Devan Ahart
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2014 | 21 | A/ROK2 orgs | 280 | .344/.382/.463 | 2 | 19 | 82 | — | .275/.302/.359 |
| 2015 | 22 | A+/ROK2 orgs | 210 | .282/.372/.420 | 3 | 8 | 78 | — | .239/.305/.355 |
| 2016 | 23 | AA/A+2 orgs | 323 | .258/.323/.368 | 4 | 9 | 56 | — | .217/.266/.311 |
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 | 21 | A | Great Lakes Loons | — | 72 | 69 | 21 | 6 | 0 | 0 | 1 | 8 | 0 | 3 | 0 | 304 | 314 | 391 | 706 | 87 | 339 | 11 | 1 | 305 | 72 | — | — | — | — | — | — |
| 2014 | 21 | ROK | Ogden Raptors | — | 208 | 190 | 68 | 11 | 4 | 2 | 15 | 18 | 0 | 16 | 10 | 358 | 405 | 489 | 894 | 132 | 382 | 9 | 7 | 391 | 86 | — | — | — | — | — | — |
| 2015 | 22 | A+ | Rancho Cucamonga Quakes | — | 190 | 163 | 47 | 6 | 4 | 3 | 23 | 27 | 1 | 7 | 6 | 288 | 380 | 429 | 809 | 141 | 326 | 14 | 12 | 358 | 84 | — | — | — | — | — | — |
| 2015 | 22 | ROK | AZL Dodgers | — | 20 | 18 | 4 | 0 | 1 | 0 | 2 | 1 | 0 | 1 | 0 | 222 | 300 | 333 | 633 | 111 | 235 | 5 | 10 | 286 | 24 | — | — | — | — | — | — |
| 2016 | 23 | AA | Tulsa Drillers | — | 85 | 79 | 17 | 4 | 0 | 1 | 4 | 17 | 0 | 1 | 0 | 215 | 253 | 304 | 557 | 89 | 254 | 20 | 5 | 246 | 38 | — | — | — | — | — | — |
| 2016 | 23 | A+ | Rancho Cucamonga Quakes | — | 238 | 212 | 58 | 12 | 2 | 3 | 22 | 49 | 2 | 8 | 1 | 274 | 347 | 392 | 739 | 118 | 340 | 21 | 9 | 331 | 62 | — | — | — | — | — | — |
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2014 | 21 | A MLE | Great Lakes Loons | — | 72 | 69 | 19 | 5 | 0 | 0 | 1 | 10 | 0 | 3 | 0 | 275 | 286 | 348 | 634 | 72 | 312 | 14 | 1 | 274 | 72 | — | — | — | — | — | — |
| 2014 | 21 | ROK MLE | Ogden Raptors | — | 208 | 196 | 54 | 8 | 3 | 1 | 9 | 26 | 0 | 16 | 10 | 276 | 307 | 362 | 670 | 87 | 303 | 12 | 4 | 296 | 86 | — | — | — | — | — | — |
| 2015 | 22 | A+ MLE | Rancho Cucamonga Quakes | — | 190 | 170 | 42 | 5 | 3 | 3 | 16 | 37 | 1 | 7 | 6 | 247 | 316 | 365 | 680 | 118 | 281 | 19 | 8 | 293 | 84 | — | — | — | — | — | — |
| 2015 | 22 | ROK MLE | AZL Dodgers | — | 20 | 19 | 3 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 158 | 200 | 263 | 463 | 105 | 181 | 5 | 5 | 204 | 24 | — | — | — | — | — | — |
| 2016 | 23 | AA MLE | Tulsa Drillers | — | 85 | 80 | 17 | 4 | 0 | 1 | 3 | 21 | 0 | 1 | 0 | 212 | 241 | 300 | 541 | 87 | 248 | 25 | 4 | 225 | 38 | — | — | — | — | — | — |
| 2016 | 23 | A+ MLE | Rancho Cucamonga Quakes | — | 238 | 219 | 48 | 10 | 1 | 3 | 15 | 67 | 2 | 8 | 1 | 219 | 275 | 315 | 590 | 96 | 297 | 28 | 6 | 260 | 62 | — | — | — | — | — | — |
| 2014 | 21 | ROK MLE | 2 teams | — | 280 | 265 | 73 | 13 | 3 | 1 | 10 | 36 | 0 | 19 | 10 | 275 | 302 | 358 | 660 | 83 | 310 | 13 | 4 | 290 | 83 | — | — | — | — | — | — |
| 2014 | 21 | ROK RAW | 2 teams | — | 280 | 259 | 89 | 17 | 4 | 2 | 16 | 26 | 0 | 19 | 10 | 344 | 382 | 463 | 845 | 120 | 370 | 9 | 6 | 369 | 83 | — | — | — | — | — | — |
| 2015 | 22 | A+ MLE | 2 teams | — | 210 | 188 | 44 | 5 | 3 | 3 | 18 | 39 | 1 | 8 | 6 | 234 | 304 | 340 | 645 | 106 | 277 | 19 | 9 | 285 | 79 | — | — | — | — | — | — |
