Ryan Roberts
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG | |
|---|---|---|---|---|---|---|---|---|---|---|
| 2013 | 32 | AAATB | 148 | .210/.324/.274 | 1 | 3 | 22 | — | .165/.234/.218 | |
| 2013 | 32 | MLBTB | 173 | .247/.295/.377 | 5 | 0 | 89 | 0.1 | ||
| 2014 | 33 | AAAPawtucket Red… | 301 | .277/.338/.442 | 7 | 2 | 63 | — | .222/.261/.335 | |
| 2014 | 33 | MLBBOS | 22 | .105/.227/.105 | 0 | 0 | 5 | -0.1 | ||
| 2015 | 34 | AAAMIL | 499 | .283/.358/.450 | 13 | 0 | 72 | — | .223/.273/.355 | |
| 2016 | 35 | No MLB games played | ||||||||
| 2017 | 36 | No MLB games played | ||||||||
| 2018 | 37 | No MLB games played | ||||||||
| 2019 | 38 | No MLB games played | ||||||||
| 2020 | 39 | No MLB games played | ||||||||
| 2021 | 40 | No MLB games played | ||||||||
| 2022 | 41 | No MLB games played | ||||||||
| 2023 | 42 | No MLB games played | ||||||||
| 2024 | 43 | No MLB games played | ||||||||
| 2025 | 44 | No MLB games played | ||||||||
| 2026 | 45 | 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.
| 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 | 24 | AA | New Hampshire Fisher Cats | — | 399 | 338 | 92 | 19 | 3 | 15 | 55 | 94 | 4 | 5 | 1 | 272 | 380 | 479 | 860 | 207 | 335 | 24 | 14 | 380 | 99 | — | — | — | — | — | — |
| 2005 | 24 | A+ | Dunedin Blue Jays | — | 192 | 164 | 47 | 9 | 0 | 9 | 24 | 27 | 2 | 6 | 1 | 287 | 384 | 506 | 890 | 220 | 292 | 14 | 12 | 389 | 110 | — | — | — | — | — | — |
| 2006 | 25 | AAA | Syracuse SkyChiefs | — | 403 | 362 | 99 | 28 | 1 | 10 | 30 | 86 | 2 | 5 | 3 | 273 | 332 | 439 | 772 | 166 | 331 | 21 | 7 | 335 | 82 | — | — | — | — | — | — |
| 2007 | 26 | MLB | Toronto Blue Jays | — | 16 | 13 | 1 | 0 | 0 | 0 | 2 | 7 | 1 | 0 | 0 | 77 | 250 | 77 | 327 | 167 | 44 | 12 | 190 | 15 | -2 | +0 | -0 | +1 | +0 | 0.0 | |
| 2007 | 26 | AAA | Syracuse Chiefs | — | 399 | 337 | 84 | 16 | 1 | 12 | 55 | 85 | 2 | 1 | 2 | 249 | 358 | 409 | 767 | 160 | 296 | 21 | 14 | 343 | 78 | — | — | — | — | — | — |
| 2008 | 27 | AAA | Oklahoma RedHawks | — | 529 | 453 | 136 | 28 | 8 | 10 | 67 | 78 | 2 | 15 | 3 | 300 | 393 | 464 | 856 | 163 | 340 | 15 | 13 | 377 | 92 | — | — | — | — | — | — |
| 2009 | 28 | MLB | Arizona Diamondbacks | — | 351 | 305 | 85 | 17 | 2 | 7 | 40 | 55 | 3 | 7 | 3 | 279 | 368 | 416 | 784 | 138 | 320 | 16 | 11 | 351 | 122 | +9 | +0 | +2 | +1 | +8 | 2.1 |
| 2009 | 28 | AAA | Reno Aces | — | 48 | 42 | 13 | 1 | 1 | 1 | 6 | 6 | 0 | 7 | 0 | 310 | 396 | 452 | 848 | 143 | 343 | 12 | 12 | 379 | 90 | — | — | — | — | — | — |
