Ian Parmley
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2016 | 26 | AATOR | 322 | .294/.358/.379 | 2 | 13 | 76 | — | .274/.316/.342 |
| 2017 | 27 | AAATOR | 268 | .260/.308/.321 | 1 | 11 | 49 | — | .231/.266/.287 |
| 2018 | 28 | AAATOR | 124 | .263/.293/.339 | 0 | 2 | 49 | — | .225/.244/.275 |
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) | |||||||||||||||||||||||||||||||
| 2014 | 24 | A+ | Dunedin Blue Jays | — | 54 | 46 | 12 | 3 | 0 | 0 | 7 | 7 | 0 | 3 | 0 | 261 | 358 | 326 | 685 | 65 | 308 | 13 | 13 | 313 | 63 | — | — | — | — | — | — |
| 2014 | 24 | A | Lansing Lugnuts | — | 137 | 110 | 23 | 2 | 0 | 0 | 20 | 17 | 0 | 11 | 1 | 209 | 331 | 227 | 558 | 18 | 245 | 12 | 15 | 259 | 38 | — | — | — | — | — | — |
| 2015 | 25 | AA | New Hampshire Fisher Cats | — | 147 | 133 | 37 | 4 | 2 | 1 | 11 | 21 | 0 | 2 | 2 | 278 | 333 | 361 | 694 | 83 | 321 | 14 | 7 | 308 | 69 | — | — | — | — | — | — |
| 2015 | 25 | A+ | Dunedin Blue Jays | — | 137 | 117 | 20 | 2 | 0 | 0 | 16 | 36 | 0 | 4 | 1 | 171 | 271 | 188 | 459 | 17 | 241 | 26 | 12 | 219 | 0 | — | — | — | — | — | — |
| 2016 | 26 | AA | New Hampshire Fisher Cats | — | 322 | 282 | 83 | 6 | 6 | 2 | 28 | 75 | 0 | 13 | 7 | 294 | 358 | 379 | 737 | 85 | 391 | 23 | 9 | 322 | 76 | — | — | — | — | — | — |
| 2017 | 27 | AAA | Buffalo Bisons | — | 268 | 246 | 64 | 12 | 0 | 1 | 15 | 59 | 2 | 11 | 2 | 260 | 308 | 321 | 629 | 61 | 335 | 22 | 6 | 282 | 49 | — | — | — | — | — | — |
| 2018 | 28 | AAA | Buffalo Bisons | — | 124 | 118 | 31 | 3 | 3 | 0 | 4 | 30 | 1 | 2 | 1 | 263 | 293 | 339 | 632 | 76 | 352 | 24 | 3 | 281 | 49 | — | — | — | — | — | — |
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2014 | 24 | A+ MLE | Dunedin Blue Jays | — | 54 | 48 | 11 | 3 | 0 | 0 | 5 | 10 | 0 | 3 | 0 | 229 | 302 | 292 | 594 | 63 | 278 | 19 | 9 | 261 | 63 | — | — | — | — | — | — |
| 2014 | 24 | A MLE | Lansing Lugnuts | — | 137 | 117 | 24 | 2 | 0 | 0 | 13 | 23 | 0 | 11 | 1 | 205 | 285 | 222 | 507 | 17 | 234 | 17 | 9 | 225 | 38 | — | — | — | — | — | — |
| 2015 | 25 | AA MLE | New Hampshire Fisher Cats | — | 147 | 137 | 36 | 3 | 2 | 1 | 7 | 27 | 0 | 2 | 2 | 263 | 299 | 336 | 634 | 73 | 307 | 18 | 5 | 270 | 69 | — | — | — | — | — | — |
| 2015 | 25 | A+ MLE | Dunedin Blue Jays | — | 137 | 121 | 16 | 2 | 0 | 0 | 12 | 54 | 0 | 4 | 1 | 132 | 211 | 149 | 359 | 17 | 215 | 39 | 9 | 168 | 0 | — | — | — | — | — | — |
| 2016 | 26 | AA MLE | New Hampshire Fisher Cats | — | 322 | 292 | 80 | 5 | 6 | 1 | 18 | 94 | 0 | 13 | 7 | 274 | 316 | 342 | 659 | 68 | 375 | 29 | 6 | 281 | 76 | — | — | — | — | — | — |
| 2017 | 27 | AAA MLE | Buffalo Bisons | — | 268 | 251 | 58 | 11 | 0 | 1 | 10 | 75 | 2 | 11 | 2 | 231 | 266 | 287 | 553 | 56 | 312 | 28 | 4 | 241 | 49 | — | — | — | — | — | — |
| 2018 | 28 | AAA MLE | Buffalo Bisons | — | 124 | 120 | 27 | 2 | 2 | 0 | 2 | 36 | 1 | 2 | 1 | 225 | 244 | 275 | 519 | 50 | 333 | 29 | 2 | 240 | 49 | — | — | — | — | — | — |
