| Player ↕ | Team ↕ | Pos ↕ | Matchup | Predicted Pts ↕ |
|---|
Historical performance.
| GW | All | Top 100 |
|---|---|---|
| GW 6 | 1.27 | 2.87 |
| GW 7 | 1.25 | 2.8 |
| GW 8 | 1.26 | 2.68 |
| GW 9 | 1.27 | 2.7 |
| GW 10 | 1.19 | 2.44 |
| GW 11 | 1.28 | 2.52 |
| GW 12 | 1.3 | 2.69 |
| GW 13 | 1.25 | 2.47 |
| GW 14 | 1.34 | 3.03 |
| GW 15 | 1.28 | 2.81 |
| GW 16 | 1.26 | 2.49 |
| GW 17 | 1.3 | 2.74 |
| GW 18 | 1.23 | 2.77 |
| GW 19 | 1.33 | 2.67 |
| GW 20 | 1.2 | 2.34 |
| GW 21 | 1.18 | 2.46 |
| GW 22 | 1.29 | 2.6 |
| GW 23 | 1.3 | 2.62 |
| GW 24 | 1.24 | 2.49 |
| GW 25 | 1.24 | 2.41 |
| GW 26 | 1.29 | 2.38 |
| GW 27 | 1.23 | 2.37 |
How the "Optimal XI" composed solely of this statistical model's predictions would have performed.
| Window | Avg Predicted (Per GW) | Avg Actual (Per GW) | Est. GW Rank (Avg) | Delta | Optimal Squad (Simulated) | Optimal Squad (Simulated) |
|---|---|---|---|---|---|---|
| GW 6-8 | 59.2 | 65.3 | 3.1M | +6.2 |
Pickford -2.2
Gabriel +5.6
J.Timber +0.7
Guéhi +0.1
Romero -3.8
Semenyo +4.1
Enzo -1.0
Caicedo -1.6
Gravenberch -0.7
Xhaka -0.2
Haaland +5.2
|
|
| GW 7-9 | 59.1 | 62.7 | 3.7M | +3.5 |
Raya +1.9
Gabriel +3.9
J.Timber +2.2
Senesi -1.5
Guéhi -0.7
Semenyo +2.0
Cullen -0.8
Caicedo -0.4
Xhaka -2.8
Thiago +0.5
Haaland -0.7
|
|
| GW 8-10 | 59.7 | 69.3 | 2.8M | +9.6 |
Donnarumma -0.9
Gabriel +4.7
J.Timber +0.7
James +4.1
Rodon +0.3
Saka -0.8
Semenyo -3.1
Xhaka -0.1
Mateta +4.3
Haaland +1.4
Woltemade -1.0
|
|
| GW 9-11 | 60.5 | 50.0 | 6.0M | -10.5 |
Raya -0.3
Gabriel +0.8
James -2.1
Rodon +0.3
Rice +1.9
Semenyo -3.4
Xhaka +0.3
Mateta -1.7
Haaland -2.3
Bowen -1.6
Woltemade -2.2
|
|
| GW 10-12 | 59.0 | 53.3 | 4.4M | -5.7 |
Martinez +2.6
Gabriel -2.2
James -1.5
Rúben +0.6
Saka -0.1
Rice +0.9
Semenyo -4.0
Neto +1.8
B.Fernandes -1.1
Mateta -1.2
Haaland -1.4
|
|
| GW 11-13 | 58.4 | 57.0 | 2.0M | -1.4 |
Pickford +1.9
Gabriel -5.1
Virgil -1.3
Rúben -0.4
Saka +1.5
Rice -1.5
Rogers +1.5
Neto +1.6
B.Fernandes +1.0
Thiago +4.8
Haaland -5.5
|
|
| GW 12-14 | 57.2 | 43.7 | 6.3M | -13.5 |
Martinez -1.1
J.Timber -2.0
Virgil -0.8
Rúben -2.2
Saka -0.6
Rice -1.0
Mbeumo -3.6
Szoboszlai -2.5
B.Fernandes +0.5
Thiago +0.8
Haaland -1.0
|
|
| GW 13-15 | 55.7 | 65.3 | 2.2M | +9.6 |
Pickford +0.2
Virgil -0.8
Rúben +0.3
Milenković -2.3
Rice -0.4
Mbeumo -1.1
Szoboszlai -0.3
Foden +9.9
B.Fernandes +6.1
Thiago -0.1
Haaland -1.8
|
|
| GW 14-16 | 56.9 | 72.0 | 2.4M | +15.1 |
Dúbravka -2.3
Chalobah +2.6
Virgil -0.3
Milenković -0.1
Saka +1.0
Rice -1.3
Merino -0.0
Mbeumo -0.9
Foden +8.6
B.Fernandes +5.5
Haaland +2.3
|
|
| GW 15-17 | 58.1 | 64.0 | 4.5M | +5.9 |
