MLB Predictions: Actual Data vs Predicted Data

October 5, 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
CHW @ CLE4 - 54 - 5CLECLECLE wins 5-452%enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
NYY @ TB4 - 24 - 2NYYNYYNYY wins 4-254%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%)

Chicago White Sox @ Cleveland Guardians

CHW 84-78 (4.79 RPG / 4.44 RA)
4 - 5
CLE 85-77 (4.19 RPG / 4.12 RA)
WINNER: CLE wins 5-4 TARGET: CHW 4 - 5 CLE (CLE) Confidence: 51.8% enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
123456789RH
CHW01003000047
CLE02000030x57

CHW Recent Form

Win%0.700
Avg Runs6.5
Avg Allowed4.3
Run Diff22
Off Trendhot
Def Trendaverage
Streak1W

CLE Recent Form

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

CHW Season Quality

Record84-78
Win%0.519
Run Diff56
RD/Game0.346

CLE Season Quality

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

Season Run Differential Signal

Quality edge: -0.1605; margin adjustment: 0.0; applied: False

Score Evolution — how the published score was reached

Base historical_ml 4.05279 - 4.65771 → published capped_target 4 - 5. Net change: CHW -0.05 runs, CLE +0.34 runs across 7 stages, 1 of which moved the target.

KPI layer: applied. Blend weights in force: away_runs 0.78, home_runs 0.44. Continuous expectation behind the integers: CHW 3.716, CLE 5.272. Candidate 20261005T125039Z_f5114dc0.

#StageCHW - CLEΔ CHWΔ CLEJustification recorded by the stage
1historical_ml4.05279 - 4.6577100Base ML historical model prediction
2variance_applied4 - 5-0.05+0.34Deterministic 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, matchup_recency_guardrail)
4kpi_layer4 - 500all gates passed; blend published
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

CHW Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Sam AntonacciLF 142488135 0.277 8500.371 55111 01 0.200 0.287 0.343 0.406 OK
Kyle TeelC 4113228 0.212 5270.323 44000 01 0.000 0.230 0.308 0.330 OK
Miguel Vargas3B 161599148 0.247 33930.360 43102 12 0.333 0.207 0.342 0.377 OK
Munetaka Murakami1B 13046697 0.208 36800.346 44100 02 0.250 0.211 0.331 0.481 OK
Andrew BenintendiDH 143424102 0.241 15790.305 44200 00 0.500 0.188 0.284 0.350 OK
Tristan PetersCF 150446119 0.267 12570.335 43111 10 0.333 0.193 0.253 0.305 OK
Braden MontgomeryRF 9533475 0.225 6380.309 44000 01 0.000 0.232 0.299 0.339 OK
Chase Meidroth2B 156577160 0.277 17670.350 44110 01 0.250 0.286 0.351 0.476 OK
Colson MontgomerySS 156577115 0.199 32890.285 43010 12 0.000 0.197 0.264 0.385 OK
TEAM TOTALS 37347 44 310 0.206

CLE Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Steven KwanCF 146529149 0.282 3320.380 44110 00 0.250 0.283 0.389 0.356 OK
José Ramírez3B 122464108 0.233 12530.320 42111 20 0.500 0.224 0.306 0.329 OK
Chase DeLauterRF 129486138 0.284 16660.359 43211 10 0.667 0.229 0.306 0.400 OK
Jo AdellDH 4818143 0.238 7310.319 44001 01 0.000 0.235 0.285 0.393 OK
Nathaniel Lowe1B 4013130 0.229 5260.280 44201 01 0.500 0.171 0.238 0.283 OK
Angel MartínezLF 10839399 0.252 18620.287 44000 02 0.000 0.217 0.241 0.423 OK
Travis Bazzana2B 122444107 0.241 15550.329 43010 11 0.000 0.230 0.303 0.395 OK
Patrick BaileyC 7321953 0.242 9320.302 44010 02 0.000 0.167 0.223 0.305 OK
Brayan RocchioSS 150524132 0.252 13670.312 44101 00 0.250 0.267 0.322 0.462 OK
TEAM TOTALS 36327 55 47 0.219

CHW Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Anthony KayStarter 35154.44.55 1.4257.5129 4.23212370 4.2 3 1
Sean NewcombMiddle Reliever (High Leverage) 5373.63.18 1.2779.578 2.03332251 2.0 2 3
Jordan HicksSetup Man 4233.74.54 1.78013.149 1.11000222 1.1 2 0

CLE Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Gavin WilliamsStarter 32180.63.84 1.13512.4248 5.264437105 5.2 7 4
Tim HerrinMiddle Reliever 6844.63.83 1.65911.155 1.0000019 1.0 1 0
Daniel EspinoMiddle Reliever (High Leverage) 1514.64.32 1.43815.425 1.01000118 1.0 1 0
Erik SabrowskiMiddle Reliever (High Leverage) 5939.53.19 1.34217.878 1.10000112 1.1 1 0

