2 | 252 | 343 | 387 | 730 | 135 | 297 | 19 | 10 | 319 | 75 | — | — | — | — | — | — |
| 2013 | 26 | INTL | Cangrejeros de Santurce | — | 49 | 41 | 13 | 2 | 1 | 0 | 7 | 10 | 0 | 2 | 0 | 317 | 417 | 415 | 831 | 98 | 419 | 20 | 14 | 370 | 136 | — | — | — | — | — | — |
| 2014 | 27 | AAA | Buffalo Bisons | — | 206 | 180 | 51 | 8 | 0 | 5 | 19 | 32 | 1 | 1 | 6 | 283 | 355 | 411 | 766 | 128 | 317 | 16 | 9 | 335 | 88 | — | — | — | — | — | — |
| 2015 | 28 | AAA | Iowa Cubs | — | 298 | 261 | 73 | 18 | 2 | 1 | 30 | 53 | 3 | 9 | 5 | 280 | 361 | 375 | 736 | 96 | 344 | 18 | 10 | 331 | 71 | — | — | — | — | — | — |
| 2015 | 28 | INTL | Navegantes del Magallanes | — | 95 | 79 | 27 | 6 | 1 | 0 | 16 | 16 | 0 | 4 | 0 | 342 | 453 | 443 | 896 | 101 | 429 | 17 | 17 | 406 | 161 | — | — | — | — | — | — |
| 2018 | 31 | AAA | Lehigh Valley IronPigs | — | 138 | 126 | 35 | 13 | 2 | 1 | 10 | 35 | 0 | 3 | 1 | 278 | 331 | 437 | 767 | 159 | 374 | 25 | 7 | 335 | 69 | — | — | — | — | — | — |
| ▸ Career Totals (raw MLB only — historical actual) | |||||||||||||||||||||||||||||||
| MLB Career | — | — | 91 | 80 | 16 | 1 | 2 | 0 | 8 | 29 | 1 | 2 | 2 | 200 | 281 | 263 | 543 | 62 | 314 | 32 | 9 | 248 | 54 | -5 | -0 | -0 | -3 | +2 | -0.7 | ||
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2007 | 20 | ROK MLE | Johnson City Cardinals | — | 129 | 115 | 26 | 5 | 1 | 0 | 6 | 30 | 5 | 6 | 5 | 226 | 294 | 287 | 581 | 61 | 287 | 23 | 5 | 252 | 57 | — | — | — | — | — | — |
| 2008 | 21 | A MLE | Quad Cities River Bandits | — | 384 | 346 | 72 | 11 | 6 | 2 | 23 | 90 | 10 | 13 | 8 | 208 | 277 | 292 | 569 | 84 | 265 | 23 | 6 | 252 | 57 | — | — | — | — | — | — |
| 2009 | 22 | A+ MLE | Palm Beach Cardinals | — | 517 | 460 | 113 | 16 | 13 | 1 | 35 | 136 | 16 | 21 | 12 | 246 | 321 | 343 | 664 | 98 | 337 | 26 | 7 | 290 | 82 | — | — | — | — | — | — |
| 2010 | 23 | AAA MLE | Memphis Redbirds | — | 83 | 71 | 19 | 0 | 1 | 1 | 7 | 23 | 3 | 6 | 1 | 268 | 358 | 338 | 696 | 70 | 350 | 28 | 8 | 298 | 88 | — | — | — | — | — | — |
| 2010 | 23 | AA MLE | Springfield Cardinals | — | 292 | 262 | 67 | 8 | 6 | 4 | 21 | 60 | 7 | 8 | 4 | 256 | 328 | 378 | 705 | 122 | 311 | 21 | 7 | 302 | 91 | — | — | — | — | — | — |
| 2011 | 24 | AAA MLE | Memphis Redbirds | — | 501 | 440 | 114 | 18 | 4 | 9 | 39 | 119 | 10 | 22 | 13 | 259 | 333 | 380 | 713 | 120 | 321 | 24 | 8 | 309 | 95 | — | — | — | — | — | — |
| 2012 | 25 | MLB MLE | St. Louis Cardinals | — | 62 | 56 | 12 | 0 | 2 | 0 | 3 | 18 | 1 | 2 | 1 | 214 | 267 | 286 | 552 | 71 | 333 | 29 | 5 | 245 | 52 | -4 | +0 | +1 | +2 | +1 | 0.0 |
| 2012 | 25 | AAA MLE | Memphis Redbirds | — | 419 | 374 | 108 | 16 | 1 | 2 | 34 | 100 | 4 | 13 | 4 | 289 | 354 | 353 | 707 | 64 | 375 | 24 | 8 | 321 | 103 | — | — | — | — | — | — |