| 2014 | 24 | A MLE | 2 teams | — | 191 | 165 | 34 | 4 | 0 | 0 | 18 | 33 | 0 | 14 | 1 | 206 | 284 | 230 | 514 | 24 | 256 | 17 | 9 | 235 | 45 | — | — | — | — | — | — |
| 2014 | 24 | A RAW | 2 teams | — | 191 | 156 | 35 | 5 | 0 | 0 | 27 | 24 | 0 | 14 | 1 | 224 | 339 | 256 | 595 | 32 | 263 | 13 | 14 | 274 | 45 | — | — | — | — | — | — |
| 2015 | 25 | AA MLE | 2 teams | — | 284 | 258 | 52 | 5 | 2 | 1 | 19 | 80 | 0 | 6 | 3 | 202 | 256 | 248 | 504 | 47 | 283 | 28 | 7 | 221 | 36 | — | — | — | — | — | — |
| 2015 | 25 | AA RAW | 2 teams | — | 284 | 250 | 57 | 6 | 2 | 1 | 27 | 57 | 0 | 6 | 3 | 228 | 303 | 280 | 583 | 52 | 287 | 20 | 10 | 265 | 36 | — | — | — | — | — | — |
| 2016 | 26 | AA MLE | New Hampshire Fisher Cats | — | 322 | 292 | 80 | 5 | 6 | 1 | 18 | 94 | 0 | 13 | 7 | 274 | 316 | 342 | 659 | 68 | 397 | 29 | 6 | 281 | 76 | — | — | — | — | — | — |
| 2016 | 26 | AA RAW | New Hampshire Fisher Cats | — | 322 | 282 | 83 | 6 | 6 | 2 | 28 | 75 | 0 | 13 | 7 | 294 | 358 | 379 | 737 | 85 | 391 | 23 | 9 | 322 | 76 | — | — | — | — | — | — |
| 2017 | 27 | AAA MLE | Buffalo Bisons | — | 268 | 251 | 58 | 11 | 0 | 1 | 10 | 75 | 2 | 11 | 2 | 231 | 266 | 287 | 553 | 56 | 322 | 28 | 4 | 241 | 49 | — | — | — | — | — | — |
| 2017 | 27 | AAA RAW | Buffalo Bisons | — | 268 | 246 | 64 | 12 | 0 | 1 | 15 | 59 | 2 | 11 | 2 | 260 | 308 | 321 | 629 | 61 | 335 | 22 | 6 | 282 | 49 | — | — | — | — | — | — |
| 2018 | 28 | AAA MLE | Buffalo Bisons | — | 124 | 120 | 27 | 2 | 2 | 0 | 2 | 36 | 1 | 2 | 1 | 225 | 244 | 275 | 519 | 50 | 321 | 29 | 2 | 240 | 49 | — | — | — | — | — | — |
| 2018 | 28 | AAA RAW | Buffalo Bisons | — | 124 | 118 | 31 | 3 | 3 | 0 | 4 | 30 | 1 | 2 | 1 | 263 | 293 | 339 | 632 | 76 | 352 | 24 | 3 | 281 | 49 | — | — | — | — | — | — |
| 2014 | 24 | A MLE | 2 teams | — | 191 | 171 | 34 | 4 | 0 | 0 | 18 | 33 | 0 | 14 | 1 | 199 | 284 | 222 | 506 | 23 | 246 | 17 | 9 | 235 | 45 | — | — | — | — | — | — |
| 2015 | 25 | AA MLE | 2 teams | — | 284 | 263 | 52 | 5 | 2 | 1 | 19 | 80 | 0 | 6 | 3 | 198 | 256 | 243 | 500 | 46 | 263 | 28 | 7 | 221 | 36 | — | — | — | — | — | — |
| 2016 | 26 | AA MLE | New Hampshire Fisher Cats | — | 322 | 301 | 80 | 5 | 6 | 1 | 18 | 94 | 0 | 13 | 7 | 266 | 316 | 332 | 648 | 66 | 375 | 29 | 6 | 281 | 76 | — | — | — | — | — | — |
| 2017 | 27 | AAA MLE | Buffalo Bisons | — | 268 | 254 | 58 | 11 | 0 | 1 | 10 | 75 | 2 | 11 | 2 | 228 | 266 | 283 | 550 | 55 | 312 | 28 | 4 | 241 | 49 | — | — | — | — | — | — |
| 2018 | 28 | AAA MLE | Buffalo Bisons | — | 124 | 120 | 27 | 2 | 2 | 0 | 2 | 36 | 1 | 2 | 1 | 225 | 244 | 275 | 519 | 50 | 333 | 29 | 2 | 240 | 49 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| Career | — | MLE | — | 1189 | 1086 | 251 | 27 | 10 | 3 | 67 | 318 | 3 | 46 | 14 | 231 | 278 | 283 | 560 | 52 | 321 | 27 | 6 | 246 | 53 | -67 | +4 | -0 | +0 | +26 | -3.8 | |
