Joshual Ramirez
| Year | Age | Lvl / Team | PA | AVG/OBP/SLG | HR | SB | wRC+ | WAR | MLE AVG/OBP/SLG |
|---|---|---|---|---|---|---|---|---|---|
| 2014 | 18 | ROKWSH | 206 | .302/.368/.390 | 2 | 8 | 41 | — | .204/.264/.253 |
| 2015 | 19 | ROKGCL Nationals | 88 | .215/.287/.266 | 0 | 3 | 13 | — | .171/.218/.207 |
| 2016 | 20 | ROKGCL Nationals | 137 | .213/.278/.344 | 1 | 3 | 17 | — | .159/.203/.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) | |||||||||||||||||||||||||||||||
| 2014 | 18 | ROK | DSL Nationals | — | 206 | 182 | 55 | 6 | 2 | 2 | 15 | 31 | 4 | 8 | 7 | 302 | 368 | 390 | 758 | 88 | 346 | 15 | 7 | 336 | 41 | — | — | — | — | — | — |
| 2015 | 19 | ROK | GCL Nationals | — | 88 | 79 | 17 | 4 | 0 | 0 | 7 | 17 | 1 | 3 | 2 | 215 | 287 | 266 | 553 | 51 | 270 | 19 | 8 | 256 | 13 | — | — | — | — | — | — |
| 2016 | 20 | ROK | GCL Nationals | — | 137 | 122 | 26 | 7 | 3 | 1 | 9 | 26 | 2 | 3 | 2 | 213 | 278 | 344 | 622 | 131 | 260 | 19 | 7 | 272 | 17 | — | — | — | — | — | — |
| ▸ Career — adjusted (every ACTUAL line translated to park/league-neutral MLB equivalents) | |||||||||||||||||||||||||||||||
| 2014 | 18 | ROK MLE | DSL Nationals | — | 206 | 186 | 38 | 4 | 1 | 1 | 11 | 38 | 4 | 8 | 7 | 204 | 264 | 253 | 516 | 48 | 236 | 18 | 5 | 229 | 41 | — | — | — | — | — | — |
| 2015 | 19 | ROK MLE | GCL Nationals | — | 88 | 82 | 14 | 3 | 0 | 0 | 4 | 24 | 1 | 3 | 2 | 171 | 218 | 207 | 426 | 37 | 225 | 27 | 5 | 188 | 13 | — | — | — | — | — | — |
| 2016 | 20 | ROK MLE | GCL Nationals | — | 137 | 126 | 20 | 5 | 2 | 1 | 5 | 37 | 2 | 3 | 2 | 159 | 203 | 254 | 457 | 95 | 207 | 27 | 4 | 194 | 17 | — | — | — | — | — | — |
| 2014 | 18 | ROK MLE | DSL Nationals | — | 206 | 186 | 38 | 4 | 1 | 1 | 11 | 38 | 4 | 8 | 7 | 204 | 264 | 253 | 516 | 48 | 245 | 18 | 5 | 229 | 41 | — | — | — | — | — | — |
| 2014 | 18 | ROK RAW | DSL Nationals | — | 206 | 182 | 55 | 6 | 2 | 2 | 15 | 31 | 4 | 8 | 7 | 302 | 368 | 390 | 758 | 88 | 346 | 15 | 7 | 336 | 41 | — | — | — | — | — | — |
| 2015 | 19 | ROK MLE | GCL Nationals | — | 88 | 82 | 14 | 3 | 0 | 0 | 4 | 24 | 1 | 3 | 2 | 171 | 218 | 207 | 426 | 37 | 237 | 27 | 5 | 188 | 13 | — | — | — | — | — | — |
| 2015 | 19 | ROK RAW | GCL Nationals | — | 88 | 79 | 17 | 4 | 0 | 0 | 7 | 17 | 1 | 3 | 2 | 215 | 287 | 266 | 553 | 51 | 270 | 19 | 8 | 256 | 13 | — | — | — | — | — | — |
| 2016 | 20 | ROK MLE | GCL Nationals | — | 137 | 126 | 20 | 5 | 2 | 1 | 5 | 37 | 2 | 3 | 2 | 159 | 203 | 254 | 457 | 95 | 213 | 27 | 4 | 194 | 17 | — | — | — | — | — | — |
| 2016 | 20 | ROK RAW | GCL Nationals | — | 137 | 122 | 26 | 7 | 3 | 1 | 9 | 26 | 2 | 3 | 2 | 213 | 278 | 344 | 622 | 131 | 260 | 19 | 7 | 272 | 17 | — | — | — | — | — | — |
| 2014 | 18 | ROK MLE | DSL Nationals | — | 206 | 189 | 38 | 4 | 1 | 1 | 11 | 38 | 4 | 8 | 7 | 201 | 264 | 249 | 512 | 48 | 236 | 18 | 5 | 229 | 41 | — | — | — | — | — | — |
| 2015 | 19 | ROK MLE | GCL Nationals | — | 88 | 83 | 14 | 3 | 0 | 0 | 4 | 24 | 1 | 3 | 2 | 169 | 218 | 205 | 423 | 36 | 225 | 27 | 5 | 188 | 13 | — | — | — | — | — | — |
| 2016 | 20 | ROK MLE | GCL Nationals | — | 137 | 129 | 20 | 5 | 2 | 1 | 5 | 37 | 2 | 3 | 2 | 155 | 203 | 248 | 451 | 93 | 207 | 27 | 4 | 194 | 17 | — | — | — | — | — | — |