| 2013 | 26 | MLB MLE | St. Louis Cardinals | — | 29 | 28 | 4 | 1 | 0 | 0 | 1 | 11 | 0 | 0 | 1 | 143 | 172 | 179 | 351 | 36 | 267 | 38 | 3 | 161 | -5 | -4 | -0 | -1 | -5 | +1 | -1.0 |
| 2013 | 26 | AAA MLE | Memphis Redbirds | — | 393 | 345 | 80 | 11 | 4 | 6 | 27 | 96 | 7 | 16 | 2 | 232 | 301 | 339 | 640 | 107 | 280 | 24 | 7 | 279 | 75 | — | — | — | — | — | — |
| 2014 | 27 | AAA MLE | Buffalo Bisons | — | 206 | 187 | 50 | 7 | 0 | 4 | 12 | 41 | 1 | 1 | 6 | 267 | 315 | 369 | 684 | 102 | 307 | 20 | 6 | 299 | 88 | — | — | — | — | — | — |
| 2015 | 28 | AAA MLE | Iowa Cubs | — | 298 | 271 | 65 | 15 | 2 | 1 | 20 | 65 | 3 | 9 | 5 | 240 | 299 | 321 | 620 | 81 | 302 | 22 | 7 | 273 | 71 | — | — | — | — | — | — |
| 2018 | 31 | AAA MLE | Lehigh Valley IronPigs | — | 138 | 129 | 29 | 10 | 2 | 1 | 7 | 44 | 0 | 3 | 1 | 225 | 265 | 357 | 621 | 132 | 330 | 32 | 5 | 270 | 69 | — | — | — | — | — | — |
| 2007 | 20 | ROK MLE | Johnson City Cardinals | — | 129 | 115 | 26 | 5 | 1 | 0 | 6 | 30 | 5 | 6 | 5 | 226 | 294 | 287 | 581 | 61 | 302 | 23 | 5 | 252 | 57 | — | — | — | — | — | — |
| 2007 | 20 | ROK RAW | Johnson City Cardinals | — | 129 | 111 | 31 | 7 | 1 | 0 | 10 | 21 | 5 | 6 | 5 | 279 | 365 | 360 | 725 | 81 | 341 | 16 | 8 | 326 | 57 | — | — | — | — | — | — |
| 2008 | 21 | A MLE | Quad Cities River Bandits | — | 384 | 346 | 72 | 11 | 6 | 2 | 23 | 90 | 10 | 13 | 8 | 208 | 277 | 292 | 569 | 84 | 272 | 23 | 6 | 252 | 57 | — | — | — | — | — | — |
| 2008 | 21 | A RAW | Quad Cities River Bandits | — | 384 | 336 | 80 | 13 | 7 | 3 | 33 | 66 | 10 | 13 | 8 | 238 | 325 | 345 | 670 | 107 | 285 | 17 | 9 | 303 | 57 | — | — | — | — | — | — |
| 2009 | 22 | A+ MLE | Palm Beach Cardinals | — | 517 | 460 | 113 | 16 | 13 | 1 | 35 | 136 | 16 | 21 | 12 | 246 | 321 | 343 | 664 | 98 | 345 | 26 | 7 | 290 | 82 | — | — | — | — | — | — |
| 2009 | 22 | A+ RAW | Palm Beach Cardinals | — | 517 | 448 | 127 | 17 | 16 | 1 | 47 | 96 | 16 | 21 | 12 | 283 | 372 | 400 | 771 | 116 | 357 | 19 | 9 | 345 | 82 | — | — | — | — | — | — |
| 2010 | 23 | AA MLE | 3 teams | — | 453 | 398 | 102 | 9 | 8 | 5 | 34 | 101 | 12 | 24 | 5 | 256 | 333 | 357 | 690 | 101 | 327 | 22 | 8 | 301 | 90 | — | — | — | — | — | — |
| 2010 | 23 | AA RAW | 3 teams | — | 453 | 387 | 113 | 14 | 6 | 7 | 45 | 82 | 12 | 24 | 5 | 292 | 383 | 413 | 796 | 121 | 350 | 18 | 10 | 354 | 90 | — | — | — | — | — | — |
| 2011 | 24 | AAA MLE | 2 teams | — | 554 | 487 | 127 | 20 | 5 | 10 | 43 | 131 | 12 | 24 | 14 | 261 | 336 | 384 | 720 | 123 | 335 | 24 | 8 | 309 | 95 | — | — | — | — | — | — |