| 2015 | 22 | A+ RAW | 2 teams | — | 210 | 181 | 51 | 6 | 5 | 3 | 25 | 28 | 1 | 8 | 6 | 282 | 372 | 420 | 792 | 138 | 316 | 13 | 12 | 351 | 79 | — | — | — | — | — | — |
| 2016 | 23 | A+ MLE | 2 teams | — | 323 | 299 | 64 | 14 | 1 | 3 | 18 | 88 | 2 | 9 | 1 | 214 | 263 | 298 | 561 | 84 | 288 | 27 | 6 | 251 | 56 | — | — | — | — | — | — |
| 2016 | 23 | A+ RAW | 2 teams | — | 323 | 291 | 75 | 16 | 2 | 4 | 26 | 66 | 2 | 9 | 1 | 258 | 323 | 368 | 691 | 110 | 316 | 20 | 8 | 309 | 56 | — | — | — | — | — | — |
| 2014 | 21 | ROK MLE | 2 teams | — | 280 | 268 | 73 | 13 | 3 | 1 | 10 | 36 | 0 | 19 | 10 | 272 | 302 | 354 | 656 | 82 | 305 | 13 | 4 | 290 | 83 | — | — | — | — | — | — |
| 2015 | 22 | A+ MLE | 2 teams | — | 210 | 189 | 44 | 5 | 3 | 3 | 18 | 39 | 1 | 8 | 6 | 233 | 304 | 339 | 643 | 106 | 271 | 19 | 9 | 285 | 79 | — | — | — | — | — | — |
| 2016 | 23 | A+ MLE | 2 teams | — | 323 | 300 | 64 | 14 | 1 | 3 | 18 | 88 | 2 | 9 | 1 | 213 | 263 | 297 | 560 | 83 | 284 | 27 | 6 | 251 | 56 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| Career | — | MLE | — | 813 | 752 | 181 | 32 | 7 | 7 | 46 | 163 | 3 | 36 | 17 | 241 | 287 | 330 | 617 | 89 | 294 | 20 | 6 | 273 | 71 | -28 | +0 | +0 | +3 | +18 | -0.7 | |
| / 162G | — | MLE | — | 650 | 601 | 146 | 26 | 6 | 6 | 37 | 130 | 2 | 29 | 14 | 243 | 289 | 336 | 625 | 93 | 296 | 20 | 6 | 273 | 71 | -22 | +0 | +0 | +2 | +14 | -0.6 | |
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 A+Rancho Cucamonga Quakes · 238 PAwOBA .325 → .260 (−66)K% 20.6% → 28.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 20.59% | ÷0.979 | ×1.340 | — | — | 28.17% |
| BB% (unintentional) /PA | 9.24% | ÷1.046 | ×0.710 | — | ×0.988 | 6.20% |
| HBP% /PA | 0.84% | — | ×0.790 | — | ×0.988 | 0.66% |
| Singles /BIP | 25.15% | ÷1.043 | ×0.910 | ×1.025 | ×0.988 | 22.24% |
| Doubles /BIP | 7.36% | ÷0.938 | ×0.820 | ×1.025 | ×0.988 | 6.52% |
| Triples /BIP | 1.23% | ÷1.142 | ×0.760 | ×1.025 | ×0.988 | 0.83% |
| Home runs /BIP | 1.84% | ÷1.003 | ×0.920 | — | ×0.988 | 1.67% |
Factors used: league row CAL. Park (home-season share, regressed): HR 101, 1B 109, 2B 88, 3B 128, K 96, BB 109 — applied at half strength. Age: age 24 vs a level average of 22.8 → −1.2% on BB/HBP/hit rates (1.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.025.
Result: wOBA .325 → .260; ISO .118 → .096; BABIP .340 → .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).
2016 AATulsa Drillers · 85 PAwOBA .245 → .225 (−20)K% 20.0% → 24.5%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 20.00% | ÷0.996 | ×1.220 | — | — | 24.49% |
| BB% (unintentional) /PA | 4.71% | ÷0.935 | ×0.700 | — | ×1.012 | 3.56% |
| HBP% /PA | 0.00% | — | ×0.870 | — | ×1.012 | 0.00% |
| Singles /BIP | 19.35% | ÷0.990 | ×0.920 | ×1.050 | ×1.012 | 19.11% |
| Doubles /BIP | 6.45% | ÷0.926 | ×0.840 | ×1.050 | ×1.012 | 6.22% |
| Triples /BIP | 0.00% | ÷0.900 | ×0.940 | ×1.050 | ×1.012 | 0.00% |
| Home runs /BIP | 1.61% | ÷1.020 | ×0.800 | — | ×1.012 | 1.28% |
Factors used: league row TL. Park (home-season share, regressed): HR 104, 1B 98, 2B 85, 3B 80, K 99, BB 87 — 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 ×1.050.