Game Summary

CLE wins 5-4


New York Yankees @ Tampa Bay Rays

NYY 93-68 (4.59 RPG / 3.73 RA)
4 - 2
TB 98-64 (4.54 RPG / 4.01 RA)
WINNER: NYY wins 4-2 TARGET: NYY 4 - 2 TB (NYY) Confidence: 54.0% enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
123456789RH
NYY00010003048
TB00000001125

NYY Recent Form

Win%0.500
Avg Runs4.6
Avg Allowed4.5
Run Diff1
Off Trendaverage
Def Trendaverage
Streak1W

TB Recent Form

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

NYY Season Quality

Record93-68
Win%0.578
Run Diff138
RD/Game0.857

TB Season Quality

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

Season Run Differential Signal

Quality edge: -0.1757; margin adjustment: 0.0; applied: False

Score Evolution — how the published score was reached

Base historical_ml 4.86497 - 2.99685 → published capped_target 4 - 2. Net change: NYY -0.86 runs, TB -1 runs across 7 stages, 3 of which moved the target.

KPI layer: applied. Blend weights in force: away_runs 0.78, home_runs 0.44. Continuous expectation behind the integers: NYY 4.333, TB 3.051. Candidate 20261005T125039Z_f5114dc0.

#StageNYY - TBΔ NYYΔ TBJustification recorded by the stage
1historical_ml4.86497 - 2.9968500Base ML historical model prediction
2variance_applied5 - 3+0.14+0Deterministic baseline target (variance factor 1.0)
3enhanced_prediction4 - 3-10Enhanced ML with recent form, H2H, low-score analysis (confidence shrunk by matchup_recency_guardrail)
4kpi_layer4 - 300all gates passed; blend published
5embedded_savant_run_environment4 - 20-1Target score adjusted by temporal Savant lineup quality versus opposing starter quality
6fundamental_edge_target_review4 - 200target direction already matched refreshed fundamentals or margin was not fragile
7capped_target4 - 200Capped at max 12 realistic runs
8simulation_result4 - 200Final inning-by-inning simulation result

NYY Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Ben RiceDH 153572154 0.269 42990.370 55100 03 0.200 0.282 0.370 0.537 OK
Cody BellingerLF 132499132 0.265 18770.337 54110 11 0.250 0.215 0.275 0.372 OK
Luis García Jr.1B 4516745 0.269 8170.305 44111 01 0.250 0.258 0.294 0.472 OK
Spencer JonesRF 8526965 0.242 11400.307 44112 02 0.250 0.233 0.294 0.389 OK
George Lombard Jr.SS 4416040 0.250 7230.295 43101 10 0.333 0.255 0.291 0.431 OK
Jazz Chisholm Jr.2B 135468110 0.235 19550.314 44100 00 0.250 0.223 0.315 0.349 OK
Trent GrishamCF 11741588 0.212 17580.306 44100 01 0.250 0.208 0.293 0.333 OK
Austin WellsC 12234266 0.193 14360.293 44000 00 0.000 0.237 0.338 0.408 OK
Ryan McMahon3B 11432770 0.214 11420.277 43110 11 0.333 0.203 0.264 0.345 OK
TEAM TOTALS 38358 44 39 0.229

TB Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Yandy DíazDH 154614181 0.295 22850.360 44101 00 0.250 0.273 0.323 0.376 OK
Jonathan Aranda1B 155581160 0.275 23930.358 44000 02 0.000 0.246 0.323 0.443 OK
Junior Caminero3B 162614169 0.275 421010.362 43010 11 0.000 0.241 0.330 0.434 OK
Liam HicksC 4212837 0.289 4200.383 44101 00 0.250 0.266 0.342 0.385 OK
Chandler SimpsonLF 148575175 0.304 0380.330 44100 00 0.250 0.252 0.276 0.292 OK
Victor Mesa Jr.RF 7223862 0.261 14340.322 44100 01 0.250 0.271 0.329 0.459 OK
Jonny DeLucaCF 10434993 0.266 11500.301 44010 01 0.000 0.265 0.308 0.447 OK
Richie Palacios2B 11934882 0.236 10570.330 44000 01 0.000 0.230 0.319 0.346 OK
Taylor WallsSS 11836981 0.220 2360.306 33100 01 0.333 0.195 0.279 0.274 OK
TEAM TOTALS 35345 22 17 0.147

NYY Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Cam SchlittlerStarter 34195.81.93 0.92411.4249 5.21001574 5.2 5 0
Paul BlackburnMiddle Reliever (High Leverage) 6478.31.72 1.2017.969 1.10000124 1.1 1 0
John SchreiberMiddle Reliever (High Leverage) 1210.61.70 1.1324.25 1.02100018 1.0 0 0
Brent HeadrickSetup Man 8362.92.72 1.52614.098 1.02100122 1.0 1 0

TB Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Freddy PeraltaStarter 1053.73.35 1.0437.243 5.12111673 5.1 6 1
Cole SulserSetup Man 5051.94.16 1.2919.756 1.01000116 1.0 1 0
Bryan BakerCloser 6461.71.31 0.8759.565 1.01111023 1.0 0 1
Steven MatzMiddle Reliever 3677.35.71 1.2817.161 1.24221239 1.2 2 2

Game Summary

NYY wins 4-2