Ray Chang
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2014 | 30 | AAMIA | 167 | .234/.294/.297 | 0 | 0 | 45 | — | .221/.264/.279 |
| 2015 | 31 | AAMIA | 280 | .283/.367/.371 | 1 | 1 | 78 | — | .259/.313/.337 |
| 2016 | 32 | AAA/AA2 orgs | 210 | .257/.317/.304 | 0 | 1 | 39 | — | .218/.260/.254 |
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 | 21 | ROK | AZL Padres | — | 56 | 48 | 8 | 2 | 0 | 0 | 5 | 12 | 1 | 0 | 0 | 167 | 255 | 208 | 463 | 42 | 216 | 21 | 9 | 218 | -10 | — | — | — | — | — | — |
| 2006 | 22 | AAA | Portland Beavers | — | 20 | 18 | 4 | 1 | 1 | 1 | 1 | 7 | 0 | 0 | 0 | 222 | 250 | 556 | 806 | 333 | 300 | 35 | 5 | 329 | 57 | — | — | — | — | — | — |
| 2006 | 22 | AA | Mobile BayBears | — | 46 | 43 | 10 | 3 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 233 | 233 | 302 | 535 | 70 | 278 | 17 | 0 | 221 | 31 | — | — | — | — | — | — |
| 2006 | 22 | A | Fort Wayne Wizards | — | 113 | 91 | 26 | 4 | 0 | 3 | 16 | 19 | 3 | 0 | 1 | 286 | 398 | 429 | 827 | 143 | 333 | 17 | 14 | 371 | 84 | — | — | — | — | — | — |
| 2007 | 23 | AAA | Portland Beavers | — | 297 | 267 | 70 | 17 | 0 | 3 | 17 | 58 | 6 | 1 | 2 | 262 | 321 | 360 | 680 | 97 | 319 | 20 | 6 | 302 | 57 | — | — | — | — | — | — |
| 2007 | 23 | A+ | Lake Elsinore Storm | — | 63 | 56 | 17 | 3 | 2 | 1 | 3 | 6 | 2 | 0 | 0 | 304 | 361 | 482 | 843 | 179 | 320 | 10 | 5 | 360 | 95 | — | — | — | — | — | — |
| 2008 | 24 | AA | Altoona Curve | — | 84 | 71 | 19 | 11 | 0 | 0 | 10 | 10 | 2 | 0 | 0 | 268 | 373 | 423 | 796 | 155 | 311 | 12 | 12 | 355 | 97 | — | — | — | — | — | — |
| 2009 | 25 | AA | Altoona Curve | — | 152 | 127 | 37 | 14 | 0 | 2 | 15 | 16 | 5 | 1 | 2 | 291 | 388 | 449 | 837 | 157 | 315 | 11 | 10 | 364 | 99 | — | — | — | — | — | — |
| 2009 | 25 | A+ | Lynchburg Hillcats | — | 144 | 122 | 37 | 9 | 0 | 0 | 14 | 14 | 4 | 1 | 1 | 303 | 393 | 377 | 770 | 74 | 336 | 10 | 10 | 344 | 82 | — | — | — | — | — | — |
| 2010 | 26 | AA | Portland Sea Dogs | — | 508 | 440 | 131 | 30 | 2 | 9 | 51 | 64 | 12 | 0 | 1 | 298 | 385 | 436 | 821 | 139 | 331 | 13 | 10 | 367 | 93 | — | — | — | — | — | — |
| 2011 | 27 | AAA | Rochester Red Wings | — | 187 | 167 | 45 | 7 | 0 | 2 | 14 | 26 | 0 | 0 | 0 | 269 | 326 | 347 | 673 | 78 | 305 | 14 | 7 | 297 | 62 | — | — | — | — | — | — |
| 2011 | 27 | AA | New Britain Rock Cats | — | 97 | 89 | 24 | 9 | 0 | 1 | 5 | 14 | 2 | 1 | 1 | 270 | 323 | 404 | 727 | 135 | 307 | 14 | 5 | 322 | 65 | — | — | — | — | — | — |