| 2011 | 24 | AAA RAW | 2 teams | — | 554 | 473 | 131 | 22 | 8 | 11 | 57 | 98 | 12 | 24 | 14 | 277 | 369 | 427 | 796 | 150 | 327 | 18 | 10 | 350 | 95 | — | — | — | — | — | — |
| 2012 | 25 | AAA MLE | 2 teams | — | 481 | 430 | 121 | 16 | 4 | 2 | 37 | 118 | 5 | 15 | 5 | 281 | 345 | 351 | 697 | 70 | 378 | 25 | 8 | 311 | 97 | — | — | — | — | — | — |
| 2012 | 25 | AAA RAW | 2 teams | — | 481 | 411 | 126 | 17 | 4 | 3 | 56 | 98 | 5 | 15 | 5 | 307 | 396 | 389 | 785 | 83 | 390 | 20 | 12 | 353 | 97 | — | — | — | — | — | — |
| 2013 | 26 | AAA MLE | 3 teams | — | 471 | 418 | 94 | 14 | 4 | 7 | 31 | 120 | 7 | 18 | 3 | 225 | 289 | 328 | 617 | 103 | 293 | 25 | 7 | 271 | 69 | — | — | — | — | — | — |
| 2013 | 26 | AAA RAW | 3 teams | — | 471 | 400 | 101 | 16 | 5 | 8 | 49 | 96 | 7 | 18 | 3 | 253 | 344 | 378 | 722 | 125 | 308 | 20 | 10 | 318 | 69 | — | — | — | — | — | — |
| 2014 | 27 | AAA MLE | Buffalo Bisons | — | 206 | 187 | 50 | 7 | 0 | 4 | 12 | 41 | 1 | 1 | 6 | 267 | 315 | 369 | 684 | 102 | 319 | 20 | 6 | 299 | 88 | — | — | — | — | — | — |
| 2014 | 27 | AAA RAW | Buffalo Bisons | — | 206 | 180 | 51 | 8 | 0 | 5 | 19 | 32 | 1 | 1 | 6 | 283 | 355 | 411 | 766 | 128 | 317 | 16 | 9 | 335 | 88 | — | — | — | — | — | — |
| 2015 | 28 | AAA MLE | 2 teams | — | 393 | 359 | 85 | 20 | 2 | 1 | 27 | 86 | 3 | 13 | 5 | 237 | 296 | 312 | 608 | 75 | 307 | 22 | 7 | 273 | 71 | — | — | — | — | — | — |
| 2015 | 28 | AAA RAW | 2 teams | — | 393 | 340 | 100 | 24 | 3 | 1 | 46 | 69 | 3 | 13 | 5 | 294 | 383 | 391 | 774 | 97 | 364 | 18 | 12 | 349 | 71 | — | — | — | — | — | — |
| 2018 | 31 | AAA MLE | Lehigh Valley IronPigs | — | 138 | 129 | 29 | 10 | 2 | 1 | 7 | 44 | 0 | 3 | 1 | 225 | 265 | 357 | 621 | 132 | 329 | 32 | 5 | 270 | 69 | — | — | — | — | — | — |
| 2018 | 31 | AAA RAW | Lehigh Valley IronPigs | — | 138 | 126 | 35 | 13 | 2 | 1 | 10 | 35 | 0 | 3 | 1 | 278 | 331 | 437 | 767 | 159 | 374 | 25 | 7 | 335 | 69 | — | — | — | — | — | — |
| 2007 | 20 | ROK MLE | Johnson City Cardinals | — | 129 | 117 | 26 | 5 | 1 | 0 | 6 | 30 | 5 | 6 | 5 | 222 | 294 | 282 | 576 | 60 | 287 | 23 | 5 | 252 | 57 | — | — | — | — | — | — |
| 2008 | 21 | A MLE | Quad Cities River Bandits | — | 384 | 348 | 72 | 11 | 6 | 2 | 23 | 90 | 10 | 13 | 8 | 207 | 277 | 290 | 567 | 83 | 265 | 23 | 6 | 252 | 57 | — | — | — | — | — | — |
| 2009 | 22 | A+ MLE | Palm Beach Cardinals | — | 517 | 461 | 113 | 16 | 13 | 1 | 35 | 136 | 16 | 21 | 12 | 245 | 321 | 343 | 664 | 98 | 337 | 26 | 7 | 290 | 82 | — | — | — | — | — | — |
| 2010 | 23 | AA MLE | 3 teams | — | 453 | 404 | 102 | 9 | 8 | 5 | 34 | 101 | 12 | 24 | 5 | 252 | 333 | 351 | 685 | 99 | 320 | 22 | 8 | 301 | 90 | — | — | — | — | — | — |
