| Player ↕ | Team ↕ | Pos ↕ | Matchup | Predicted Pts ↕ |
|---|
Historical performance.
| GW | All | Top 100 |
|---|---|---|
| GW 6 | 1.26 | 2.7 |
| GW 7 | 1.3 | 2.72 |
| GW 8 | 1.28 | 2.78 |
| GW 9 | 1.28 | 2.81 |
| GW 10 | 1.19 | 2.35 |
| GW 11 | 1.28 | 2.51 |
| GW 12 | 1.28 | 2.75 |
| GW 13 | 1.27 | 2.59 |
| GW 14 | 1.33 | 2.9 |
| GW 15 | 1.28 | 2.79 |
| GW 16 | 1.26 | 2.59 |
| GW 17 | 1.31 | 2.79 |
| GW 18 | 1.24 | 2.56 |
| GW 19 | 1.34 | 2.54 |
| GW 20 | 1.22 | 2.46 |
| GW 21 | 1.16 | 2.33 |
| GW 22 | 1.29 | 2.55 |
| GW 23 | 1.29 | 2.49 |
| GW 24 | 1.24 | 2.42 |
| GW 25 | 1.24 | 2.52 |
| GW 26 | 1.29 | 2.36 |
| GW 27 | 1.21 | 2.37 |
| GW 28 | 1.26 | 2.38 |
| GW 29 | 1.28 | 2.79 |
| GW 30 | 1.31 | 2.55 |
| GW 31 | 1.3 | 2.35 |
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 | 58.7 | 66.0 | 3.0M | +7.3 |
Dúbravka -0.4
Gabriel +6.1
J.Timber +1.1
Virgil -2.7
Romero -4.2
Semenyo +3.9
Caicedo -1.3
Doku -0.6
Kudus +0.5
Xhaka +0.2
Haaland +4.9
|
|
| GW 7-9 | 58.1 | 61.7 | 3.9M | +3.6 |
Raya +1.7
Gabriel +4.7
J.Timber +2.6
Senesi -1.8
Rúben +1.4
Semenyo +2.1
Caicedo -0.5
Xhaka -2.3
João Pedro -2.4
Haaland -0.5
Bowen -1.5
|
|
| GW 8-10 | 59.6 | 71.7 | 2.4M | +12.0 |
Lammens -2.9
Gabriel +5.0
J.Timber +0.7
James +3.6
Rice +2.8
Semenyo -3.0
Szoboszlai +0.6
Xhaka +0.4
Mateta +4.3
Haaland +1.9
Woltemade -1.5
|
|
| GW 9-11 | 63.8 | 49.3 | 6.2M | -14.5 |
Raya -0.4
Gabriel +0.2
Cucurella -0.4
James -2.5
Rice +1.4
Semenyo -3.6
Ndiaye -0.3
Mateta -2.0
Haaland -2.4
Bowen -2.1
Woltemade -2.4
|
|
| GW 10-12 | 63.0 | 48.3 | 5.8M | -14.6 |
Lammens -2.4
Gabriel -3.3
James -1.8
Rúben +0.3
Saka +0.1
Rice +0.3
Semenyo -4.3
B.Fernandes -1.6
Thiago +1.6
Mateta -2.1
Haaland -1.4
|
|
| GW 11-13 | 59.5 | 53.3 | 2.5M | -6.2 |
Pickford +2.0
Gabriel -5.8
Virgil -1.1
Rúben -0.4
Saka +1.2
Rice -2.0
Rogers +1.7
B.Fernandes +0.7
Thiago +4.4
Haaland -5.2
Bowen -1.9
|
|
| GW 12-14 | 57.3 | 46.0 | 5.5M | -11.3 |
Pickford +1.9
J.Timber -2.0
Virgil -0.5
Rúben -2.2
Saka -0.8
Rice -1.2
M.Salah -4.2
Szoboszlai -2.5
B.Fernandes +0.5
Thiago +0.3
Haaland -0.6
|
|
| GW 13-15 | 56.5 | 68.7 | 1.8M | +12.2 |
Pickford +0.1
Virgil -0.6
Rúben +0.4
Milenković -2.4
Rice -0.4
Merino +2.9
Mbeumo -1.1
Foden +9.9
B.Fernandes +6.0
Thiago -0.7
Haaland -1.9
|
|
| GW 14-16 | 57.8 | 66.7 | 3.3M | +8.9 |
Dúbravka -2.3
Virgil -0.4
O'Reilly -0.3
Milenković -0.1
Saka +1.5
Rice -1.4
Merino -0.3
Foden +8.6
B.Fernandes +5.2
Thiago -3.4
Haaland +1.9
|
|
| GW 15-17 | 59.7 | 58.7 | 6.2M | -1.1 |