| 2010 | 29 | MLB | Arizona Diamondbacks | — | 71 | 66 | 13 | 4 | 0 | 2 | 3 | 17 | 0 | 0 | 0 | 197 | 232 | 348 | 580 | 152 | 229 | 24 | 4 | 250 | 43 | -5 | +0 | +2 | -5 | +2 | -0.6 |
| 2010 | 29 | AAA | Reno Aces | — | 412 | 347 | 92 | 25 | 2 | 11 | 56 | 73 | 2 | 16 | 6 | 265 | 370 | 444 | 814 | 179 | 301 | 18 | 14 | 358 | 66 | — | — | — | — | — | — |
| 2011 | 30 | MLB | Arizona Diamondbacks | — | 555 | 482 | 120 | 25 | 2 | 19 | 66 | 98 | 2 | 18 | 9 | 249 | 342 | 427 | 769 | 178 | 275 | 18 | 12 | 341 | 110 | +7 | +0 | +9 | +2 | +12 | 3.1 |
| 2012 | 31 | MLB | Tampa Bay Rays | — | 489 | 439 | 103 | 19 | 0 | 12 | 40 | 92 | 1 | 10 | 6 | 235 | 300 | 360 | 660 | 125 | 267 | 19 | 8 | 293 | 83 | -10 | -0 | +5 | +2 | +11 | 0.8 |
| 2013 | 32 | MLB | Tampa Bay Rays | — | 173 | 162 | 40 | 6 | 0 | 5 | 11 | 39 | 0 | 0 | 2 | 247 | 295 | 377 | 671 | 130 | 297 | 23 | 6 | 301 | 89 | -2 | -1 | -0 | +1 | +4 | 0.1 |
| 2013 | 32 | AAA | Durham Bulls | — | 148 | 124 | 26 | 5 | 0 | 1 | 21 | 30 | 0 | 3 | 1 | 210 | 324 | 274 | 598 | 65 | 263 | 20 | 14 | 279 | 22 | — | — | — | — | — | — |
| 2014 | 33 | MLB | Boston Red Sox | — | 22 | 19 | 2 | 0 | 0 | 0 | 3 | 7 | 0 | 0 | 0 | 105 | 227 | 105 | 333 | 167 | 32 | 14 | 177 | 5 | -2 | +0 | +0 | +1 | +0 | -0.1 | |
| 2014 | 33 | AAA | Pawtucket Red Sox | — | 301 | 274 | 76 | 22 | 1 | 7 | 23 | 53 | 2 | 2 | 3 | 277 | 338 | 442 | 779 | 164 | 321 | 18 | 8 | 344 | 63 | — | — | — | — | — | — |
| 2015 | 34 | AAA | Nashville Sounds | — | 499 | 442 | 125 | 33 | 1 | 13 | 51 | 63 | 1 | 0 | 5 | 283 | 358 | 450 | 809 | 167 | 302 | 13 | 10 | 357 | 72 | — | — | — | — | — | — |
| ▸ Career Totals (raw MLB only — historical actual) | |||||||||||||||||||||||||||||||
| MLB Career | — | — | 1677 | 1486 | 364 | 71 | 4 | 45 | 165 | 315 | 7 | 35 | 20 | 245 | 323 | 389 | 712 | 144 | 281 | 19 | 10 | 317 | 101 | +2 | -1 | +19 | +4 | +36 | 6.1 | ||
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2005 | 24 | AA MLE | New Hampshire Fisher Cats | — | 399 | 358 | 86 | 17 | 3 | 12 | 35 | 115 | 4 | 5 | 1 | 240 | 315 | 405 | 720 | 165 | 314 | 29 | 9 | 314 | 99 | — | — | — | — | — | — |
| 2005 | 24 | A+ MLE | Dunedin Blue Jays | — | 192 | 170 | 44 | 9 | 0 | 8 | 18 | 38 | 2 | 6 | 1 | 259 | 337 | 453 | 790 | 194 | 274 | 20 | 9 | 331 | 110 | — | — | — | — | — | — |
| 2006 | 25 | AAA MLE | Syracuse SkyChiefs | — | 403 | 371 | 92 | 24 | 1 | 9 | 21 | 103 | 2 | 5 | 3 | 248 | 292 | 391 | 683 | 143 | 306 | 26 | 5 | 289 | 82 | — | — | — | — | — | — |
| 2007 | 26 | MLB MLE | Toronto Blue Jays | — | 16 | 13 | 1 | 0 | 0 | 0 | 2 | 7 | 1 | 0 | 0 | 77 | 250 | 77 | 327 | 167 | 44 | 12 | 190 | 15 | -2 | +0 | -0 | +1 | +0 | 0.0 | |