| 2011 | 24 | AAA MLE | 2 teams | — | 554 | 494 | 127 | 20 | 5 | 10 | 43 | 131 | 12 | 24 | 14 | 257 | 336 | 379 | 714 | 121 | 321 | 24 | 8 | 309 | 95 | — | — | — | — | — | — |
| 2012 | 25 | AAA MLE | 2 teams | — | 481 | 436 | 121 | 16 | 4 | 2 | 37 | 118 | 5 | 15 | 5 | 278 | 345 | 346 | 692 | 69 | 370 | 25 | 8 | 311 | 97 | — | — | — | — | — | — |
| 2013 | 26 | AAA MLE | 3 teams | — | 471 | 430 | 94 | 14 | 4 | 7 | 31 | 120 | 7 | 18 | 3 | 219 | 289 | 319 | 608 | 100 | 279 | 25 | 7 | 271 | 69 | — | — | — | — | — | — |
| 2014 | 27 | AAA MLE | Buffalo Bisons | — | 206 | 191 | 50 | 7 | 0 | 4 | 12 | 41 | 1 | 1 | 6 | 262 | 315 | 361 | 676 | 99 | 307 | 20 | 6 | 299 | 88 | — | — | — | — | — | — |
| 2015 | 28 | AAA MLE | 2 teams | — | 393 | 360 | 85 | 20 | 2 | 1 | 27 | 86 | 3 | 13 | 5 | 236 | 296 | 311 | 607 | 75 | 302 | 22 | 7 | 273 | 71 | — | — | — | — | — | — |
| 2018 | 31 | AAA MLE | Lehigh Valley IronPigs | — | 138 | 130 | 29 | 10 | 2 | 1 | 7 | 44 | 0 | 3 | 1 | 223 | 265 | 354 | 619 | 131 | 330 | 32 | 5 | 270 | 69 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| ▸ Career totals — MLB only (actual + projected) | |||||||||||||||||||||||||||||||
| Career | — | A+C | — | 91 | 80 | 16 | 1 | 2 | 0 | 8 | 29 | 1 | 2 | 2 | 200 | 281 | 263 | 543 | 62 | 314 | 32 | 9 | 248 | 81 | -5 | -0 | -0 | -3 | +2 | -0.7 | |
| / 162G | — | A+C | — | 650 | 571 | 114 | 7 | 14 | 0 | 57 | 207 | 7 | 14 | 14 | 200 | 280 | 261 | 541 | 61 | 313 | 32 | 9 | 248 | 81 | -35 | -3 | -2 | -24 | +14 | -5.1 | |
| Career | — | MLE | — | 3726 | 3329 | 819 | 128 | 45 | 33 | 255 | 897 | 71 | 138 | 64 | 246 | 313 | 341 | 655 | 95 | 324 | 24 | 7 | 287 | 81 | -5 | -0 | -0 | -3 | +2 | -0.7 | |
| / 162G | — | MLE | — | 650 | 581 | 143 | 22 | 8 | 6 | 44 | 156 | 12 | 24 | 11 | 246 | 312 | 343 | 654 | 96 | 323 | 24 | 7 | 287 | 81 | -35 | -3 | -2 | -24 | +14 | -5.1 | |
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.
2018 AAALehigh Valley IronPigs · 138 PAwOBA .328 → .270 (−58)K% 25.4% → 31.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 25.36% | ÷0.962 | ×1.200 | — | — | 31.63% |
| BB% (unintentional) /PA | 7.25% | ÷0.932 | ×0.690 | — | ×0.952 | 5.11% |
| HBP% /PA | 0.00% | — | ×0.940 | — | ×0.952 | 0.00% |
| Singles /BIP | 20.88% | ÷1.000 | ×0.930 | ×1.022 | ×0.952 | 18.89% |
| Doubles /BIP | 14.29% | ÷0.971 | ×0.830 | ×1.022 | ×0.952 | 11.88% |
| Triples /BIP | 2.20% | ÷0.900 | ×0.970 | ×1.022 | ×0.952 | 2.30% |
| Home runs /BIP | 1.10% | ÷0.954 | ×0.840 | — | ×0.952 | 0.92% |
Factors used: league row IL. Park (home-season share, regressed): HR 91, 1B 100, 2B 94, 3B 80, K 92, BB 86 — 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 ×1.022.
