MLB Predictions: Actual Data vs Predicted Data

October 11, 2026 — Player-by-Player Deep Comparison (1 games)
Actual stats = real season stats prior to game date  |  Simulated = predicted game stats  |  Model = pre-game model predictions

All Games Overview

MatchupTarget ScoreSim ScoreTarget WinnerSim WinnerWinnerConfidenceMethod
LAD @ MIL2 - 42 - 4MILMILMIL wins 4-255%enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
Actual Season Stats (green)
Simulated Game Stats (blue)
Model Predictions (purple)
LARGE deviation (>40%)
MODERATE deviation (20-40%)
OK deviation (<20%)

Los Angeles Dodgers @ Milwaukee Brewers

LAD 100-62 (4.94 RPG / 3.7 RA)
2 - 4
MIL 103-59 (5.14 RPG / 3.81 RA)
WINNER: MIL wins 4-2 TARGET: LAD 2 - 4 MIL (MIL) Confidence: 54.8% enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
123456789RH
LAD01100000023
MIL00030010x46

LAD Recent Form

Win%0.800
Avg Runs5.0
Avg Allowed2.2
Run Diff28
Off Trendaverage
Def Trendstrong
Streak3W

MIL Recent Form

Win%0.800
Avg Runs4.4
Avg Allowed3.0
Run Diff14
Off Trendaverage
Def Trendstrong
Streak5W

LAD Season Quality

Record100-62
Win%0.617
Run Diff201
RD/Game1.241

MIL Season Quality

Record103-59
Win%0.636
Run Diff214
RD/Game1.321

Season Run Differential Signal

Quality edge: 0.003; margin adjustment: 0.0; applied: False

Score Evolution — how the published score was reached

Base historical_ml 4.16031 - 4.8082 → published capped_target 2 - 4. Net change: LAD -2.16 runs, MIL -0.81 runs across 7 stages, 3 of which moved the target.

KPI layer: computed and withheld (values_fresh). Blend weights in force: away_runs 0.34, home_runs 0.38. Continuous expectation behind the integers: LAD —, MIL —. Candidate 20261011T091221Z_bb8e6dd2.

#StageLAD - MILΔ LADΔ MILJustification recorded by the stage
1historical_ml4.16031 - 4.808200Base ML historical model prediction
2variance_applied4 - 5-0.16+0.19Deterministic baseline target (variance factor 1.0)
3enhanced_prediction3 - 4-1-1Enhanced ML with recent form, H2H, low-score analysis
4kpi_layer3 - 400withheld by gate: values_fresh
5embedded_savant_run_environment2 - 4-10Target score adjusted by temporal Savant lineup quality versus opposing starter quality
6fundamental_edge_target_review2 - 400target direction already matched refreshed fundamentals or margin was not fragile
7capped_target2 - 400Capped at max 12 realistic runs
8simulation_result2 - 400Final inning-by-inning simulation result

LAD Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Mookie BettsSS 125489126 0.258 23690.325 44000 01 0.000 0.225 0.295 0.361 OK
Freddie Freeman1B 156590170 0.288 18700.363 44000 02 0.000 0.245 0.314 0.444 OK
Will SmithC 7425162 0.247 10330.336 44010 02 0.000 0.234 0.304 0.379 OK
Shohei OhtaniDH 138531144 0.271 30790.374 42110 21 0.500 0.256 0.352 0.449 OK
Teoscar HernándezLF 127454120 0.264 17650.329 44000 01 0.000 0.226 0.275 0.387 OK
Max Muncy3B 151496124 0.250 32790.343 43101 10 0.333 0.249 0.328 0.575 OK
Andy PagesCF 136521143 0.274 23860.342 44000 01 0.000 0.262 0.323 0.432 OK
Kyle TuckerRF 154550130 0.236 18720.327 44100 00 0.250 0.242 0.322 0.393 OK
Enrique Hernández2B 389621 0.219 5140.265 44000 01 0.000 0.221 0.263 0.430 OK
TEAM TOTALS 36333 21 39 0.091

MIL Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Jackson ChourioLF 129532155 0.291 26810.352 43211 11 0.667 0.265 0.319 0.447 OK
Brice Turang2B 151587159 0.271 211010.366 44000 00 0.000 0.229 0.309 0.363 OK
William ContrerasC 149577157 0.272 20950.342 43000 00 0.000 0.282 0.346 0.469 OK
Jake Bauers1B 142480127 0.265 25840.387 44111 02 0.250 0.252 0.372 0.387 OK
Andrew VaughnDH 10128889 0.309 6430.385 44112 01 0.250 0.285 0.353 0.407 OK
Garrett MitchellCF 141465120 0.258 10590.345 43000 12 0.000 0.249 0.317 0.370 OK
Cooper PrattSS 7423766 0.278 3330.341 33100 01 0.333 0.269 0.329 0.351 OK
Luis LaraRF 5619146 0.241 1260.303 33110 02 0.333 0.229 0.292 0.298 OK
Joey Ortiz3B 11937398 0.263 9460.320 33000 02 0.000 0.256 0.316 0.370 OK
TEAM TOTALS 33306 44 211 0.200

LAD Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Tarik SkubalStarter 1167.32.54 1.02510.377 5.24332993 5.2 9 3
Alex VesiaMiddle Reliever (High Leverage) 7448.73.14 1.29413.975 2.12110247 2.1 2 1

MIL Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Jacob MisiorowskiStarter 31177.51.88 0.81713.1258 5.03201594 5.0 5 0
JoJo RomeroLong Reliever 1311.74.62 1.28211.515 1.10001117 1.1 1 0
Antonio SenzatelaMiddle Reliever 2518.06.00 1.9447.515 1.00000115 1.0 1 0
Aaron AshbyMiddle Reliever (High Leverage) 7887.33.20 1.38612.5121 1.20001226 1.2 2 0

Game Summary

MIL wins 4-2