| 2007 | 26 | AAA MLE | Syracuse Chiefs | — | 399 | 354 | 76 | 13 | 1 | 10 | 38 | 102 | 2 | 1 | 2 | 215 | 294 | 342 | 636 | 127 | 265 | 26 | 10 | 283 | 78 | — | — | — | — | — | — |
| 2008 | 27 | AAA MLE | Oklahoma RedHawks | — | 529 | 473 | 118 | 23 | 6 | 8 | 47 | 101 | 2 | 15 | 3 | 249 | 320 | 374 | 694 | 125 | 292 | 19 | 9 | 304 | 92 | — | — | — | — | — | — |
| 2009 | 28 | MLB MLE | Arizona Diamondbacks | — | 351 | 306 | 85 | 17 | 2 | 7 | 39 | 55 | 3 | 7 | 3 | 278 | 365 | 415 | 780 | 137 | 320 | 16 | 11 | 349 | 122 | +9 | +0 | +2 | +1 | +8 | 2.1 |
| 2009 | 28 | AAA MLE | Reno Aces | — | 48 | 44 | 12 | 1 | 1 | 1 | 4 | 8 | 0 | 7 | 0 | 273 | 333 | 409 | 742 | 136 | 296 | 17 | 8 | 301 | 90 | — | — | — | — | — | — |
| 2010 | 29 | MLB MLE | Arizona Diamondbacks | — | 71 | 67 | 13 | 4 | 0 | 2 | 2 | 17 | 0 | 0 | 0 | 194 | 217 | 343 | 561 | 149 | 229 | 24 | 3 | 232 | 43 | -5 | +0 | +2 | -5 | +2 | -0.6 |
| 2010 | 29 | AAA MLE | Reno Aces | — | 412 | 370 | 75 | 18 | 1 | 8 | 33 | 101 | 2 | 16 | 6 | 203 | 272 | 322 | 593 | 119 | 246 | 25 | 8 | 266 | 66 | — | — | — | — | — | — |
| 2011 | 30 | MLB MLE | Arizona Diamondbacks | — | 555 | 484 | 118 | 23 | 2 | 19 | 64 | 98 | 2 | 18 | 9 | 244 | 335 | 417 | 752 | 174 | 275 | 18 | 12 | 331 | 110 | +7 | +0 | +9 | +2 | +12 | 3.1 |
| 2012 | 31 | MLB MLE | Tampa Bay Rays | — | 489 | 440 | 102 | 19 | 0 | 12 | 39 | 92 | 1 | 10 | 6 | 232 | 296 | 357 | 653 | 125 | 267 | 19 | 8 | 291 | 83 | -10 | -0 | +5 | +2 | +11 | 0.8 |
| 2013 | 32 | MLB MLE | Tampa Bay Rays | — | 173 | 162 | 39 | 6 | 0 | 5 | 11 | 39 | 0 | 0 | 2 | 241 | 289 | 370 | 659 | 130 | 297 | 23 | 6 | 300 | 89 | -2 | -1 | -0 | +1 | +4 | 0.1 |
| 2013 | 32 | AAA MLE | Durham Bulls | — | 148 | 133 | 22 | 4 | 0 | 1 | 12 | 36 | 0 | 3 | 1 | 165 | 234 | 218 | 453 | 53 | 206 | 24 | 8 | 201 | 22 | — | — | — | — | — | — |
| 2014 | 33 | MLB MLE | Boston Red Sox | — | 22 | 19 | 2 | 0 | 0 | 0 | 3 | 7 | 0 | 0 | 0 | 105 | 227 | 105 | 333 | 167 | 32 | 14 | 176 | 5 | -2 | +0 | +0 | +1 | +0 | -0.1 | |
| 2014 | 33 | AAA MLE | Pawtucket Red Sox | — | 301 | 284 | 63 | 18 | 1 | 4 | 13 | 65 | 2 | 2 | 3 | 222 | 261 | 335 | 595 | 113 | 270 | 22 | 4 | 261 | 63 | — | — | — | — | — | — |
| 2015 | 34 | AAA MLE | Nashville Sounds | — | 499 | 462 | 103 | 23 | 1 | 12 | 31 | 78 | 1 | 0 | 5 | 223 | 273 | 355 | 628 | 132 | 239 | 16 | 6 | 275 | 72 | — | — | — | — | — | — |
| 2005 | 24 | AA MLE | 2 teams | — | 591 | 528 | 128 | 25 | 3 | 19 | 53 | 153 | 6 | 11 | 2 | 242 | 319 | 409 | 728 | 167 | 304 | 26 | 9 | 320 | 102 | — | — | — | — | — | — |