| / 162G | — | MLE | — | 650 | 594 | 137 | 15 | 5 | 2 | 37 | 174 | 2 | 25 | 8 | 231 | 278 | 283 | 561 | 52 | 320 | 27 | 6 | 246 | 53 | -37 | +2 | -0 | +0 | +14 | -2.1 | |
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 AAABuffalo Bisons · 124 PAwOBA .270 → .240 (−30)K% 24.2% → 29.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 24.19% | ÷0.993 | ×1.200 | — | — | 29.24% |
| BB% (unintentional) /PA | 2.42% | ÷0.954 | ×0.690 | — | ×0.982 | 1.72% |
| HBP% /PA | 0.81% | — | ×0.940 | — | ×0.982 | 0.74% |
| Singles /BIP | 28.41% | ÷0.970 | ×0.930 | ×1.029 | ×0.982 | 27.54% |
| Doubles /BIP | 3.41% | ÷0.987 | ×0.830 | ×1.029 | ×0.982 | 2.90% |
| Triples /BIP | 3.41% | ÷1.150 | ×0.970 | ×1.029 | ×0.982 | 2.91% |
| Home runs /BIP | 0.00% | ÷1.080 | ×0.840 | — | ×0.982 | 0.00% |
Factors used: league row IL. Park (home-season share, regressed): HR 116, 1B 94, 2B 97, 3B 130, K 99, BB 91 — 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 ×1.029.
Result: wOBA .270 → .240; ISO .076 → .063; BABIP .352 → .333. 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).
2017 AAABuffalo Bisons · 268 PAwOBA .277 → .241 (−36)K% 22.0% → 27.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 22.01% | ÷0.950 | ×1.200 | — | — | 27.80% |
| BB% (unintentional) /PA | 5.60% | ÷1.027 | ×0.690 | — | ×0.992 | 3.73% |
| HBP% /PA | 0.75% | — | ×0.940 | — | ×0.992 | 0.70% |
| Singles /BIP | 27.27% | ÷1.021 | ×0.930 | ×1.037 | ×0.992 | 25.56% |
| Doubles /BIP | 6.42% | ÷0.940 | ×0.830 | ×1.037 | ×0.992 | 5.83% |
| Triples /BIP | 0.00% | ÷0.961 | ×0.970 | ×1.037 | ×0.992 | 0.00% |
| Home runs /BIP | 0.53% | ÷0.903 | ×0.840 | — | ×0.992 | 0.49% |
Factors used: league row IL. Park (home-season share, regressed): HR 80, 1B 104, 2B 88, 3B 92, K 90, BB 106 — 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 ×1.037.
Result: wOBA .277 → .241; ISO .061 → .054; BABIP .335 → .312. 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 AANew Hampshire Fisher Cats · 322 PAwOBA .315 → .281 (−35)K% 23.3% → 29.3%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 23.29% | ÷0.969 | ×1.220 | — | — | 29.33% |
| BB% (unintentional) /PA | 8.70% | ÷1.079 | ×0.700 | — | ×0.978 | 5.51% |
| HBP% /PA | 0.00% | — | ×0.850 | — | ×0.978 | 0.00% |
| Singles /BIP | 33.33% | ÷0.995 | ×0.970 | ×1.021 | ×0.978 | 32.47% |
| Doubles /BIP | 2.90% | ÷1.000 | ×0.860 | ×1.021 | ×0.978 | 2.49% |
| Triples /BIP | 2.90% | ÷1.031 | ×0.950 | ×1.021 | ×0.978 | 2.67% |
| Home runs /BIP | 0.97% | ÷1.292 | ×0.780 | — | ×0.978 | 0.57% |
Factors used: league row EL. Park (home-season share, regressed): HR 158, 1B 99, 2B 100, 3B 106, K 94, BB 116 — applied at half strength. Age: age 27 vs a level average of 24.8 → −2.2% on BB/HBP/hit rates (2.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.021.
Result: wOBA .315 → .281; ISO .085 → .071; BABIP .391 → .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).