| 2012 | 28 | AAA | Rochester Red Wings | — | 297 | 266 | 64 | 8 | 0 | 0 | 20 | 39 | 5 | 3 | 3 | 241 | 304 | 271 | 574 | 30 | 279 | 13 | 7 | 265 | 38 | — | — | — | — | — | — |
| 2013 | 29 | AAA | Louisville Bats | — | 50 | 45 | 10 | 3 | 0 | 1 | 4 | 10 | 1 | 0 | 0 | 222 | 300 | 356 | 656 | 133 | 265 | 20 | 8 | 298 | 44 | — | — | — | — | — | — |
| 2013 | 29 | AA | Pensacola Blue Wahoos | — | 244 | 216 | 60 | 8 | 0 | 2 | 21 | 35 | 0 | 0 | 1 | 278 | 338 | 343 | 680 | 65 | 320 | 14 | 9 | 305 | 61 | — | — | — | — | — | — |
| 2014 | 30 | AA | Pensacola Blue Wahoos | — | 167 | 145 | 34 | 9 | 0 | 0 | 12 | 23 | 2 | 0 | 1 | 234 | 294 | 297 | 591 | 62 | 276 | 14 | 7 | 264 | 45 | — | — | — | — | — | — |
| 2015 | 31 | AA | Pensacola Blue Wahoos | — | 280 | 240 | 68 | 16 | 1 | 1 | 31 | 37 | 2 | 1 | 1 | 283 | 367 | 371 | 738 | 88 | 327 | 13 | 11 | 331 | 78 | — | — | — | — | — | — |
| 2016 | 32 | AAA | Louisville Bats | — | 79 | 72 | 17 | 4 | 0 | 0 | 7 | 19 | 0 | 1 | 1 | 236 | 304 | 292 | 595 | 56 | 321 | 24 | 9 | 276 | 32 | — | — | — | — | — | — |
| 2016 | 32 | AA | Pensacola Blue Wahoos | — | 131 | 119 | 32 | 5 | 0 | 0 | 9 | 28 | 1 | 0 | 0 | 269 | 326 | 311 | 637 | 42 | 348 | 21 | 7 | 289 | 43 | — | — | — | — | — | — |
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2005 | 21 | ROK MLE | AZL Padres | — | 56 | 51 | 6 | 1 | 0 | 0 | 3 | 17 | 1 | 0 | 0 | 118 | 182 | 137 | 319 | 20 | 167 | 30 | 5 | 153 | -10 | — | — | — | — | — | — |
| 2006 | 22 | AAA MLE | Portland Beavers | — | 20 | 19 | 4 | 1 | 1 | 1 | 1 | 9 | 0 | 0 | 0 | 211 | 250 | 526 | 776 | 316 | 260 | 45 | 5 | 252 | 57 | — | — | — | — | — | — |
| 2006 | 22 | AA MLE | Mobile BayBears | — | 46 | 43 | 10 | 3 | 0 | 0 | 0 | 10 | 0 | 0 | 0 | 233 | 233 | 302 | 535 | 70 | 262 | 22 | 0 | 214 | 31 | — | — | — | — | — | — |
| 2006 | 22 | A MLE | Fort Wayne Wizards | — | 113 | 99 | 22 | 3 | 0 | 2 | 11 | 26 | 3 | 0 | 1 | 222 | 319 | 313 | 632 | 91 | 281 | 23 | 10 | 292 | 84 | — | — | — | — | — | — |
| 2007 | 23 | AAA MLE | Portland Beavers | — | 297 | 272 | 61 | 14 | 0 | 2 | 12 | 75 | 6 | 1 | 2 | 224 | 272 | 298 | 570 | 74 | 284 | 25 | 4 | 253 | 57 | — | — | — | — | — | — |
| 2007 | 23 | A+ MLE | Lake Elsinore Storm | — | 63 | 57 | 16 | 3 | 2 | 1 | 2 | 8 | 2 | 0 | 0 | 281 | 328 | 456 | 784 | 175 | 281 | 13 | 3 | 309 | 95 | — | — | — | — | — | — |
| 2008 | 24 | AA MLE | Altoona Curve | — | 84 | 74 | 18 | 10 | 0 | 0 | 7 | 12 | 2 | 0 | 0 | 243 | 325 | 378 | 704 | 135 | 295 | 14 | 8 | 312 | 97 | — | — | — | — | — | — |
