Málaga vs Espanyol
LaLiga · 20261009 · 4-4-2 vs 4-2-3-1
Predicted 0-1Winner: EspanyolConfidence 0.74λ home/away 0.77 / 1.48Most-likely P 15.6%
Actual vs predicted: result not available yet (upcoming fixture).
XGBoost Reasoning & FBref Dataset TracingAntagonist + XGBoost match analysis for Málaga vs Espanyol. Player statistics regressed using position-specific XGBoost models (G, D, M, F) with 2026-2027 FBref priors. Micro-duels resolved across 4-4-2 vs 4-2-3-1 (duel lambdas: Home 0.765, Away 1.477). Final calibrated Poisson lambdas: Home 0.765, Away 1.477 (most likely score 0-1).
Home Starters 11/11 XGBoost (7 FBref) Away Starters 11/11 XGBoost (8 FBref) Bench Modeled H: 7 / A: 7 Duel λ (H/A) 0.77 / 1.48 Final λ (H/A) 0.77 / 1.48
FBref Team Priors: Málaga CF (Gls/90: 0.3333333333333333, GA/90: 0.33 → E[λ]: 0.412) vs Espanyol (Gls/90: 1.6666666666666667, GA/90: 1.67 → E[λ]: 0.407) | Blend Weight: 0.228
Modeling Pipeline Stages (5 layers)
- 1. XGBoost player regressions for volume & event rates with market-value quality scaling
- 2. Multi-source prior blending (FBref 2026-2027 tables + Sofascore season history)
- 3. Antagonist formation duel matrix resolving 1v1 and zonal matchups
- 4. Team-level prior calibration (FBref possession and attack/defense efficiencies)
- 5. Bivariate Poisson matrix with Dixon-Coles low-score correction
Standing & form context
| Metric | Málaga | Espanyol |
|---|
| League position | 20.00 | 15.00 |
| Points per game | 0.87 | 1.17 |
| Attack index | 0.78 | 0.93 |
| Defense (concede) index | 0.93 | 1.10 |
| Form multiplier | 0.98 | 1.02 |
| Standing λ multiplier | 0.88 | 1.01 |
Lambda decomposition (how the goal rates were built)
| Stage | Málaga λ | Espanyol λ |
|---|
| FBref Squad Prior E[λ] (weight 0.228) | 0.412 | 0.407 |
| Pre-competitive-floor | 0.765 | 1.477 |
| Pre-calibration (Micro-duels) | 0.765 | 1.477 |
| Final λ | 0.765 | 1.477 |
competition calibration scale 1.0competition observed total goals 0.0quality gap applied Truemismatch score pressure applied Falsecompetitive underdog floor applied Falsestage discount 1.0
Scoreline distribution & markets
| Top 5 scorelines | P |
|---|
| 0-1 | 15.6% |
| 1-1 | 12.1% |
| 0-2 | 11.6% |
| 0-0 | 10.7% |
| 1-2 | 8.9% |
| Home win | 19.3% |
| Draw | 26.6% |
| Away win | 54.0% |
| Over 2.5 | 38.9% |
| BTTS yes | 41.3% |
Pregame fair line — favorite Espanyol (54.0%), fair total 2.24, fair spread -0.71
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.
Málaga — projected line vs season baseline (4-4-2)
| Player | Pos | Min | Proj G | Proj xG | Season xG/g | | Proj Sh | Season Sh/g | Proj Rtg | Season Rtg | Rec | Model / FBref Prior |
|---|
| Carlos Puga | D | 79 | 0 | 0.00 | 0.00 | 97% | 0 | 0.1 | 6.8 | 45.2 | 9 | XGBoost D_service |
| Alfonso Herrero | G | 90 | 0 | 0.00 | - | n/a | | 0.0 | 7.1 | 57.8 | 9 | FBref Prior G_service |
| Fernando Calero | D | 86 | 0 | 0.03 | 0.02 | 31% | 0 | 0.3 | 6.8 | 53.1 | 19 | XGBoost D_service |
| Ángel Recio | D | 90 | 0 | 0.02 | 0.01 | 46% | 1 | 0.4 | 6.9 | 52.2 | 9 | XGBoost D_service |
| David Larrubia | M | 89 | 0 | 0.08 | 0.05 | 52% | 1 | 1.3 | 6.8 | 49.2 | 16 | FBref Prior M_service |
| Rafa Garrido | D | 87 | 0 | 0.00 | 0.00 | ok | 0 | 0.1 | 6.7 | 52.0 | 9 | XGBoost D_service |
| Dani Lorenzo | M | 76 | 0 | 0.04 | 0.03 | 48% | 1 | 0.2 | 6.9 | 51.1 | 8 | FBref Prior M_service |
| Chupete | F | 88 | 0 | 0.31 | 0.34 | ok | 2 | 1.7 | 6.7 | 50.1 | 9 | FBref Prior F_service |
| Joaquín Muñoz | M | 71 | 0 | 0.07 | 0.02 | 307% | 1 | 0.6 | 6.7 | 48.5 | 16 | FBref Prior M_service |
| Pablo Martínez | M | 81 | 0 | 0.04 | 0.05 | ok | 1 | 0.7 | 6.9 | 60.2 | 25 | FBref Prior M_service |