| 2005 | 24 | AA RAW | 2 teams | — | 591 | 502 | 139 | 28 | 3 | 24 | 79 | 121 | 6 | 11 | 2 | 277 | 382 | 488 | 870 | 211 | 319 | 20 | 13 | 383 | 102 | — | — | — | — | — | — |
| 2006 | 25 | AAA MLE | Syracuse SkyChiefs | — | 403 | 371 | 92 | 24 | 1 | 9 | 21 | 103 | 2 | 5 | 3 | 248 | 292 | 391 | 683 | 143 | 317 | 26 | 5 | 289 | 82 | — | — | — | — | — | — |
| 2006 | 25 | AAA RAW | Syracuse SkyChiefs | — | 403 | 362 | 99 | 28 | 1 | 10 | 30 | 86 | 2 | 5 | 3 | 273 | 332 | 439 | 772 | 166 | 331 | 21 | 7 | 335 | 82 | — | — | — | — | — | — |
| 2007 | 26 | AAA MLE | 2 teams | — | 415 | 367 | 77 | 13 | 1 | 10 | 40 | 109 | 3 | 1 | 2 | 210 | 293 | 332 | 625 | 123 | 267 | 26 | 10 | 279 | 75 | — | — | — | — | — | — |
| 2007 | 26 | AAA RAW | 2 teams | — | 415 | 350 | 85 | 16 | 1 | 12 | 57 | 92 | 3 | 1 | 2 | 243 | 354 | 397 | 751 | 154 | 293 | 22 | 14 | 337 | 75 | — | — | — | — | — | — |
| 2008 | 27 | AAA MLE | Oklahoma RedHawks | — | 529 | 473 | 118 | 23 | 6 | 8 | 47 | 101 | 2 | 15 | 3 | 249 | 320 | 374 | 694 | 125 | 297 | 19 | 9 | 304 | 92 | — | — | — | — | — | — |
| 2008 | 27 | AAA RAW | Oklahoma RedHawks | — | 529 | 453 | 136 | 28 | 8 | 10 | 67 | 78 | 2 | 15 | 3 | 300 | 393 | 464 | 856 | 163 | 340 | 15 | 13 | 377 | 92 | — | — | — | — | — | — |
| 2009 | 28 | MLB MLE | 2 teams | — | 399 | 350 | 97 | 18 | 3 | 8 | 43 | 63 | 3 | 14 | 3 | 277 | 361 | 414 | 775 | 137 | 318 | 16 | 11 | 343 | 118 | +9 | +2 | +2 | +1 | +9 | 2.3 |
| 2009 | 28 | MLB RAW | 2 teams | — | 399 | 347 | 98 | 18 | 3 | 8 | 46 | 61 | 3 | 14 | 3 | 282 | 371 | 421 | 792 | 138 | 323 | 15 | 12 | 354 | 118 | +9 | +2 | +2 | +1 | +9 | 2.3 |
| 2010 | 29 | AAA MLE | 2 teams | — | 483 | 437 | 88 | 22 | 1 | 10 | 35 | 118 | 2 | 16 | 6 | 201 | 264 | 325 | 589 | 124 | 247 | 24 | 7 | 261 | 63 | — | — | — | — | — | — |
| 2010 | 29 | AAA RAW | 2 teams | — | 483 | 413 | 105 | 29 | 2 | 13 | 59 | 90 | 2 | 16 | 6 | 254 | 350 | 429 | 779 | 174 | 290 | 19 | 12 | 342 | 63 | — | — | — | — | — | — |
| 2011 | 30 | MLB MLE | Arizona Diamondbacks | — | 555 | 484 | 118 | 23 | 2 | 19 | 64 | 98 | 2 | 18 | 9 | 244 | 335 | 417 | 752 | 174 | 268 | 18 | 12 | 331 | 110 | +7 | +0 | +9 | +2 | +12 | 3.1 |
| 2011 | 30 | MLB RAW | Arizona Diamondbacks | — | 555 | 482 | 120 | 25 | 2 | 19 | 66 | 98 | 2 | 18 | 9 | 249 | 342 | 427 | 769 | 178 | 275 | 18 | 12 | 341 | 110 | +7 | +0 | +9 | +2 | +12 | 3.1 |
| 2012 | 31 | MLB MLE | Tampa Bay Rays | — | 489 | 440 | 102 | 19 | 0 | 12 | 39 | 92 | 1 | 10 | 6 | 232 | 296 | 357 | 653 | 125 | 263 | 19 | 8 | 291 | 83 | -10 | -0 | +5 | +2 | +11 | 0.8 |