| 2009 | 25 | AA MLE | Altoona Curve | — | 152 | 132 | 35 | 12 | 0 | 2 | 10 | 19 | 5 | 1 | 2 | 265 | 340 | 402 | 742 | 136 | 281 | 12 | 7 | 315 | 99 | — | — | — | — | — | — |
| 2009 | 25 | A+ MLE | Lynchburg Hillcats | — | 144 | 128 | 35 | 8 | 0 | 0 | 8 | 20 | 4 | 1 | 1 | 273 | 336 | 336 | 672 | 62 | 300 | 14 | 6 | 290 | 82 | — | — | — | — | — | — |
| 2010 | 26 | AA MLE | Portland Sea Dogs | — | 508 | 457 | 121 | 24 | 2 | 6 | 35 | 78 | 12 | 0 | 1 | 265 | 333 | 365 | 699 | 101 | 300 | 15 | 7 | 305 | 93 | — | — | — | — | — | — |
| 2011 | 27 | AAA MLE | Rochester Red Wings | — | 187 | 172 | 43 | 6 | 0 | 1 | 9 | 33 | 0 | 0 | 0 | 250 | 287 | 302 | 590 | 52 | 285 | 18 | 5 | 260 | 62 | — | — | — | — | — | — |
| 2011 | 27 | AA MLE | New Britain Rock Cats | — | 97 | 91 | 21 | 7 | 0 | 1 | 3 | 17 | 2 | 1 | 1 | 231 | 271 | 341 | 611 | 110 | 267 | 18 | 3 | 265 | 65 | — | — | — | — | — | — |
| 2012 | 28 | AAA MLE | Rochester Red Wings | — | 297 | 276 | 58 | 7 | 0 | 0 | 12 | 45 | 5 | 3 | 3 | 210 | 256 | 236 | 491 | 25 | 246 | 15 | 4 | 224 | 38 | — | — | — | — | — | — |
| 2013 | 29 | AAA MLE | Louisville Bats | — | 50 | 46 | 8 | 2 | 0 | 1 | 2 | 12 | 1 | 0 | 0 | 174 | 220 | 283 | 503 | 109 | 232 | 24 | 4 | 233 | 44 | — | — | — | — | — | — |
| 2013 | 29 | AA MLE | Pensacola Blue Wahoos | — | 244 | 227 | 56 | 7 | 0 | 2 | 13 | 41 | 0 | 0 | 1 | 247 | 287 | 304 | 591 | 57 | 284 | 17 | 5 | 259 | 61 | — | — | — | — | — | — |
| 2014 | 30 | AA MLE | Pensacola Blue Wahoos | — | 167 | 154 | 34 | 9 | 0 | 0 | 7 | 28 | 2 | 0 | 1 | 221 | 264 | 279 | 543 | 58 | 255 | 17 | 4 | 234 | 45 | — | — | — | — | — | — |
| 2015 | 31 | AA MLE | Pensacola Blue Wahoos | — | 280 | 255 | 66 | 15 | 1 | 1 | 18 | 46 | 2 | 1 | 1 | 259 | 313 | 337 | 650 | 78 | 299 | 16 | 6 | 283 | 78 | — | — | — | — | — | — |
| 2016 | 32 | AAA MLE | Louisville Bats | — | 79 | 74 | 15 | 3 | 0 | 0 | 5 | 23 | 0 | 1 | 1 | 203 | 253 | 243 | 496 | 41 | 285 | 29 | 6 | 216 | 32 | — | — | — | — | — | — |
| 2016 | 32 | AA MLE | Pensacola Blue Wahoos | — | 131 | 123 | 28 | 4 | 0 | 0 | 5 | 33 | 1 | 0 | 0 | 228 | 264 | 260 | 524 | 33 | 298 | 25 | 4 | 232 | 43 | — | — | — | — | — | — |
| 2005 | 21 | ROK MLE | AZL Padres | — | 56 | 51 | 6 | 1 | 0 | 0 | 3 | 17 | 1 | 0 | 0 | 118 | 182 | 137 | 319 | 20 | 171 | 30 | 5 | 153 | -10 | — | — | — | — | — | — |
| 2005 | 21 | ROK RAW | AZL Padres | — | 56 | 48 | 8 | 2 | 0 | 0 | 5 | 12 | 1 | 0 | 0 | 167 | 255 | 208 | 463 | 42 | 216 | 21 | 9 | 218 | -10 | — | — | — | — | — | — |