| Carlos Dotor | M | 81 | 0 | 0.06 | 0.04 | 43% | 1 | 0.4 | 6.9 | 53.9 | 9 | FBref Prior M_service |
| Team totals | 0 | 0.77 | | 10 | | 6.8 | | |
Bench Candidates (7 modeled substitutes with empirical playing time)
| Player | Pos | Exp Min | App Prob | Substitute Modeling Details |
|---|
| Carlos Lopez | G | 4.4m | 10.9% | Market-value substitute prior |
| Adam Aznou | D | 13.7m | 30.6% | Market-value substitute prior |
| Jose Salinas | D | 13.6m | 29.9% | Market-value substitute prior |
| Jens-Lys Cajuste | M | 22.1m | 50.7% | Market-value substitute prior |
| Izan Merino | M | 22.0m | 49.9% | Market-value substitute prior |
| Adrián Niño | F | 25.3m | 55.9% | Market-value substitute prior |
Espanyol — projected line vs season baseline (4-2-3-1)
| Player | Pos | Min | Proj G | Proj xG | Season xG/g | | Proj Sh | Season Sh/g | Proj Rtg | Season Rtg | Rec | Model / FBref Prior |
|---|
| Javier Hernández | M | 82 | 0 | 0.16 | 0.08 | 112% | 2 | 1.1 | 6.7 | 52.7 | 10 | FBref Prior M_service |
| Marcos Fernández | F | 75 | 0 | 0.29 | 0.13 | 128% | 2 | 1.5 | 6.9 | 48.1 | 10 | FBref Prior F_service |
| Gabriel Moscardo | M | 69 | 0 | 0.08 | 0.01 | 445% | 1 | 0.2 | 6.7 | 29.6 | 9 | FBref Prior M_service |
| Edu Expósito | M | 83 | 0 | 0.14 | 0.09 | 62% | 2 | 1.5 | 7.2 | 64.9 | 29 | FBref Prior M_service |
| Quilindschy Hartman | D | 85 | 0 | 0.02 | 0.01 | 191% | 0 | 0.1 | 6.7 | 29.1 | 23 | FBref Prior D_service |
| Leandro Cabrera | D | 90 | 0 | 0.05 | 0.06 | ok | 1 | 1.0 | 6.8 | 61.3 | 27 | XGBoost D_service |
| Clemens Riedel | D | 85 | 0 | 0.01 | 0.00 | 403% | 0 | 0.1 | 6.8 | 41.0 | 29 | FBref Prior D_service |
| Marko Dmitrović | G | 90 | 0 | 0.00 | - | n/a | | 0.0 | 7.1 | 63.2 | 30 | FBref Prior G_service |
| Omar El Hilali | D | 88 | 0 | 0.00 | - | n/a | 0 | 0.0 | 6.8 | 60.4 | 28 | FBref Prior D_service |
| Bryan Zaragoza | F | 77 | 0 | 0.13 | 0.13 | ok | 2 | 1.3 | 7.0 | 58.0 | 11 | XGBoost F_service |
| Roberto Fernández | F | 84 | 1 | 0.47 | 0.27 | 73% | 3 | 1.4 | 6.8 | 62.7 | 30 | FBref Prior F_service |
| Team totals | 1 | 1.48 | | 15 | | 6.8 | | |
Bench Candidates (7 modeled substitutes with empirical playing time)
| Player | Pos | Exp Min | App Prob | Substitute Modeling Details |
|---|
| Angel Fortuno | G | 4.4m | 10.9% | Market-value substitute prior |
| Vanja Drkušić | D | 19.9m | 41.2% | Market-value substitute prior |
| Unai Núñez | D | 13.6m | 21.7% | Market-value substitute prior |
| Urko González | M | 22.4m | 31.5% | Market-value substitute prior |
| Cyril Ngonge | M | 22.2m | 50.7% | Market-value substitute prior |
| Tyrhys Dolan | F | 25.7m | 34.2% | Market-value substitute prior |
Antagonist / tactical summary
Midfield is evenly contested — David Larrubia vs Gabriel Moscardo will be the pivotal duel. Total antagonist xG — Home: 0.63, Away: 1.24. 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 50.0% / 50.0%, dominance ratio 0.52, key duel: David Larrubia vs Gabriel Moscardo
Chupete xG 0.32Joaquín Muñoz xG 0.08Pablo Martínez xG 0.05Javier Hernández xG 0.16Roberto Fernández xG 0.46Marcos Fernández xG 0.28
Summary
Antagonist matchup analysis for Málaga vs Espanyol. Most likely scoreline: 0-1. Lambdas derived from 6 home and 6 away individual player duels.
Tactical parity between 4-4-2 and 4-2-3-1. Match outcome driven primarily by individual player quality. Midfield is evenly contested — David Larrubia vs Gabriel Moscardo will be the pivotal duel. Total antagonist xG — Home: 0.63, Away: 1.24. Home danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle. Away danger zone: Striker vs Two Centre Backs — 1v2 Aerial/Physical Battle.