| 2012 | 31 | MLB RAW | Tampa Bay Rays | — | 489 | 439 | 103 | 19 | 0 | 12 | 40 | 92 | 1 | 10 | 6 | 235 | 300 | 360 | 660 | 125 | 267 | 19 | 8 | 293 | 83 | -10 | -0 | +5 | +2 | +11 | 0.8 |
| 2013 | 32 | MLB MLE | 2 teams | — | 321 | 295 | 62 | 10 | 0 | 6 | 23 | 75 | 0 | 3 | 3 | 210 | 267 | 305 | 572 | 95 | 259 | 23 | 7 | 255 | 58 | -16 | -1 | -0 | +1 | +7 | -0.9 |
| 2013 | 32 | MLB RAW | 2 teams | — | 321 | 286 | 66 | 11 | 0 | 6 | 32 | 69 | 0 | 3 | 3 | 231 | 308 | 332 | 640 | 101 | 282 | 21 | 10 | 291 | 58 | -16 | -1 | -0 | +1 | +7 | -0.9 |
| 2014 | 33 | AAA MLE | 2 teams | — | 323 | 303 | 65 | 18 | 1 | 4 | 16 | 72 | 2 | 2 | 3 | 215 | 259 | 320 | 579 | 106 | 268 | 22 | 5 | 255 | 59 | — | — | — | — | — | — |
| 2014 | 33 | AAA RAW | 2 teams | — | 323 | 293 | 78 | 22 | 1 | 7 | 26 | 60 | 2 | 2 | 3 | 266 | 330 | 420 | 750 | 154 | 313 | 19 | 8 | 333 | 59 | — | — | — | — | — | — |
| 2015 | 34 | AAA MLE | Nashville Sounds | — | 499 | 462 | 103 | 23 | 1 | 12 | 31 | 78 | 1 | 0 | 5 | 223 | 273 | 355 | 628 | 132 | 241 | 16 | 6 | 275 | 72 | — | — | — | — | — | — |
| 2015 | 34 | AAA RAW | Nashville Sounds | — | 499 | 442 | 125 | 33 | 1 | 13 | 51 | 63 | 1 | 0 | 5 | 283 | 358 | 450 | 809 | 167 | 302 | 13 | 10 | 357 | 72 | — | — | — | — | — | — |
| 2005 | 24 | AA MLE | 2 teams | — | 591 | 527 | 128 | 25 | 3 | 19 | 53 | 153 | 6 | 11 | 2 | 243 | 319 | 410 | 728 | 167 | 301 | 26 | 9 | 320 | 102 | — | — | — | — | — | — |
| 2006 | 25 | AAA MLE | Syracuse SkyChiefs | — | 403 | 377 | 92 | 24 | 1 | 9 | 21 | 103 | 2 | 5 | 3 | 244 | 292 | 385 | 676 | 141 | 306 | 26 | 5 | 289 | 82 | — | — | — | — | — | — |
| 2007 | 26 | AAA MLE | 2 teams | — | 415 | 369 | 77 | 13 | 1 | 10 | 40 | 109 | 3 | 1 | 2 | 209 | 293 | 331 | 623 | 122 | 261 | 26 | 10 | 279 | 75 | — | — | — | — | — | — |
| 2008 | 27 | AAA MLE | Oklahoma RedHawks | — | 529 | 475 | 118 | 23 | 6 | 8 | 47 | 101 | 2 | 15 | 3 | 248 | 320 | 373 | 693 | 124 | 292 | 19 | 9 | 304 | 92 | — | — | — | — | — | — |
| 2009 | 28 | MLB MLE | 2 teams | — | 399 | 350 | 97 | 18 | 3 | 8 | 43 | 63 | 3 | 14 | 3 | 277 | 361 | 414 | 775 | 137 | 317 | 16 | 11 | 343 | 118 | — | — | — | — | — | — |
| 2010 | 29 | AAA MLE | 2 teams | — | 483 | 443 | 88 | 22 | 1 | 10 | 35 | 118 | 2 | 16 | 6 | 199 | 264 | 321 | 584 | 122 | 244 | 24 | 7 | 261 | 63 | — | — | — | — | — | — |
| 2011 | 30 | MLB MLE | Arizona Diamondbacks | — | 555 | 484 | 118 | 23 | 2 | 19 | 64 | 98 | 2 | 18 | 9 | 244 | 335 | 417 | 752 | 174 | 275 | 18 | 12 | 331 | 110 | — | — | — | — | — | — |