Result: wOBA .328 → .270; ISO .159 → .133; BABIP .374 → .330. 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 AAAIowa Cubs · 298 PAwOBA .324 → .273 (−51)K% 17.8% → 21.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 17.79% | ÷1.051 | ×1.290 | — | — | 21.83% |
| BB% (unintentional) /PA | 9.73% | ÷0.996 | ×0.710 | — | ×0.982 | 6.81% |
| HBP% /PA | 1.01% | — | ×0.980 | — | ×0.982 | 0.97% |
| Singles /BIP | 25.00% | ÷1.008 | ×0.900 | ×1.023 | ×0.982 | 22.42% |
| Doubles /BIP | 8.65% | ÷0.984 | ×0.810 | ×1.023 | ×0.982 | 7.16% |
| Triples /BIP | 0.96% | ÷0.948 | ×0.810 | ×1.023 | ×0.982 | 0.83% |
| Home runs /BIP | 0.48% | ÷0.916 | ×0.780 | — | ×0.982 | 0.40% |
Factors used: league row PCL. Park (home-season share, regressed): HR 83, 1B 102, 2B 97, 3B 90, K 110, BB 99 — 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 ×1.023.
Result: wOBA .324 → .273; ISO .096 → .080; BABIP .344 → .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 AAABuffalo Bisons · 206 PAwOBA .328 → .299 (−29)K% 15.5% → 19.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 15.53% | ÷0.942 | ×1.200 | — | — | 19.79% |
| BB% (unintentional) /PA | 8.74% | ÷1.041 | ×0.690 | — | ×0.992 | 5.75% |
| HBP% /PA | 0.49% | — | ×0.940 | — | ×0.992 | 0.45% |
| Singles /BIP | 25.68% | ÷0.968 | ×0.930 | ×1.044 | ×0.992 | 25.55% |
| Doubles /BIP | 5.41% | ÷0.985 | ×0.830 | ×1.044 | ×0.992 | 4.72% |
| Triples /BIP | 0.00% | ÷1.150 | ×0.970 | ×1.044 | ×0.992 | 0.00% |
| Home runs /BIP | 3.38% | ÷1.006 | ×0.840 | — | ×0.992 | 2.80% |
Factors used: league row IL. Park (home-season share, regressed): HR 101, 1B 94, 2B 97, 3B 130, K 88, BB 108 — 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 ×1.044.
Result: wOBA .328 → .299; ISO .128 → .111; BABIP .317 → .307. 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 AAAMemphis Redbirds · 393 PAwOBA .316 → .279 (−37)K% 19.1% → 24.5%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 19.08% | ÷1.004 | ×1.290 | — | — | 24.52% |
| BB% (unintentional) /PA | 9.92% | ÷1.020 | ×0.710 | — | ×1.003 | 6.93% |
| HBP% /PA | 1.78% | — | ×0.980 | — | ×1.003 | 1.75% |
| Singles /BIP | 22.87% | ÷0.970 | ×0.900 | ×1.050 | ×1.003 | 22.36% |
| Doubles /BIP | 5.04% | ÷1.002 | ×0.810 | ×1.050 | ×1.003 | 4.29% |
| Triples /BIP | 1.55% | ÷0.984 | ×0.810 | ×1.050 | ×1.003 | 1.34% |
| Home runs /BIP | 3.10% | ÷0.988 | ×0.780 | — | ×1.003 | 2.46% |
Factors used: league row PCL. Park (home-season share, regressed): HR 98, 1B 94, 2B 100, 3B 97, K 101, BB 104 — 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 .316 → .279; ISO .135 → .113; BABIP .297 → .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).
