MLB Predictions: Actual Data vs Predicted Data

October 8, 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 @ CHW5 - 45 - 4CLECLECLE wins 5-450%enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
TB @ NYY4 - 34 - 3TBTBTB wins 4-351%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 @ Chicago White Sox

CLE 85-77 (4.19 RPG / 4.12 RA)
5 - 4
CHW 84-78 (4.79 RPG / 4.44 RA)
WINNER: CLE wins 5-4 TARGET: CLE 5 - 4 CHW (CLE) Confidence: 50.5% enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
123456789RH
CLE00020120056
CHW10201000048

CLE Recent Form

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

CHW Recent Form

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

CLE Season Quality

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

CHW Season Quality

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

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 3.71192 - 5.1409 → published capped_target 5 - 4. Net change: CLE +1.29 runs, CHW -1.14 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: CLE —, CHW —. Candidate 20261008T091425Z_3ccbc4c8.

#StageCLE - CHWΔ CLEΔ CHWJustification recorded by the stage
1historical_ml3.71192 - 5.140900Base ML historical model prediction
2variance_applied4 - 5+0.29-0.14Deterministic baseline target (variance factor 1.0)
3enhanced_prediction5 - 4+1-1Enhanced ML with recent form, H2H, low-score analysis (confidence shrunk by projected_margin_is_one_run, matchup_recency_guardrail)
4kpi_layer5 - 400withheld by gate: values_fresh
5embedded_savant_run_environment5 - 400Target score adjusted by temporal Savant lineup quality versus opposing starter quality
6fundamental_edge_target_review5 - 400target direction already matched refreshed fundamentals or margin was not fragile
7capped_target5 - 400Capped at max 12 realistic runs
8simulation_result5 - 400Final 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 148539151 0.280 3330.377 55000 00 0.000 0.280 0.377 0.349 OK
José Ramírez3B 124471110 0.234 12550.322 54000 11 0.000 0.227 0.312 0.345 OK
Chase DeLauterRF 131494141 0.285 16670.360 55210 01 0.400 0.259 0.333 0.427 OK
Jo AdellDH 5018846 0.245 7350.329 44110 01 0.250 0.246 0.301 0.432 OK
Nathaniel Lowe1B 4213730 0.219 5270.283 43222 11 0.667 0.222 0.304 0.360 OK
Angel MartínezLF 11040199 0.247 18620.282 43112 10 0.333 0.174 0.196 0.315 OK
Travis Bazzana2B 124449107 0.238 15550.330 44001 01 0.000 0.213 0.303 0.357 OK
Austin HedgesC 7521653 0.245 6250.327 43000 11 0.000 0.188 0.289 0.332 OK
Brayan RocchioSS 152531134 0.252 13680.312 43000 12 0.000 0.268 0.318 0.443 OK
TEAM TOTALS 39346 55 58 0.176

CHW Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Chase Meidroth2B 158585163 0.279 17680.351 54110 11 0.250 0.288 0.346 0.448 OK
Randal GrichukLF 10424473 0.299 15440.329 55310 00 0.600 0.288 0.322 0.549 OK
Miguel Vargas3B 163605150 0.248 33930.363 54110 11 0.250 0.229 0.349 0.369 OK
Munetaka Murakami1B 13247498 0.207 36810.343 53111 22 0.333 0.209 0.324 0.463 OK
Tommy PhamDH 10203 0.150 130.320 44001 01 0.000 0.080 0.199 0.144 OK
Brenton DoyleCF 369925 0.253 5110.253 44000 00 0.000 0.149 0.188 0.307 OK
Kyle TeelC 4314030 0.214 5280.319 44101 01 0.250 0.228 0.307 0.344 OK
Braden MontgomeryRF 9734176 0.223 6400.307 44100 02 0.250 0.226 0.297 0.337 OK
Colson MontgomerySS 156577115 0.199 32890.285 44000 02 0.000 0.204 0.271 0.389 OK
TEAM TOTALS 40368 43 410 0.222

CLE Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Parker MessickStarter 33183.92.69 1.1099.7199 5.05433497 5.0 4 3
Tim HerrinMiddle Reliever (High Leverage) 6945.63.75 1.62311.458 1.01000114 1.0 1 0
Erik SabrowskiSetup Man 6039.73.63 1.38517.778 1.01000216 1.0 2 0
Cade SmithCloser 7273.11.97 0.97113.9113 2.01001334 2.0 3 0

CHW Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Hagen SmithStarter 2030.61.18 1.11113.847 2.21001338 2.2 3 0
Jordan HicksMiddle Reliever (High Leverage) 4233.74.54 1.78013.149 1.01110216 1.0 2 1
Bryan HudsonMiddle Reliever (High Leverage) 6657.42.98 1.3249.359 1.01112126 1.0 1 1
Anthony KaySetup Man 35154.44.55 1.4257.5129 2.02222153 2.0 1 2
Grant TaylorCloser 4151.92.60 1.11813.276 2.11110130 2.1 1 1

