Soccer predictions: actual data vs predicted data

Slate 20260911 · 1 match(es)
How to read this report. Each match shows the model's headline prediction, the stage-by-stage lambda (goal-rate) build, both teams' standing/form inputs, and every starter's projected line next to their real season baseline. A moderate / large deviation badge flags a projection that strays far from the player's season form — a quick way to spot when the inputs look right but a projection does not. When the real result is known an actual-vs-predicted banner appears.

All matches overview

MatchScoreWinnerH / D / AO2.5BTTSConfλ H/AActualResult
Sevilla vs Valencia
LaLiga
1-0Sevilla39.0% / 29.4% / 31.6%37.4%44.1%0.631.17 / 1.02-pending

Match detail

Sevilla vs Valencia

LaLiga · 20260911 · 4-2-3-1 vs 5-3-2
Predicted 1-0Winner: SevillaConfidence 0.63λ home/away 1.17 / 1.02Most-likely P 13.0%
Actual vs predicted: result not available yet (upcoming fixture).
XGBoost Reasoning & FBref Dataset Tracing
Antagonist + XGBoost match analysis for Sevilla vs Valencia. Player statistics regressed using position-specific XGBoost models (G, D, M, F) with 2026-2027 FBref priors. Micro-duels resolved across 4-2-3-1 vs 5-3-2 (duel lambdas: Home 1.166, Away 0.626). Final calibrated Poisson lambdas: Home 1.166, Away 1.020 (most likely score 1-0).
Home Starters 11/11 XGBoost (6 FBref) Away Starters 11/11 XGBoost (9 FBref) Bench Modeled H: 7 / A: 7 Duel λ (H/A) 1.17 / 0.63 Final λ (H/A) 1.17 / 1.02
FBref Team Priors: Sevilla (Gls/90: 2.0, GA/90: 2.0 → E[λ]: 0.489) vs Valencia (Gls/90: 0.3333333333333333, GA/90: 0.33 → E[λ]: 0.494) | Blend Weight: 0.228
Modeling Pipeline Stages (5 layers)
  1. 1. XGBoost player regressions for volume & event rates with market-value quality scaling
  2. 2. Multi-source prior blending (FBref 2026-2027 tables + Sofascore season history)
  3. 3. Antagonist formation duel matrix resolving 1v1 and zonal matchups
  4. 4. Team-level prior calibration (FBref possession and attack/defense efficiencies)
  5. 5. Bivariate Poisson matrix with Dixon-Coles low-score correction

Standing & form context

MetricSevillaValencia
League position7.0020.00
Points per game1.750.25
Attack index1.460.21
Defense (concede) index1.871.25
Form multiplier1.050.95
Standing λ multiplier1.530.63

Lambda decomposition (how the goal rates were built)

StageSevilla λValencia λ
FBref Squad Prior E[λ] (weight 0.228)0.4890.494
Pre-competitive-floor1.1660.650
Pre-calibration (Micro-duels)1.1660.626
Final λ1.1661.020
competition calibration scale 1.0competition observed total goals 0.0quality gap applied Falsemismatch score pressure applied Falsecompetitive underdog floor applied Truestage discount 1.0

Scoreline distribution & markets

Top 5 scorelinesP
1-013.0%
1-113.5%
0-011.4%
0-111.3%
2-17.8%
Home win39.0%
Draw29.4%
Away win31.6%
Over 2.537.4%
BTTS yes44.1%
Pregame fair line — favorite Sevilla (39.0%), fair total 2.19, fair spread 0.15

Projected players vs season baseline

Proj = projected for this match · Season = this season's per-game average from match data · deviation badge compares projected xG to the player's season xG/game.