| 2012 | 31 | MLB MLE | Tampa Bay Rays | — | 489 | 446 | 102 | 19 | 0 | 12 | 39 | 92 | 1 | 10 | 6 | 229 | 296 | 352 | 648 | 123 | 267 | 19 | 8 | 291 | 83 | — | — | — | — | — | — |
| 2013 | 32 | MLB MLE | 2 teams | — | 321 | 295 | 62 | 10 | 0 | 6 | 23 | 75 | 0 | 3 | 3 | 210 | 267 | 305 | 572 | 95 | 255 | 23 | 7 | 255 | 58 | — | — | — | — | — | — |
| 2014 | 33 | AAA MLE | 2 teams | — | 323 | 302 | 65 | 18 | 1 | 4 | 16 | 72 | 2 | 2 | 3 | 215 | 259 | 321 | 580 | 106 | 263 | 22 | 5 | 255 | 59 | — | — | — | — | — | — |
| 2015 | 34 | AAA MLE | Nashville Sounds | — | 499 | 464 | 103 | 23 | 1 | 12 | 31 | 78 | 1 | 0 | 5 | 222 | 273 | 353 | 627 | 131 | 239 | 16 | 6 | 275 | 72 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| ▸ Career totals — MLB only (actual + projected) | |||||||||||||||||||||||||||||||
| Career | — | A+C | — | 1677 | 1486 | 364 | 71 | 4 | 45 | 165 | 315 | 7 | 35 | 20 | 245 | 323 | 389 | 712 | 144 | 281 | 19 | 10 | 317 | 85 | +2 | -1 | +19 | +4 | +36 | 6.1 | |
| / 162G | — | A+C | — | 650 | 576 | 142 | 28 | 2 | 17 | 64 | 122 | 3 | 14 | 8 | 247 | 325 | 391 | 716 | 144 | 283 | 19 | 10 | 317 | 85 | +1 | -0 | +7 | +1 | +14 | 2.4 | |
| Career | — | MLE | — | 5007 | 4510 | 1050 | 218 | 19 | 117 | 412 | 1062 | 24 | 95 | 45 | 233 | 300 | 367 | 668 | 135 | 277 | 21 | 8 | 294 | 85 | +2 | -1 | +19 | +4 | +36 | 6.1 | |
| / 162G | — | MLE | — | 650 | 585 | 135 | 28 | 2 | 15 | 53 | 138 | 3 | 12 | 6 | 231 | 298 | 362 | 660 | 132 | 275 | 21 | 8 | 294 | 85 | +1 | -0 | +7 | +1 | +14 | 2.4 | |
How the minor-league lines were translated
One row per minor-league stint. Open a row to see each step: the raw rate, the park adjustment, the league/level factor, the age adjustment (hitters) and the resulting MLE rate. Factors are the same ones listed on the MLE Factors page.
2015 AAANashville Sounds · 499 PAwOBA .349 → .275 (−74)K% 12.6% → 15.7%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 12.63% | ÷1.034 | ×1.290 | — | — | 15.74% |
| BB% (unintentional) /PA | 9.62% | ÷1.018 | ×0.710 | — | ×0.940 | 6.31% |
| HBP% /PA | 0.20% | — | ×0.980 | — | ×0.940 | 0.18% |
| Singles /BIP | 20.58% | ÷0.953 | ×0.900 | ×0.952 | ×0.940 | 17.39% |
| Doubles /BIP | 8.71% | ÷1.063 | ×0.810 | ×0.952 | ×0.940 | 5.94% |
| Triples /BIP | 0.26% | ÷0.952 | ×0.810 | ×0.952 | ×0.940 | 0.20% |
| Home runs /BIP | 3.43% | ÷0.843 | ×0.780 | — | ×0.940 | 2.98% |
Factors used: league row PCL. Park (home-season share, regressed): HR 69, 1B 91, 2B 113, 3B 90, K 107, BB 104 — 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 ×0.952.