| 2006 | 22 | A MLE | 3 teams | — | 179 | 161 | 36 | 7 | 1 | 3 | 12 | 45 | 3 | 0 | 1 | 224 | 290 | 335 | 625 | 112 | 289 | 25 | 7 | 267 | 67 | — | — | — | — | — | — |
| 2006 | 22 | A RAW | 3 teams | — | 179 | 152 | 40 | 8 | 1 | 4 | 17 | 34 | 3 | 0 | 1 | 263 | 341 | 408 | 749 | 145 | 313 | 19 | 9 | 328 | 67 | — | — | — | — | — | — |
| 2007 | 23 | AAA MLE | 2 teams | — | 360 | 329 | 76 | 16 | 2 | 3 | 14 | 83 | 8 | 1 | 2 | 231 | 279 | 319 | 598 | 88 | 294 | 23 | 4 | 263 | 64 | — | — | — | — | — | — |
| 2007 | 23 | AAA RAW | 2 teams | — | 360 | 323 | 87 | 20 | 2 | 4 | 20 | 64 | 8 | 1 | 2 | 269 | 328 | 381 | 708 | 111 | 319 | 18 | 6 | 312 | 64 | — | — | — | — | — | — |
| 2008 | 24 | AA MLE | Altoona Curve | — | 84 | 74 | 18 | 10 | 0 | 0 | 7 | 12 | 2 | 0 | 0 | 243 | 325 | 378 | 704 | 135 | 290 | 14 | 8 | 312 | 97 | — | — | — | — | — | — |
| 2008 | 24 | AA RAW | Altoona Curve | — | 84 | 71 | 19 | 11 | 0 | 0 | 10 | 10 | 2 | 0 | 0 | 268 | 373 | 423 | 796 | 155 | 311 | 12 | 12 | 355 | 97 | — | — | — | — | — | — |
| 2009 | 25 | AA MLE | 2 teams | — | 296 | 259 | 70 | 20 | 0 | 2 | 19 | 39 | 9 | 2 | 3 | 270 | 341 | 371 | 712 | 100 | 306 | 13 | 6 | 303 | 91 | — | — | — | — | — | — |
| 2009 | 25 | AA RAW | 2 teams | — | 296 | 249 | 74 | 23 | 0 | 2 | 29 | 30 | 9 | 2 | 3 | 297 | 390 | 414 | 804 | 116 | 326 | 10 | 10 | 354 | 91 | — | — | — | — | — | — |
| 2010 | 26 | AA MLE | Portland Sea Dogs | — | 508 | 457 | 121 | 24 | 2 | 6 | 35 | 78 | 12 | 0 | 1 | 265 | 333 | 365 | 699 | 101 | 307 | 15 | 7 | 305 | 93 | — | — | — | — | — | — |
| 2010 | 26 | AA RAW | Portland Sea Dogs | — | 508 | 440 | 131 | 30 | 2 | 9 | 51 | 64 | 12 | 0 | 1 | 298 | 385 | 436 | 821 | 139 | 331 | 13 | 10 | 367 | 93 | — | — | — | — | — | — |
| 2011 | 27 | AAA MLE | 2 teams | — | 284 | 263 | 64 | 13 | 0 | 2 | 12 | 50 | 2 | 1 | 1 | 243 | 282 | 316 | 597 | 72 | 290 | 18 | 4 | 262 | 63 | — | — | — | — | — | — |
| 2011 | 27 | AAA RAW | 2 teams | — | 284 | 256 | 69 | 16 | 0 | 3 | 19 | 40 | 2 | 1 | 1 | 270 | 325 | 367 | 692 | 98 | 306 | 14 | 7 | 306 | 63 | — | — | — | — | — | — |
| 2012 | 28 | AAA MLE | Rochester Red Wings | — | 297 | 276 | 58 | 7 | 0 | 0 | 12 | 45 | 5 | 3 | 3 | 210 | 256 | 236 | 491 | 25 | 249 | 15 | 4 | 224 | 38 | — | — | — | — | — | — |
| 2012 | 28 | AAA RAW | Rochester Red Wings | — | 297 | 266 | 64 | 8 | 0 | 0 | 20 | 39 | 5 | 3 | 3 | 241 | 304 | 271 | 574 | 30 | 279 | 13 | 7 | 265 | 38 | — | — | — | — | — | — |
