MLB Predictions: Actual Data vs Predicted Data

October 12, 2026 — Player-by-Player Deep Comparison (2 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
CLE @ TB4 - 54 - 5TBTBTB wins 5-458%enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
LAD @ MIL4 - 34 - 3LADLADLAD wins 4-350%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%)

Cleveland Guardians @ Tampa Bay Rays

CLE 85-77 (4.19 RPG / 4.12 RA)
4 - 5
TB 98-64 (4.54 RPG / 4.01 RA)
WINNER: TB wins 5-4 TARGET: CLE 4 - 5 TB (TB) Confidence: 57.9% enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
12345678910RH
CLE010000102046
TB003100000156

CLE Recent Form

Win%0.800
Avg Runs5.3
Avg Allowed3.2
Run Diff21
Off Trendhot
Def Trendstrong
Streak1L

TB Recent Form

Win%0.500
Avg Runs3.8
Avg Allowed3.2
Run Diff6
Off Trendaverage
Def Trendstrong
Streak1L

CLE Season Quality

Record85-77
Win%0.525
Run Diff11
RD/Game0.068

TB Season Quality

Record98-64
Win%0.605
Run Diff86
RD/Game0.531

Season Run Differential Signal

Quality edge: 0.1902; margin adjustment: 0.0; applied: False

Score Evolution — how the published score was reached

Base historical_ml 4.05766 - 5.32602 → published capped_target 4 - 5. Net change: CLE -0.06 runs, TB -0.33 runs across 7 stages, 1 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: CLE —, TB —. Candidate 20261012T091527Z_e6f3fdba.

#StageCLE - TBΔ CLEΔ TBJustification recorded by the stage
1historical_ml4.05766 - 5.3260200Base ML historical model prediction
2variance_applied4 - 5-0.06-0.33Deterministic baseline target (variance factor 1.0)
3enhanced_prediction4 - 500Enhanced ML with recent form, H2H, low-score analysis (confidence shrunk by projected_margin_is_one_run)
4kpi_layer4 - 500withheld by gate: values_fresh
5embedded_savant_run_environment4 - 500Target score adjusted by temporal Savant lineup quality versus opposing starter quality
6fundamental_edge_target_review4 - 500target direction already matched refreshed fundamentals or margin was not fragile
7capped_target4 - 500Capped at max 12 realistic runs
8simulation_result4 - 500Final inning-by-inning simulation result

CLE Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Steven KwanCF 150545153 0.281 3330.380 55010 00 0.000 0.271 0.375 0.332 OK
José Ramírez3B 126479113 0.236 14600.324 55102 00 0.200 0.240 0.326 0.461 OK
Chase DeLauterRF 133502143 0.285 16680.360 54100 11 0.250 0.250 0.319 0.382 OK
Jo AdellDH 5219648 0.245 7370.329 54010 12 0.000 0.241 0.296 0.410 OK
Nathaniel Lowe1B 4414432 0.222 5270.287 55100 01 0.200 0.228 0.314 0.363 OK
Angel MartínezLF 11140499 0.245 18620.282 55000 02 0.000 0.184 0.207 0.332 OK
Travis Bazzana2B 126456108 0.237 15560.328 44211 01 0.500 0.200 0.291 0.337 OK
Patrick BaileyC 7723357 0.245 10340.304 43111 10 0.333 0.230 0.285 0.396 OK
Brayan RocchioSS 154536134 0.250 13680.312 44000 01 0.000 0.213 0.276 0.328 OK
TEAM TOTALS 42396 44 38 0.154

TB Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Yandy DíazDH 156622183 0.294 22850.360 55101 00 0.200 0.273 0.323 0.372 OK
Jonathan Aranda1B 157589163 0.277 23940.359 44000 01 0.000 0.263 0.333 0.445 OK
Junior Caminero3B 164622172 0.277 421010.362 44111 00 0.250 0.265 0.343 0.474 OK
Ryan ViladeRF 9024360 0.247 12430.320 44112 01 0.250 0.241 0.308 0.437 OK
Jonny DeLucaCF 10635695 0.267 11500.300 43000 10 0.000 0.266 0.303 0.454 OK
Chandler SimpsonLF 149579176 0.304 0390.330 44110 01 0.250 0.250 0.275 0.289 OK
Nick FortesC 10029677 0.260 6350.304 43000 11 0.000 0.220 0.252 0.375 OK
Jorge Mateo2B 277811 0.141 170.181 44111 01 0.250 0.194 0.227 0.299 OK
Taylor WallsSS 12037682 0.218 2360.304 44110 02 0.250 0.191 0.272 0.270 OK
TEAM TOTALS 37356 55 27 0.171

CLE Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Foster GriffinStarter 1045.35.17 1.5899.749 4.25442597 4.2 5 4
Joey CantilloLong Reliever 34156.73.73 1.4619.9172 4.21100255 4.2 2 0