Result: wOBA .349 → .275; ISO .167 → .134; BABIP .302 → .239. 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 AAAPawtucket Red Sox · 301 PAwOBA .335 → .261 (−74)K% 17.6% → 21.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 17.61% | ÷0.980 | ×1.200 | — | — | 21.55% |
| BB% (unintentional) /PA | 7.31% | ÷1.084 | ×0.690 | — | ×0.940 | 4.37% |
| HBP% /PA | 0.66% | — | ×0.940 | — | ×0.940 | 0.59% |
| Singles /BIP | 20.81% | ÷0.976 | ×0.930 | ×0.974 | ×0.940 | 18.15% |
| Doubles /BIP | 9.95% | ÷0.937 | ×0.830 | ×0.974 | ×0.940 | 8.07% |
| Triples /BIP | 0.45% | ÷1.104 | ×0.970 | ×0.974 | ×0.940 | 0.36% |
| Home runs /BIP | 3.17% | ÷1.240 | ×0.840 | — | ×0.940 | 2.02% |
Factors used: league row IL. Park (home-season share, regressed): HR 148, 1B 95, 2B 87, 3B 121, K 96, BB 117 — applied at half strength. Age: age 34 vs a level average of 27.2 → −6.0% on BB/HBP/hit rates (6.8 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×0.974.
Result: wOBA .335 → .261; ISO .164 → .120; BABIP .321 → .270. 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 AAADurham Bulls · 148 PAwOBA .276 → .201 (−75)K% 20.3% → 24.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 20.27% | ÷0.988 | ×1.200 | — | — | 24.62% |
| BB% (unintentional) /PA | 14.19% | ÷1.093 | ×0.690 | — | ×0.942 | 8.44% |
| HBP% /PA | 0.00% | — | ×0.940 | — | ×0.942 | 0.00% |
| Singles /BIP | 21.28% | ÷1.032 | ×0.930 | ×0.959 | ×0.942 | 17.31% |
| Doubles /BIP | 5.32% | ÷1.113 | ×0.830 | ×0.959 | ×0.942 | 3.58% |
| Triples /BIP | 0.00% | ÷0.961 | ×0.970 | ×0.959 | ×0.942 | 0.00% |
| Home runs /BIP | 1.06% | ÷1.299 | ×0.840 | — | ×0.942 | 0.65% |
Factors used: league row IL. Park (home-season share, regressed): HR 160, 1B 106, 2B 123, 3B 92, K 98, BB 119 — 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 ×0.959.
Result: wOBA .276 → .201; ISO .065 → .044; BABIP .263 → .206. 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 AAAReno Aces · 412 PAwOBA .352 → .266 (−86)K% 17.7% → 24.4%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 17.72% | ÷0.938 | ×1.290 | — | — | 24.37% |
| BB% (unintentional) /PA | 12.86% | ÷1.093 | ×0.710 | — | ×0.972 | 8.12% |
| HBP% /PA | 0.49% | — | ×0.980 | — | ×0.972 | 0.46% |
| Singles /BIP | 19.71% | ÷0.984 | ×0.900 | ×0.993 | ×0.972 | 17.40% |
| Doubles /BIP | 9.12% | ÷1.087 | ×0.810 | ×0.993 | ×0.972 | 6.57% |
| Triples /BIP | 0.73% | ÷1.150 | ×0.810 | ×0.993 | ×0.972 | 0.50% |
| Home runs /BIP | 4.01% | ÷1.061 | ×0.780 | — | ×0.972 | 2.87% |
Factors used: league row PCL. Park (home-season share, regressed): HR 112, 1B 97, 2B 117, 3B 130, K 88, BB 119 — 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 ×0.993.
Result: wOBA .352 → .266; ISO .179 → .129; BABIP .301 → .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).