2015 AANew Hampshire Fisher Cats · 147 PAwOBA .302 → .270 (−32)K% 14.3% → 18.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 14.29% | ÷0.960 | ×1.220 | — | — | 18.16% |
| BB% (unintentional) /PA | 7.48% | ÷1.026 | ×0.700 | — | ×0.988 | 5.04% |
| HBP% /PA | 0.00% | — | ×0.850 | — | ×0.988 | 0.00% |
| Singles /BIP | 26.79% | ÷0.996 | ×0.970 | ×1.024 | ×0.988 | 26.39% |
| Doubles /BIP | 3.57% | ÷1.064 | ×0.860 | ×1.024 | ×0.988 | 2.92% |
| Triples /BIP | 1.79% | ÷1.150 | ×0.950 | ×1.024 | ×0.988 | 1.49% |
| Home runs /BIP | 0.89% | ÷1.130 | ×0.780 | — | ×0.988 | 0.61% |
Factors used: league row EL. Park (home-season share, regressed): HR 126, 1B 99, 2B 113, 3B 130, K 92, BB 105 — applied at half strength. Age: age 26 vs a level average of 24.8 → −1.2% on BB/HBP/hit rates (1.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.024.
Result: wOBA .302 → .270; ISO .083 → .066; BABIP .321 → .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).
2015 A+Dunedin Blue Jays · 137 PAwOBA .218 → .168 (−49)K% 26.3% → 39.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 26.28% | ÷0.953 | ×1.420 | — | — | 39.16% |
| BB% (unintentional) /PA | 11.68% | ÷0.974 | ×0.750 | — | ×0.968 | 8.71% |
| HBP% /PA | 0.00% | — | ×0.930 | — | ×0.968 | 0.00% |
| Singles /BIP | 22.22% | ÷1.040 | ×0.920 | ×1.043 | ×0.968 | 19.84% |
| Doubles /BIP | 2.47% | ÷1.063 | ×0.960 | ×1.043 | ×0.968 | 2.25% |
| Triples /BIP | 0.00% | ÷0.989 | ×0.810 | ×1.043 | ×0.968 | 0.00% |
| Home runs /BIP | 0.00% | ÷1.059 | ×0.880 | — | ×0.968 | 0.00% |
Factors used: league row FSL. Park (home-season share, regressed): HR 112, 1B 108, 2B 113, 3B 98, K 91, BB 95 — applied at half strength. Age: age 26 vs a level average of 22.8 → −3.2% on BB/HBP/hit rates (3.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.043.
Result: wOBA .218 → .168; ISO .017 → .014; BABIP .241 → .215. 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 ALansing Lugnuts · 137 PAwOBA .256 → .225 (−31)K% 12.4% → 16.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 12.41% | ÷1.017 | ×1.360 | — | — | 16.60% |
| BB% (unintentional) /PA | 14.60% | ÷1.038 | ×0.690 | — | ×0.970 | 9.41% |
| HBP% /PA | 0.00% | — | ×0.780 | — | ×0.970 | 0.00% |
| Singles /BIP | 22.58% | ÷0.968 | ×0.920 | ×1.050 | ×0.970 | 21.85% |
| Doubles /BIP | 2.15% | ÷1.042 | ×0.830 | ×1.050 | ×0.970 | 1.74% |
| Triples /BIP | 0.00% | ÷1.135 | ×0.910 | ×1.050 | ×0.970 | 0.00% |
| Home runs /BIP | 0.00% | ÷0.872 | ×0.800 | — | ×0.970 | 0.00% |
Factors used: level-wide A factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 74, 1B 94, 2B 108, 3B 127, K 103, BB 108 — applied at half strength. Age: age 25 vs a level average of 22.0 → −3.0% on BB/HBP/hit rates (3.0 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .256 → .225; ISO .018 → .016; BABIP .245 → .234. 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 A+Dunedin Blue Jays · 54 PAwOBA .305 → .261 (−44)K% 13.0% → 18.1%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 12.96% | ÷1.016 | ×1.420 | — | — | 18.11% |
| BB% (unintentional) /PA | 12.96% | ÷0.979 | ×0.750 | — | ×0.978 | 9.71% |
| HBP% /PA | 0.00% | — | ×0.930 | — | ×0.978 | 0.00% |
| Singles /BIP | 23.08% | ÷0.982 | ×0.920 | — | ×0.978 | 21.14% |
| Doubles /BIP | 7.69% | ÷1.083 | ×0.960 | — | ×0.978 | 6.67% |
| Triples /BIP | 0.00% | ÷0.900 | ×0.810 | — | ×0.978 | 0.00% |
| Home runs /BIP | 0.00% | ÷1.309 | ×0.880 | — | ×0.978 | 0.00% |
Factors used: league row FSL. Park (home-season share, regressed): HR 162, 1B 96, 2B 117, 3B 80, K 103, BB 96 — applied at half strength. Age: age 25 vs a level average of 22.8 → −2.2% on BB/HBP/hit rates (2.2 yr older than average).
Result: wOBA .305 → .261; ISO .065 → .056; BABIP .308 → .278. 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).