| ▸ Career Totals | |||||||||||||||||||||||||||||||
| Career | — | MLE | — | 431 | 394 | 72 | 12 | 3 | 2 | 20 | 99 | 7 | 14 | 11 | 183 | 235 | 244 | 479 | 61 | 234 | 23 | 5 | 210 | 28 | -37 | -2 | +0 | +2 | +9 | -2.8 | |
| / 162G | — | MLE | — | 650 | 594 | 109 | 18 | 5 | 3 | 30 | 149 | 11 | 21 | 17 | 184 | 236 | 246 | 482 | 62 | 235 | 23 | 5 | 210 | 28 | -56 | -3 | +0 | +2 | +14 | -4.3 | |
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 ROKGCL Nationals · 137 PAwOBA .264 → .194 (−69)K% 19.0% → 27.3%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 18.98% | ÷1.000 | ×1.440 | — | — | 27.33% |
| BB% (unintentional) /PA | 5.84% | ÷1.000 | ×0.620 | — | ×0.995 | 3.60% |
| HBP% /PA | 1.46% | — | ×0.720 | — | ×0.995 | 1.05% |
| Singles /BIP | 15.62% | ÷1.000 | ×0.820 | ×1.026 | ×0.995 | 13.08% |
| Doubles /BIP | 7.29% | ÷1.000 | ×0.720 | ×1.026 | ×0.995 | 5.36% |
| Triples /BIP | 3.12% | ÷1.000 | ×0.720 | ×1.026 | ×0.995 | 2.30% |
| Home runs /BIP | 1.04% | ÷1.000 | ×0.780 | — | ×0.995 | 0.81% |
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 20 vs a level average of 19.5 → −0.5% on BB/HBP/hit rates (0.5 yr older than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.026.
Result: wOBA .264 → .194; ISO .131 → .095; BABIP .260 → .207. 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 ROKGCL Nationals · 88 PAwOBA .253 → .188 (−65)K% 19.3% → 27.8%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 19.32% | ÷1.000 | ×1.440 | — | — | 27.82% |
| BB% (unintentional) /PA | 7.95% | ÷1.000 | ×0.620 | — | ×1.008 | 4.97% |
| HBP% /PA | 1.14% | — | ×0.720 | — | ×1.008 | 0.82% |
| Singles /BIP | 20.97% | ÷1.000 | ×0.820 | ×1.038 | ×1.008 | 17.98% |
| Doubles /BIP | 6.45% | ÷1.000 | ×0.720 | ×1.038 | ×1.008 | 4.86% |
| Triples /BIP | 0.00% | ÷1.000 | ×0.720 | ×1.038 | ×1.008 | 0.00% |
| Home runs /BIP | 0.00% | ÷1.000 | ×0.780 | — | ×1.008 | 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 19 vs a level average of 19.5 → +0.8% on BB/HBP/hit rates (0.5 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.038.
Result: wOBA .253 → .188; ISO .051 → .036; BABIP .270 → .225. 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 DSLDSL Nationals · 206 PAwOBA .334 → .229 (−105)K% 15.0% → 18.4%
| Component | Raw | Park ÷ | Level factor × | GB/FB × | Age × | = MLE |
|---|---|---|---|---|---|---|
| K% /PA | 15.05% | ÷1.000 | ×1.220 | — | — | 18.36% |
| BB% (unintentional) /PA | 7.28% | ÷1.000 | ×0.700 | — | ×1.008 | 5.14% |
| HBP% /PA | 1.94% | — | ×0.700 | — | ×1.008 | 1.37% |
| Singles /BIP | 29.80% | ÷1.000 | ×0.680 | ×1.019 | ×1.008 | 20.80% |
| Doubles /BIP | 3.97% | ÷1.000 | ×0.600 | ×1.019 | ×1.008 | 2.45% |
| Triples /BIP | 1.32% | ÷1.000 | ×0.600 | ×1.019 | ×1.008 | 0.82% |
| Home runs /BIP | 1.32% | ÷1.000 | ×0.470 | — | ×1.008 | 0.63% |
Factors used: level-wide DSL 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 18 vs a level average of 18.5 → +0.8% on BB/HBP/hit rates (0.5 yr younger than average). Ground-ball/fly-ball mix moves 1B/2B/3B by ×1.019.
Result: wOBA .334 → .229; ISO .088 → .051; BABIP .346 → .236. 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).