Game Summary

CLE wins 5-4


Tampa Bay Rays @ New York Yankees

TB 98-64 (4.54 RPG / 4.01 RA)
4 - 3
NYY 93-68 (4.59 RPG / 3.73 RA)
WINNER: TB wins 4-3 TARGET: TB 4 - 3 NYY (TB) Confidence: 50.5% enhanced_ml_savant_pitcher_quality_pitcher_opponent_strength
123456789RH
TB20001100047
NYY00000210037

TB Recent Form

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

NYY Recent Form

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

TB Season Quality

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

NYY Season Quality

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

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 4.3775 - 4.13845 → published capped_target 4 - 3. Net change: TB -0.38 runs, NYY -1.14 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: TB —, NYY —. Candidate 20261007T091423Z_47b9db81.

#StageTB - NYYΔ TBΔ NYYJustification recorded by the stage
1historical_ml4.3775 - 4.1384500Base ML historical model prediction
2variance_applied4 - 4-0.38-0.14Deterministic 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

TB Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Yandy DíazDH 155618182 0.294 22850.360 44310 00 0.750 0.267 0.322 0.378 OK
Jonathan Aranda1B 156586162 0.276 23930.358 44000 02 0.000 0.253 0.325 0.431 OK
Junior Caminero3B 163618171 0.277 421010.363 44101 01 0.250 0.263 0.345 0.478 OK
Victor Mesa Jr.LF 7223862 0.261 14340.322 43112 10 0.333 0.264 0.323 0.475 OK
Ryan ViladeRF 8924159 0.245 11420.319 44000 02 0.000 0.154 0.230 0.269 OK
Liam HicksC 4313137 0.282 4210.375 44111 00 0.250 0.241 0.314 0.360 OK
Jonny DeLucaCF 10535394 0.266 11500.300 44100 01 0.250 0.264 0.300 0.451 OK
Richie Palacios2B 12035283 0.236 10590.329 44000 00 0.000 0.248 0.334 0.375 OK
Taylor WallsSS 11937381 0.217 2360.304 44010 01 0.000 0.196 0.279 0.280 OK
TEAM TOTALS 36357 44 17 0.200

NYY Batting — Actual Season Stats vs Simulation

PlayerPos Actual 2026 Season Simulated Game Model Prediction Deviation
GABHAVGHRRBIOBP PAABHRRBIBBSOAVG AVGOBPSLG
Trent GrishamCF 11841888 0.211 17580.304 54211 12 0.500 0.196 0.279 0.309 OK
Ben RiceDH 154575156 0.271 441010.373 55100 01 0.200 0.336 0.424 0.830 OK
Luis García Jr.1B 4617145 0.263 8170.298 44000 01 0.000 0.241 0.274 0.447 OK
Cody BellingerLF 133503133 0.264 18770.336 44100 00 0.250 0.226 0.288 0.386 OK
George Lombard Jr.SS 4516440 0.244 7230.288 43110 11 0.333 0.236 0.272 0.383 OK
Austin WellsC 12334567 0.194 14360.293 44111 02 0.250 0.245 0.340 0.389 OK
Anthony Volpe2B 6822054 0.245 2260.322 43101 11 0.333 0.245 0.315 0.335 OK
Spencer JonesRF 8627365 0.238 11400.303 44000 02 0.000 0.226 0.287 0.380 OK
José Caballero3B 12440994 0.230 14500.288 44000 01 0.000 0.212 0.270 0.330 OK
TEAM TOTALS 38357 33 311 0.200

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 5.252238101 5.2 8 2
Ian SeymourLong Reliever 47128.94.05 1.13311.3162 2.02110132 2.0 1 1
Cam BooserSetup Man 4333.42.43 0.95812.145 0.2000018 0.2 1 0
Bryan BakerCloser 6562.71.29 0.8619.365 0.20000110 0.2 1 0

NYY Pitching — Actual Season Stats vs Simulation

PitcherRole Actual 2026 Season Simulated Game Model Prediction
GIPERAWHIPK/9SO IPHRERBBSOP IPSOER
Carlos RodónStarter 1682.72.72 1.0769.991 5.15321487 5.1 4 2
Ryan WeathersMiddle Reliever 27133.43.71 1.2679.6143 1.01110118 1.0 1 1
Paul BlackburnMiddle Reliever (High Leverage) 6579.31.70 1.1857.869 1.11000117 1.1 1 0
John SchreiberMiddle Reliever (High Leverage) 1311.61.55 1.0344.76 1.10000115 1.1 1 0

Game Summary

TB wins 4-3