Sevilla — projected line vs season baseline (4-2-3-1)

PlayerPosMinProj GProj xGSeason xG/gProj ShSeason Sh/gProj RtgSeason RtgRecModel / FBref Prior
Youssouf FofanaM3800.080.001959%20.57.231.02XGBoost M_service
Lucien AgouméM9200.070.01866%10.47.156.05FBref Prior M_service
Gabriel SuazoD9000.010.00603%00.26.553.85FBref Prior D_service
Kike SalasD9200.040.01202%10.86.850.04FBref Prior D_service
Andrés CastrinD7000.030.00565%10.26.840.05XGBoost D_service
Juan IglesiasD8900.040.02113%20.66.553.65XGBoost D_service
Odysseas VlachodimosG8800.00-n/a00.06.854.85FBref Prior G_service
Miguel SierraM6400.160.05250%41.26.847.76XGBoost M_service
Lucas StassinF3710.220.20ok21.07.337.02XGBoost F_service
Jon GuridiM6200.060.1868%10.66.651.05FBref Prior M_service
Robbie UreF6900.330.07367%20.86.550.65FBref Prior F_service
Team totals11.17176.8
Bench Candidates (7 modeled substitutes with empirical playing time)
PlayerPosExp MinApp ProbSubstitute Modeling Details
Fran GonzálezG4.4m10.9%Market-value substitute prior
José Ángel CarmonaD14.0m31.6%Market-value substitute prior
Arouna SanganteD13.8m22.2%Market-value substitute prior
Rubén VargasM21.7m70.2%Market-value substitute prior
OsoM22.3m51.5%Market-value substitute prior
Isaac RomeroF30.1m59.3%Market-value substitute prior

Valencia — projected line vs season baseline (5-3-2)

PlayerPosMinProj GProj xGSeason xG/gProj ShSeason Sh/gProj RtgSeason RtgRecModel / FBref Prior
Arnaut DanjumaF6600.270.2132%31.76.746.26FBref Prior F_service
Harvey ElliottM3800.07-n/a00.07.022.03XGBoost M_service
Filip UgrinićM7000.120.0778%21.06.844.06FBref Prior M_service
Javier GuerraM8000.140.04231%20.57.243.56FBref Prior M_service
José Luis GayàD5200.00-n/a00.06.622.26FBref Prior D_service
Arnau MartínezD8700.00-n/a00.06.630.54FBref Prior D_service
PepeluM6600.060.001178%00.16.938.37XGBoost M_service
César TárregaD7700.090.02283%10.56.844.86FBref Prior D_service
Pablo MaffeoD4300.00-n/a00.06.638.65FBref Prior D_service
Stole DimitrievskiG8800.00-n/a00.06.843.26FBref Prior G_service
Ryunosuke SatoM5800.140.04217%20.86.642.56FBref Prior M_service
Team totals01.02106.8
Bench Candidates (7 modeled substitutes with empirical playing time)
PlayerPosExp MinApp ProbSubstitute Modeling Details
Kayne van OevelenG4.4m10.9%Market-value substitute prior
Justin De HaasD13.8m22.2%Market-value substitute prior
José CopeteD13.7m30.2%Market-value substitute prior
Diego LópezM22.3m51.3%Market-value substitute prior
André AlmeidaM22.1m50.6%Market-value substitute prior
Hugo DuroF22.6m59.9%Market-value substitute prior
Antagonist / tactical summary
Midfield is evenly contested — Youssouf Fofana vs Javier Guerra will be the pivotal duel. Total antagonist xG — Home: 0.35, Away: 0.49. Home danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle.
Midfield — possession 49.8% / 50.2%, dominance ratio 0.48, key duel: Youssouf Fofana vs Javier Guerra
Miguel Sierra xG 0.08Youssouf Fofana xG 0.06Lucas Stassin xG 0.15Arnaut Danjuma xG 0.21José Luis Gayà xG 0.07Filip Ugrinić xG 0.09

Summary

Antagonist matchup analysis for Sevilla vs Valencia. Most likely scoreline: 1-0. Lambdas derived from 4 home and 4 away individual player duels.
Tactical parity between 4-2-3-1 and 5-3-2. Match outcome driven primarily by individual player quality. Midfield is evenly contested — Youssouf Fofana vs Javier Guerra will be the pivotal duel. Total antagonist xG — Home: 0.35, Away: 0.49. Home danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle.


Generated 2026-09-11 13:33:09 UTC · Soccer prediction reporting