TB Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Drew RasmussenStarter 31178.62.57 0.8969.3184 6.03101595 6.0 5 0
Ian SeymourLong Reliever 48130.04.02 1.13111.4164 2.02111134 2.0 1 1
Cam BooserMiddle Reliever (High Leverage) 4433.62.41 0.95212.145 2.01211242 2.0 2 1

Game Summary

TB wins 5-4


Los Angeles Dodgers @ Milwaukee Brewers

LAD 100-62 (4.94 RPG / 3.7 RA)
4 - 3
MIL 103-59 (5.14 RPG / 3.81 RA)
WINNER: LAD wins 4-3 TARGET: LAD 4 - 3 MIL (LAD) Confidence: 50.5% enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
123456789RH
LAD01003000046
MIL11000000137

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 4.20981 - 4.48789 → published capped_target 4 - 3. Net change: LAD -0.21 runs, MIL -1.49 runs across 7 stages, 2 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 20261012T091527Z_e6f3fdba.

#StageLAD - MILΔ LADΔ MILJustification recorded by the stage
1historical_ml4.20981 - 4.4878900Base ML historical model prediction
2variance_applied4 - 4-0.21-0.49Deterministic baseline target (variance factor 1.0)
3enhanced_prediction4 - 30-1Enhanced ML with recent form, H2H, low-score analysis (confidence shrunk by projected_margin_is_one_run, matchup_recency_guardrail)
4kpi_layer4 - 300withheld by gate: values_fresh
5embedded_savant_run_environment4 - 300Target score adjusted by temporal Savant lineup quality versus opposing starter quality
6fundamental_edge_target_review4 - 300target direction already matched refreshed fundamentals or margin was not fragile
7capped_target4 - 300Capped at max 12 realistic runs
8simulation_result4 - 300Final 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 126493127 0.258 23690.325 55111 00 0.200 0.239 0.311 0.373 OK
Freddie Freeman1B 157594171 0.288 18700.363 43010 10 0.000 0.261 0.330 0.456 OK
Teoscar HernándezLF 128458122 0.266 17650.330 43000 02 0.000 0.250 0.297 0.409 OK
Shohei OhtaniDH 139534145 0.272 30790.375 43112 11 0.333 0.258 0.358 0.452 OK
Will SmithC 7525462 0.244 10330.334 43101 11 0.333 0.206 0.290 0.342 OK
Max Muncy3B 152500125 0.250 32790.343 44000 02 0.000 0.235 0.306 0.527 OK
Andy PagesCF 137525144 0.274 23870.342 44100 01 0.250 0.266 0.322 0.412 OK
Kyle TuckerRF 155552130 0.236 18720.328 44110 00 0.250 0.225 0.318 0.380 OK
Tommy Edman2B 8429470 0.238 8400.318 44100 02 0.250 0.138 0.207 0.262 OK
TEAM TOTALS 37336 44 39 0.182

MIL Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Jackson ChourioLF 130536157 0.293 26810.353 55202 02 0.400 0.288 0.339 0.459 OK
Brice Turang2B 152589160 0.272 221020.367 54010 11 0.000 0.240 0.336 0.478 OK
William ContrerasC 150580157 0.271 20950.341 43100 11 0.333 0.258 0.328 0.432 OK
Jake Bauers1B 143483128 0.265 25840.388 43101 01 0.333 0.266 0.389 0.401 OK
Christian YelichDH 118441103 0.234 12580.317 44000 00 0.000 0.249 0.322 0.375 OK
Garrett MitchellCF 142468120 0.256 10590.344 44000 02 0.000 0.234 0.307 0.361 OK
Cooper PrattSS 7523966 0.276 3330.338 43120 11 0.333 0.241 0.303 0.319 OK
Sal FrelickRF 10934180 0.235 4400.298 44100 00 0.250 0.224 0.295 0.299 OK
David Hamilton3B 11434183 0.243 4260.306 44100 02 0.250 0.177 0.234 0.265 OK
TEAM TOTALS 38347 33 310 0.206

LAD Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Yoshinobu YamamotoStarter 29189.92.51 0.8749.1192 6.142236103 6.1 6 2
Alex VesiaMiddle Reliever 7549.73.08 1.28813.977 1.00000114 1.0 1 0
Evan PhillipsMiddle Reliever (High Leverage) 3423.73.80 1.26613.736 0.20000111 0.2 1 0
Edwin DíazMiddle Reliever (High Leverage) 2320.56.59 1.65913.631 1.03110225 1.0 2 1

MIL Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Logan HendersonStarter 19102.42.46 0.85910.0114 5.054435106 5.0 5 4
JoJo RomeroLong Reliever 1311.74.62 1.28211.515 1.11000120 1.1 1 0
Antonio SenzatelaMiddle Reliever (High Leverage) 2518.06.00 1.9447.515 1.00000110 1.0 1 0
DL HallMiddle Reliever (High Leverage) 5057.82.02 1.15910.165 1.20000223 1.2 2 0

Game Summary

LAD wins 4-3