| 2013 | 29 | AA MLE | 2 teams | — | 294 | 273 | 64 | 10 | 0 | 2 | 16 | 53 | 1 | 0 | 1 | 234 | 279 | 293 | 572 | 59 | 282 | 18 | 5 | 255 | 58 | — | — | — | — | — | — |
| 2013 | 29 | AA RAW | 2 teams | — | 294 | 261 | 70 | 11 | 0 | 3 | 25 | 45 | 1 | 0 | 1 | 268 | 331 | 345 | 676 | 77 | 312 | 15 | 9 | 303 | 58 | — | — | — | — | — | — |
| 2014 | 30 | AA MLE | Pensacola Blue Wahoos | — | 167 | 154 | 34 | 9 | 0 | 0 | 7 | 28 | 2 | 0 | 1 | 221 | 264 | 279 | 543 | 58 | 268 | 17 | 4 | 234 | 45 | — | — | — | — | — | — |
| 2014 | 30 | AA RAW | Pensacola Blue Wahoos | — | 167 | 145 | 34 | 9 | 0 | 0 | 12 | 23 | 2 | 0 | 1 | 234 | 294 | 297 | 591 | 62 | 276 | 14 | 7 | 264 | 45 | — | — | — | — | — | — |
| 2015 | 31 | AA MLE | Pensacola Blue Wahoos | — | 280 | 255 | 66 | 15 | 1 | 1 | 18 | 46 | 2 | 1 | 1 | 259 | 313 | 337 | 650 | 78 | 308 | 16 | 6 | 283 | 78 | — | — | — | — | — | — |
| 2015 | 31 | AA RAW | Pensacola Blue Wahoos | — | 280 | 240 | 68 | 16 | 1 | 1 | 31 | 37 | 2 | 1 | 1 | 283 | 367 | 371 | 738 | 88 | 327 | 13 | 11 | 331 | 78 | — | — | — | — | — | — |
| 2016 | 32 | AA MLE | 2 teams | — | 210 | 197 | 42 | 7 | 0 | 0 | 10 | 56 | 1 | 1 | 1 | 213 | 255 | 249 | 504 | 36 | 296 | 27 | 5 | 226 | 39 | — | — | — | — | — | — |
| 2016 | 32 | AA RAW | 2 teams | — | 210 | 191 | 49 | 9 | 0 | 0 | 16 | 47 | 1 | 1 | 1 | 257 | 317 | 304 | 621 | 47 | 338 | 22 | 8 | 284 | 39 | — | — | — | — | — | — |
| 2005 | 21 | ROK MLE | AZL Padres | — | 56 | 52 | 6 | 1 | 0 | 0 | 3 | 17 | 1 | 0 | 0 | 115 | 182 | 135 | 316 | 19 | 167 | 30 | 5 | 153 | -10 | — | — | — | — | — | — |
| 2006 | 22 | A MLE | 3 teams | — | 179 | 162 | 36 | 7 | 1 | 3 | 12 | 45 | 3 | 0 | 1 | 222 | 290 | 333 | 623 | 111 | 274 | 25 | 7 | 267 | 67 | — | — | — | — | — | — |
| 2007 | 23 | AAA MLE | 2 teams | — | 360 | 335 | 76 | 16 | 2 | 3 | 14 | 83 | 8 | 1 | 2 | 227 | 279 | 313 | 593 | 87 | 283 | 23 | 4 | 263 | 64 | — | — | — | — | — | — |
| 2008 | 24 | AA MLE | Altoona Curve | — | 84 | 75 | 18 | 10 | 0 | 0 | 7 | 12 | 2 | 0 | 0 | 240 | 325 | 373 | 699 | 133 | 295 | 14 | 8 | 312 | 97 | — | — | — | — | — | — |
| 2009 | 25 | AA MLE | 2 teams | — | 296 | 266 | 70 | 20 | 0 | 2 | 19 | 39 | 9 | 2 | 3 | 263 | 341 | 361 | 702 | 98 | 290 | 13 | 6 | 303 | 91 | — | — | — | — | — | — |
| 2010 | 26 | AA MLE | Portland Sea Dogs | — | 508 | 456 | 121 | 24 | 2 | 6 | 35 | 78 | 12 | 0 | 1 | 265 | 333 | 366 | 700 | 101 | 300 | 15 | 7 | 305 | 93 | — | — | — | — | — | — |