Roefs +1.9
Andersen -0.9
Virgil -0.8
Milenković -1.2
Saka +0.2
Semenyo +1.2
Enzo -2.3
Foden +2.9
B.Fernandes +3.1
Amad -0.3
Haaland +2.4
|
|
| GW 16-18 | 62.5 | 72.3 | 2.5M | +9.9 |
Sánchez -0.2
Andersen +0.4
Virgil -1.4
Hincapie +0.4
Saka +0.9
Rogers +5.4
Semenyo +2.6
Foden -0.3
B.Fernandes -3.7
Haaland +1.5
Ekitiké +4.2
|
|
| GW 17-19 | 59.7 | 58.0 | 4.0M | -1.7 |
Pickford +1.5
Tarkowski +1.8
Virgil -1.3
Rúben -0.1
Saka +0.5
Semenyo +2.4
Wirtz +1.9
B.Fernandes -6.5
Cunha -0.8
Haaland -1.3
Ekitiké +0.2
|
|
| GW 18-20 | 59.4 | 54.0 | 3.2M | -5.4 |
Pickford +0.4
Tarkowski +1.6
Rúben -0.2
Dalot +1.1
Saka +0.3
Rice +1.9
Rogers -2.7
Wirtz +2.3
Cunha -1.8
Haaland -5.5
Ekitiké -2.8
|
|
| GW 19-21 | 56.7 | 44.0 | 6.1M | -12.7 |
Pickford -0.4
Lacroix -0.0
Tarkowski +0.2
Dalot -3.3
Saka -1.2
Semenyo -1.3
Cherki -1.7
Cunha -1.3
Watkins -0.9
Haaland -2.2
Bowen -0.6
|
|
| GW 20-22 | 57.4 | 45.3 | 5.7M | -12.0 |
Pickford -0.1
Lacroix -0.9
Tarkowski +0.4
Pedro Porro -1.7
Saka -3.0
Zubimendi -1.5
Semenyo -2.3
Cunha -0.4
Bruno G. +2.6
Watkins -2.6
Haaland -2.6
|
|
| GW 21-23 | 54.6 | 45.7 | 5.8M | -9.0 |
Pickford +1.0
Gabriel +0.4
Lacroix -1.6
Tarkowski +0.8
Zubimendi -1.7
Semenyo 0.0
Foden -3.5
Bruno G. -0.5
Watkins -1.3
Thiago +0.5
Haaland -3.1
|
|
| GW 22-24 | 52.5 | 56.0 | 3.6M | +3.5 |
Raya -0.1
Gabriel +0.9
Lacroix -3.2
Dorgu +2.5
Mukiele +1.9
Semenyo +0.9
Enzo +2.8
Wirtz +3.1
Bruno G. -3.4
Haaland -3.3
Brobbey +1.5
|
|
| GW 23-25 | 52.7 | 55.3 | 5.4M | +2.6 |
Roefs -1.8
Gabriel -0.0
Chalobah -0.8
Dorgu -2.1
Rice -1.8
Mitoma -2.6
Enzo +1.2
B.Fernandes +3.7
Rayan +3.4
Haaland +0.7
Bowen +2.7
|
|
| GW 24-26 | 54.4 | 42.2 | 8.1M | -12.3 |
Pickford -2.6
Gabriel -0.7
Senesi -0.5
Netz -5.0
Rice +0.7
Rogers -0.5
Mbeumo +0.4
Mitoma -2.4
B.Fernandes +2.3
Gyökeres -0.8
Armstrong -3.1
|
|
| GW 25-27 | 56.1 | 55.7 | 5.7M | -0.5 |
Martinez +1.4
Gabriel -1.8
Chalobah -1.6
Lacroix +0.1
Rice +0.7
Rogers -0.8
Mbeumo +1.5
B.Fernandes -0.7
Thiago -1.9
João Pedro +2.6
Gyökeres +0.1
|
What is xPoints? Unlike traditional "form", xPoints is a predictive metric that calculates the probability of a player scoring points based on thousands of historical data points.
We train our models on 5 seasons of data, looking at:
Why the "Audit" Table?
Transparency is key. The "Top 100 MAE" table shows our Mean Absolute Error for the top 100 most popular players. A lower MAE means our predictions were closer to reality.
We display our "Optimal Squad" history to prove that following the model's advice yields long-term success, even if individual gameweeks have variance.