Result: wOBA .245 → .225; ISO .089 → .078; BABIP .254 → .248. 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+Rancho Cucamonga Quakes · 190 PAwOBA .351 → .293 (−58)K% 14.2% → 19.6%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 14.21% | ÷0.970 | ×1.340 | — | — | 19.63% |
| BB% (unintentional) /PA | 11.58% | ÷0.958 | ×0.710 | — | ×0.998 | 8.57% |
| HBP% /PA | 0.53% | — | ×0.790 | — | ×0.998 | 0.41% |
| Singles /BIP | 25.00% | ÷1.046 | ×0.910 | ×1.037 | ×0.998 | 22.52% |
| Doubles /BIP | 4.41% | ÷1.109 | ×0.820 | ×1.037 | ×0.998 | 3.38% |
| Triples /BIP | 2.94% | ÷1.150 | ×0.760 | ×1.037 | ×0.998 | 2.01% |
| Home runs /BIP | 2.21% | ÷0.898 | ×0.920 | — | ×0.998 | 2.25% |
Factors used: league row CAL. Park (home-season share, regressed): HR 80, 1B 109, 2B 122, 3B 130, K 94, BB 92 — applied at half strength. Age: age 23 vs a level average of 22.8 → −0.2% on BB/HBP/hit rates (0.2 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.037.
Result: wOBA .351 → .293; ISO .141 → .118; BABIP .326 → .281. 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 ROKAZL Dodgers · 20 PAwOBA .279 → .204 (−76)K% 5.0% → 7.2%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 5.00% | ÷1.000 | ×1.440 | — | — | 7.20% |
| BB% (unintentional) /PA | 10.00% | ÷1.000 | ×0.620 | — | ×0.965 | 5.98% |
| HBP% /PA | 0.00% | — | ×0.720 | — | ×0.965 | 0.00% |
| Singles /BIP | 17.65% | ÷1.000 | ×0.820 | — | ×0.965 | 13.96% |
| Doubles /BIP | 0.00% | ÷1.000 | ×0.720 | — | ×0.965 | 0.00% |
| Triples /BIP | 5.88% | ÷1.000 | ×0.720 | — | ×0.965 | 4.09% |
| Home runs /BIP | 0.00% | ÷1.000 | ×0.780 | — | ×0.965 | 0.00% |
Factors used: level-wide ROK 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 23 vs a level average of 19.5 → −3.5% on BB/HBP/hit rates (3.5 yr older than average).
Result: wOBA .279 → .204; ISO .111 → .079; BABIP .235 → .181. 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 ROKOgden Raptors · 208 PAwOBA .386 → .296 (−91)K% 8.7% → 12.5%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 8.65% | ÷1.000 | ×1.440 | — | — | 12.46% |
| BB% (unintentional) /PA | 7.21% | ÷1.000 | ×0.610 | — | ×0.975 | 4.29% |
| HBP% /PA | 0.00% | — | ×0.720 | — | ×0.975 | 0.00% |
| Singles /BIP | 29.65% | ÷1.000 | ×0.820 | ×1.025 | ×0.975 | 24.31% |
| Doubles /BIP | 6.40% | ÷1.000 | ×0.720 | ×1.025 | ×0.975 | 4.60% |
| Triples /BIP | 2.33% | ÷1.000 | ×0.720 | ×1.025 | ×0.975 | 1.67% |
| Home runs /BIP | 1.16% | ÷1.000 | ×0.750 | — | ×0.975 | 0.85% |
Factors used: league row PIO. Park (home-season share, regressed): no park row on file (treated as neutral) — applied at half strength. Age: age 22 vs a level average of 19.5 → −2.5% on BB/HBP/hit rates (2.5 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.025.
Result: wOBA .386 → .296; ISO .132 → .096; BABIP .382 → .303. 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 AGreat Lakes Loons · 72 PAwOBA .301 → .274 (−27)K% 11.1% → 14.0%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 11.11% | ÷1.083 | ×1.360 | — | — | 13.96% |
| BB% (unintentional) /PA | 1.39% | ÷0.973 | ×0.690 | — | — | 0.98% |
| HBP% /PA | 0.00% | — | ×0.780 | — | — | 0.00% |
| Singles /BIP | 24.59% | ÷1.017 | ×0.920 | ×1.050 | — | 23.35% |
| Doubles /BIP | 9.84% | ÷1.022 | ×0.830 | ×1.050 | — | 8.38% |
| Triples /BIP | 0.00% | ÷1.150 | ×0.910 | ×1.050 | — | 0.00% |
| Home runs /BIP | 0.00% | ÷1.002 | ×0.800 | — | — | 0.00% |
Factors used: level-wide A factors (no league-specific row for this league/era). Park (home-season share, regressed): HR 100, 1B 103, 2B 104, 3B 130, K 117, BB 95 — applied at half strength. Age: age 22 vs a level average of 22.0 → +0.0% on BB/HBP/hit rates (0.0 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.050.
Result: wOBA .301 → .274; ISO .087 → .074; BABIP .339 → .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).