| 2011 | 27 | AAA MLE | 2 teams | — | 284 | 268 | 64 | 13 | 0 | 2 | 12 | 50 | 2 | 1 | 1 | 239 | 282 | 310 | 591 | 71 | 279 | 18 | 4 | 262 | 63 | — | — | — | — | — | — |
| 2012 | 28 | AAA MLE | Rochester Red Wings | — | 297 | 278 | 58 | 7 | 0 | 0 | 12 | 45 | 5 | 3 | 3 | 209 | 256 | 234 | 490 | 25 | 246 | 15 | 4 | 224 | 38 | — | — | — | — | — | — |
| 2013 | 29 | AA MLE | 2 teams | — | 294 | 275 | 64 | 10 | 0 | 2 | 16 | 53 | 1 | 0 | 1 | 233 | 279 | 291 | 570 | 58 | 275 | 18 | 5 | 255 | 58 | — | — | — | — | — | — |
| 2014 | 30 | AA MLE | Pensacola Blue Wahoos | — | 167 | 156 | 34 | 9 | 0 | 0 | 7 | 28 | 2 | 0 | 1 | 218 | 264 | 276 | 539 | 58 | 255 | 17 | 4 | 234 | 45 | — | — | — | — | — | — |
| 2015 | 31 | AA MLE | Pensacola Blue Wahoos | — | 280 | 258 | 66 | 15 | 1 | 1 | 18 | 46 | 2 | 1 | 1 | 256 | 313 | 333 | 646 | 78 | 299 | 16 | 6 | 283 | 78 | — | — | — | — | — | — |
| 2016 | 32 | AA MLE | 2 teams | — | 210 | 197 | 42 | 7 | 0 | 0 | 10 | 56 | 1 | 1 | 1 | 213 | 255 | 249 | 504 | 36 | 293 | 27 | 5 | 226 | 39 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| Career | — | MLE | — | 3015 | 2749 | 655 | 139 | 6 | 19 | 165 | 552 | 48 | 9 | 15 | 238 | 293 | 314 | 607 | 76 | 289 | 18 | 5 | 266 | 66 | -120 | -4 | +0 | +11 | +65 | -4.9 | |
| / 162G | — | MLE | — | 650 | 593 | 141 | 30 | 1 | 4 | 36 | 119 | 10 | 2 | 3 | 238 | 293 | 312 | 605 | 74 | 288 | 18 | 6 | 266 | 66 | -26 | -1 | +0 | +2 | +14 | -1.1 | |
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.
2016 AAPensacola Blue Wahoos · 131 PAwOBA .284 → .232 (−52)K% 21.4% → 25.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.37% | ÷1.042 | ×1.220 | — | — | 25.02% |
| BB% (unintentional) /PA | 6.87% | ÷1.075 | ×0.680 | — | ×0.940 | 4.08% |
| HBP% /PA | 0.76% | — | ×0.840 | — | ×0.940 | 0.60% |
| Singles /BIP | 29.67% | ÷0.993 | ×0.920 | ×0.998 | ×0.940 | 25.79% |
| Doubles /BIP | 5.49% | ÷1.081 | ×0.910 | ×0.998 | ×0.940 | 4.34% |
| Triples /BIP | 0.00% | ÷0.981 | ×0.880 | ×0.998 | ×0.940 | 0.00% |
| Home runs /BIP | 0.00% | ÷0.924 | ×0.800 | — | ×0.940 | 0.00% |
Factors used: league row SL. Park (home-season share, regressed): HR 85, 1B 99, 2B 116, 3B 96, K 108, BB 115 — applied at half strength. Age: age 33 vs a level average of 24.8 → −6.0% on BB/HBP/hit rates (8.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.998.
Result: wOBA .284 → .232; ISO .042 → .034; BABIP .348 → .298. 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).