2012 AAAMemphis Redbirds · 419 PAwOBA .358 → .321 (−37)K% 19.1% → 23.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 19.09% | ÷1.033 | ×1.290 | — | — | 23.84% |
| BB% (unintentional) /PA | 11.22% | ÷1.014 | ×0.710 | — | ×1.018 | 8.00% |
| HBP% /PA | 0.95% | — | ×0.980 | — | ×1.018 | 0.95% |
| Singles /BIP | 33.21% | ÷0.985 | ×0.900 | ×1.025 | ×1.018 | 31.68% |
| Doubles /BIP | 6.14% | ÷0.916 | ×0.810 | ×1.025 | ×1.018 | 5.67% |
| Triples /BIP | 0.72% | ÷1.150 | ×0.810 | ×1.025 | ×1.018 | 0.53% |
| Home runs /BIP | 1.08% | ÷0.993 | ×0.780 | — | ×1.018 | 0.87% |
Factors used: league row PCL. Park (home-season share, regressed): HR 99, 1B 97, 2B 83, 3B 130, K 107, BB 103 — applied at half strength. Age: age 26 vs a level average of 27.2 → +1.8% on BB/HBP/hit rates (1.2 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.025.
Result: wOBA .358 → .321; ISO .084 → .074; BABIP .398 → .375. 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 AAAMemphis Redbirds · 501 PAwOBA .340 → .309 (−31)K% 18.0% → 23.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 17.96% | ÷0.979 | ×1.290 | — | — | 23.67% |
| BB% (unintentional) /PA | 10.58% | ÷1.008 | ×0.710 | — | ×1.033 | 7.70% |
| HBP% /PA | 2.00% | — | ×0.980 | — | ×1.033 | 2.02% |
| Singles /BIP | 25.00% | ÷0.982 | ×0.900 | ×1.049 | ×1.033 | 24.83% |
| Doubles /BIP | 5.65% | ÷0.923 | ×0.810 | ×1.049 | ×1.033 | 5.38% |
| Triples /BIP | 1.49% | ÷0.999 | ×0.810 | ×1.049 | ×1.033 | 1.31% |
| Home runs /BIP | 2.98% | ÷0.893 | ×0.780 | — | ×1.033 | 2.69% |
Factors used: league row PCL. Park (home-season share, regressed): HR 79, 1B 96, 2B 85, 3B 100, K 96, BB 102 — 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 ×1.049.
Result: wOBA .340 → .309; ISO .138 → .126; BABIP .328 → .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).
2010 AASpringfield Cardinals · 292 PAwOBA .347 → .302 (−45)K% 17.1% → 20.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 17.12% | ÷1.009 | ×1.220 | — | — | 20.70% |
| BB% (unintentional) /PA | 10.62% | ÷1.024 | ×0.700 | — | ×1.012 | 7.34% |
| HBP% /PA | 2.40% | — | ×0.870 | — | ×1.012 | 2.11% |
| Singles /BIP | 25.74% | ÷1.026 | ×0.920 | ×1.033 | ×1.012 | 24.14% |
| Doubles /BIP | 4.46% | ÷1.051 | ×0.840 | ×1.033 | ×1.012 | 3.72% |
| Triples /BIP | 2.48% | ÷0.900 | ×0.940 | ×1.033 | ×1.012 | 2.70% |
| Home runs /BIP | 2.48% | ÷1.101 | ×0.800 | — | ×1.012 | 1.82% |
Factors used: league row TL. Park (home-season share, regressed): HR 120, 1B 105, 2B 110, 3B 80, K 102, BB 105 — 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 ×1.033.
Result: wOBA .347 → .302; ISO .135 → .118; BABIP .335 → .311. 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 AAAMemphis Redbirds · 83 PAwOBA .339 → .298 (−41)K% 21.7% → 28.1%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.69% | ÷0.995 | ×1.290 | — | — | 28.12% |
| BB% (unintentional) /PA | 10.84% | ÷0.958 | ×0.710 | — | ×1.048 | 8.42% |
| HBP% /PA | 3.61% | — | ×0.980 | — | ×1.048 | 3.71% |
| Singles /BIP | 35.29% | ÷0.988 | ×0.900 | ×0.992 | ×1.048 | 33.44% |
| Doubles /BIP | 0.00% | ÷0.928 | ×0.810 | ×0.992 | ×1.048 | 0.00% |
| Triples /BIP | 1.96% | ÷0.900 | ×0.810 | ×0.992 | ×1.048 | 1.84% |
| Home runs /BIP | 1.96% | ÷1.163 | ×0.780 | — | ×1.048 | 1.38% |
Factors used: league row PCL. Park (home-season share, regressed): HR 133, 1B 98, 2B 86, 3B 80, K 99, BB 92 — 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 ×0.992.
Result: wOBA .339 → .298; ISO .072 → .056; BABIP .373 → .350. 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 — .