2009 AAAReno Aces · 48 PAwOBA .370 → .301 (−69)K% 12.5% → 16.1%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 12.50% | ÷1.000 | ×1.290 | — | — | 16.12% |
| BB% (unintentional) /PA | 12.50% | ÷1.000 | ×0.710 | — | ×0.982 | 8.72% |
| HBP% /PA | 0.00% | — | ×0.980 | — | ×0.982 | 0.00% |
| Singles /BIP | 27.78% | ÷1.000 | ×0.900 | — | ×0.982 | 24.55% |
| Doubles /BIP | 2.78% | ÷1.000 | ×0.810 | — | ×0.982 | 2.21% |
| Triples /BIP | 2.78% | ÷1.000 | ×0.810 | — | ×0.982 | 2.21% |
| Home runs /BIP | 2.78% | ÷1.000 | ×0.780 | — | ×0.982 | 2.13% |
Factors used: league row PCL. Park (home-season share, regressed): no park row on file (treated as neutral) — 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).
Result: wOBA .370 → .301; ISO .143 → .112; BABIP .343 → .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).
2008 AAAOklahoma RedHawks · 529 PAwOBA .372 → .304 (−67)K% 14.7% → 19.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 14.74% | ÷1.000 | ×1.290 | — | — | 19.02% |
| BB% (unintentional) /PA | 12.67% | ÷1.000 | ×0.710 | — | ×0.992 | 8.92% |
| HBP% /PA | 0.38% | — | ×0.980 | — | ×0.992 | 0.37% |
| Singles /BIP | 24.00% | ÷1.000 | ×0.900 | ×0.996 | ×0.992 | 21.33% |
| Doubles /BIP | 7.47% | ÷1.000 | ×0.810 | ×0.996 | ×0.992 | 5.97% |
| Triples /BIP | 2.13% | ÷1.000 | ×0.810 | ×0.996 | ×0.992 | 1.71% |
| Home runs /BIP | 2.67% | ÷1.000 | ×0.780 | — | ×0.992 | 2.06% |
Factors used: league row PCL. 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 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 ×0.996.
Result: wOBA .372 → .304; ISO .163 → .130; BABIP .340 → .292. 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).
2007 AAASyracuse Chiefs · 399 PAwOBA .337 → .283 (−54)K% 21.3% → 25.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.30% | ÷1.000 | ×1.200 | — | — | 25.56% |
| BB% (unintentional) /PA | 13.78% | ÷1.000 | ×0.690 | — | ×1.003 | 9.54% |
| HBP% /PA | 0.50% | — | ×0.940 | — | ×1.003 | 0.47% |
| Singles /BIP | 21.83% | ÷1.000 | ×0.930 | ×0.988 | ×1.003 | 20.11% |
| Doubles /BIP | 6.35% | ÷1.000 | ×0.830 | ×0.988 | ×1.003 | 5.22% |
| Triples /BIP | 0.40% | ÷1.000 | ×0.970 | ×0.988 | ×1.003 | 0.38% |
| Home runs /BIP | 4.76% | ÷1.000 | ×0.840 | — | ×1.003 | 4.01% |
Factors used: league row IL. Park (home-season share, regressed): no park row on file (treated as neutral) — 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 ×0.988.
Result: wOBA .337 → .283; ISO .160 → .137; 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).
2006 AAASyracuse SkyChiefs · 403 PAwOBA .329 → .289 (−39)K% 21.3% → 25.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 21.34% | ÷1.000 | ×1.200 | — | — | 25.61% |
| BB% (unintentional) /PA | 7.44% | ÷1.000 | ×0.690 | — | ×1.018 | 5.23% |
| HBP% /PA | 0.50% | — | ×0.940 | — | ×1.018 | 0.47% |
| Singles /BIP | 21.74% | ÷1.000 | ×0.930 | ×1.016 | ×1.018 | 20.90% |
| Doubles /BIP | 10.14% | ÷1.000 | ×0.830 | ×1.016 | ×1.018 | 8.71% |
| Triples /BIP | 0.36% | ÷1.000 | ×0.970 | ×1.016 | ×1.018 | 0.36% |
| Home runs /BIP | 3.62% | ÷1.000 | ×0.840 | — | ×1.018 | 3.10% |
Factors used: league row IL. Park (home-season share, regressed): no park row on file (treated as neutral) — 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 ×1.016.
Result: wOBA .329 → .289; ISO .166 → .143; BABIP .331 → .306. 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).