2016 AAALouisville Bats · 79 PAwOBA .269 → .216 (−52)K% 24.1% → 29.3%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 24.05% | ÷0.984 | ×1.200 | — | — | 29.32% |
| BB% (unintentional) /PA | 8.86% | ÷0.978 | ×0.690 | — | ×0.942 | 5.89% |
| HBP% /PA | 0.00% | — | ×0.940 | — | ×0.942 | 0.00% |
| Singles /BIP | 24.53% | ÷0.952 | ×0.930 | ×1.011 | ×0.942 | 22.83% |
| Doubles /BIP | 7.55% | ÷1.053 | ×0.830 | ×1.011 | ×0.942 | 5.66% |
| Triples /BIP | 0.00% | ÷1.150 | ×0.970 | ×1.011 | ×0.942 | 0.00% |
| Home runs /BIP | 0.00% | ÷0.882 | ×0.840 | — | ×0.942 | 0.00% |
Factors used: league row IL. Park (home-season share, regressed): HR 76, 1B 90, 2B 111, 3B 130, K 97, BB 96 — applied at half strength. Age: age 33 vs a level average of 27.2 → −5.8% on BB/HBP/hit rates (5.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.011.
Result: wOBA .269 → .216; ISO .056 → .040; BABIP .321 → .285. 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 AAPensacola Blue Wahoos · 280 PAwOBA .325 → .283 (−42)K% 13.2% → 16.5%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 13.21% | ÷0.979 | ×1.220 | — | — | 16.47% |
| BB% (unintentional) /PA | 10.71% | ÷1.087 | ×0.680 | — | ×0.940 | 6.30% |
| HBP% /PA | 0.71% | — | ×0.840 | — | ×0.940 | 0.56% |
| Singles /BIP | 24.63% | ÷0.965 | ×0.920 | ×1.027 | ×0.940 | 22.67% |
| Doubles /BIP | 7.88% | ÷0.979 | ×0.910 | ×1.027 | ×0.940 | 7.07% |
| Triples /BIP | 0.49% | ÷0.903 | ×0.880 | ×1.027 | ×0.940 | 0.46% |
| Home runs /BIP | 0.49% | ÷1.037 | ×0.800 | — | ×0.940 | 0.36% |
Factors used: league row SL. Park (home-season share, regressed): HR 107, 1B 93, 2B 96, 3B 81, K 96, BB 117 — applied at half strength. Age: age 32 vs a level average of 24.8 → −6.0% on BB/HBP/hit rates (7.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.027.
Result: wOBA .325 → .283; ISO .087 → .081; BABIP .327 → .299. 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 AAPensacola Blue Wahoos · 167 PAwOBA .259 → .234 (−25)K% 13.8% → 16.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 13.77% | ÷1.014 | ×1.220 | — | — | 16.58% |
| BB% (unintentional) /PA | 7.19% | ÷1.051 | ×0.680 | — | ×0.940 | 4.37% |
| HBP% /PA | 1.20% | — | ×0.840 | — | ×0.940 | 0.95% |
| Singles /BIP | 20.49% | ÷0.971 | ×0.920 | ×1.050 | ×0.940 | 19.16% |
| Doubles /BIP | 7.38% | ÷1.012 | ×0.910 | ×1.050 | ×0.940 | 6.55% |
| Triples /BIP | 0.00% | ÷1.150 | ×0.880 | ×1.050 | ×0.940 | 0.00% |
| Home runs /BIP | 0.00% | ÷0.970 | ×0.800 | — | ×0.940 | 0.00% |
Factors used: league row SL. Park (home-season share, regressed): HR 94, 1B 94, 2B 102, 3B 130, K 103, BB 110 — applied at half strength. Age: age 31 vs a level average of 24.8 → −6.0% on BB/HBP/hit rates (6.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .259 → .234; ISO .062 → .059; BABIP .276 → .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).
2013 AAPensacola Blue Wahoos · 244 PAwOBA .298 → .259 (−38)K% 14.3% → 16.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 14.34% | ÷1.050 | ×1.220 | — | — | 16.66% |
| BB% (unintentional) /PA | 8.20% | ÷0.966 | ×0.680 | — | ×0.948 | 5.47% |
| HBP% /PA | 0.00% | — | ×0.840 | — | ×0.948 | 0.00% |
| Singles /BIP | 27.62% | ÷1.018 | ×0.920 | ×1.039 | ×0.948 | 24.57% |
| Doubles /BIP | 4.42% | ÷1.019 | ×0.910 | ×1.039 | ×0.948 | 3.89% |
| Triples /BIP | 0.00% | ÷1.109 | ×0.880 | ×1.039 | ×0.948 | 0.00% |
| Home runs /BIP | 1.10% | ÷1.048 | ×0.800 | — | ×0.948 | 0.80% |
Factors used: league row SL. Park (home-season share, regressed): HR 110, 1B 104, 2B 104, 3B 122, K 110, BB 93 — applied at half strength. Age: age 30 vs a level average of 24.8 → −5.2% on BB/HBP/hit rates (5.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.039.
Result: wOBA .298 → .259; ISO .065 → .055; BABIP .320 → .284. 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 · 50 PAwOBA .290 → .233 (−58)K% 20.0% → 25.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 20.00% | ÷0.961 | ×1.200 | — | — | 24.97% |
| BB% (unintentional) /PA | 8.00% | ÷1.075 | ×0.690 | — | ×0.972 | 4.99% |
| HBP% /PA | 2.00% | — | ×0.940 | — | ×0.972 | 1.83% |
| Singles /BIP | 17.14% | ÷1.000 | ×0.930 | — | ×0.972 | 15.49% |
| Doubles /BIP | 8.57% | ÷0.960 | ×0.830 | — | ×0.972 | 7.20% |
| Triples /BIP | 0.00% | ÷0.900 | ×0.970 | — | ×0.972 | 0.00% |
| Home runs /BIP | 2.86% | ÷1.038 | ×0.840 | — | ×0.972 | 2.25% |
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 30 vs a level average of 27.2 → −2.8% on BB/HBP/hit rates (2.8 yr older than average).
Result: wOBA .290 → .233; ISO .133 → .106; BABIP .265 → .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).
2012 AAARochester Red Wings · 297 PAwOBA .257 → .224 (−33)K% 13.1% → 15.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 13.13% | ÷1.051 | ×1.200 | — | — | 14.99% |
| BB% (unintentional) /PA | 6.06% | ÷1.023 | ×0.690 | — | ×0.982 | 4.01% |
| HBP% /PA | 1.68% | — | ×0.940 | — | ×0.982 | 1.55% |
| Singles /BIP | 24.67% | ÷1.052 | ×0.930 | ×1.008 | ×0.982 | 21.60% |
| Doubles /BIP | 3.52% | ÷0.913 | ×0.830 | ×1.008 | ×0.982 | 3.17% |
| Triples /BIP | 0.00% | ÷0.900 | ×0.970 | ×1.008 | ×0.982 | 0.00% |
| Home runs /BIP | 0.00% | ÷1.010 | ×0.840 | — | ×0.982 | 0.00% |
Factors used: league row IL. Park (home-season share, regressed): HR 102, 1B 110, 2B 83, 3B 80, K 110, BB 105 — 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 ×1.008.
Result: wOBA .257 → .224; ISO .030 → .028; BABIP .279 → .246. 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 AAARochester Red Wings · 187 PAwOBA .290 → .260 (−31)K% 13.9% → 17.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 13.90% | ÷0.950 | ×1.200 | — | — | 17.57% |
| BB% (unintentional) /PA | 6.95% | ÷1.024 | ×0.690 | — | ×0.992 | 4.65% |
| HBP% /PA | 0.00% | — | ×0.940 | — | ×0.992 | 0.00% |
| Singles /BIP | 25.53% | ÷0.980 | ×0.930 | ×1.016 | ×0.992 | 24.43% |
| Doubles /BIP | 4.96% | ÷1.004 | ×0.830 | ×1.016 | ×0.992 | 4.14% |
| Triples /BIP | 0.00% | ÷1.150 | ×0.970 | ×1.016 | ×0.992 | 0.00% |
| Home runs /BIP | 1.42% | ÷1.150 | ×0.840 | — | ×0.992 | 1.03% |
Factors used: league row IL. Park (home-season share, regressed): HR 130, 1B 96, 2B 101, 3B 130, K 90, BB 105 — 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 ×1.016.
Result: wOBA .290 → .260; ISO .078 → .063; BABIP .305 → .285. 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).