Pickford -0.6
Andersen -1.1
O'Reilly +1.3
Milenković -1.3
Saka +0.5
Merino -3.7
Foden +2.4
B.Fernandes +2.4
Amad -0.4
Thiago -2.7
Haaland +2.1
|
|
| GW 16-18 | 62.1 | 68.3 | 3.2M | +6.2 |
Sánchez -0.3
Andersen +0.2
Virgil -1.3
Hincapie +0.4
Saka +1.1
Semenyo +3.2
Foden -0.4
B.Fernandes -4.8
Cunha +1.4
Haaland +2.3
Ekitiké +4.3
|
|
| GW 17-19 | 59.9 | 48.3 | 6.5M | -11.6 |
Sánchez -1.7
Tarkowski +2.0
Virgil -1.3
Rúben -0.1
Saka +0.4
Rogers +0.9
Foden -3.3
B.Fernandes -7.1
Cunha -0.8
Haaland -0.9
Ekitiké +0.3
|
|
| GW 18-20 | 58.9 | 52.7 | 3.4M | -6.2 |
Sánchez -4.1
Tarkowski +1.6
Rúben -0.1
Dalot +1.0
Saka +0.5
Rogers -2.8
Schade +4.7
Cherki +2.1
Cunha -2.0
Gordon -2.0
Haaland -5.2
|
|
| GW 19-21 | 59.8 | 43.0 | 6.4M | -16.8 |
Pickford -1.1
Lacroix -0.2
Tarkowski -0.0
Dalot -3.1
Semenyo -1.6
Schade -0.4
Cherki -2.4
Cunha -1.6
Gordon -2.3
Watkins -1.0
Haaland -3.0
|
|
| GW 20-22 | 59.6 | 45.7 | 5.5M | -14.0 |
Pickford -0.5
Lacroix -1.5
Guéhi -1.5
Tarkowski 0.0
Zubimendi -1.5
Semenyo -2.3
Cunha -0.6
Bruno G. +1.9
Watkins -2.8
Haaland -3.0
Bowen -2.3
|
|
| GW 21-23 | 57.2 | 48.3 | 5.0M | -8.8 |
Pickford +0.3
Gabriel +0.7
Lacroix -2.2
Tarkowski +0.4
Semenyo -0.1
Foden -3.5
Bruno G. -1.2
Watkins -1.4
Thiago +0.5
Haaland -3.2
Bowen +0.8
|
|
| GW 22-24 | 51.9 | 52.0 | 4.6M | +0.1 |
Kelleher -0.4
Lacroix -3.6
Tarkowski +0.3
Dorgu +3.1
Semenyo +0.8
Wirtz +3.3
Bruno G. -3.7
Watkins -1.2
Haaland -2.8
Bowen +3.1
Brobbey +1.2
|
|
| GW 23-25 | 50.5 | 54.0 | 5.8M | +3.5 |
Roefs -2.1
Gabriel +0.3
Senesi 0.0
Tarkowski -2.1
Rice -1.5
Semenyo +0.9
Enzo +1.4
B.Fernandes +3.9
Haaland +1.1
Bowen +2.5
Brobbey -1.0
|
|
| GW 24-26 | 53.1 | 49.5 | 7.2M | -3.6 |
Roefs -1.5
Gabriel -0.4
Tarkowski -2.8
Netz -4.5
Rice +0.6
Rogers -0.2
Semenyo +2.8
B.Fernandes +2.1
Anderson +0.6
Bowen +0.4
Gyökeres -0.6
|
|
| GW 25-27 | 55.2 | 60.0 | 4.4M | +4.8 |
Roefs -2.6
Gabriel -1.6
Chalobah -1.5
Lacroix +0.2
Rice +0.5
Rogers -0.5
Semenyo +1.6
Palmer +6.6
B.Fernandes -0.7
João Pedro +2.7
Gyökeres +0.1
|
|
| GW 26-28 | 55.0 | 61.8 | 3.6M | +6.8 |
Henderson +1.9
Gabriel -0.8
Senesi -0.7
Virgil +7.2
Rice +0.8
Rogers -3.1
Semenyo +3.4
Palmer +0.2
João Pedro +1.1
Haaland -1.6
Gyökeres -1.6
|
|
| GW 27-29 | 52.8 | 64.3 | 2.9M | +11.5 |
Henderson +2.3
Gabriel +2.6
Tarkowski +1.8
Virgil +1.2
Rogers -2.8
Semenyo +1.5
Palmer -0.9
B.Fernandes +3.3
João Pedro +4.4
Haaland -2.5
Bowen +0.6
|
|
| GW 28-30 | 52.8 | 58.3 | 4.0M | +5.5 |
Henderson -2.4
Gabriel +4.6
Senesi +3.9
Virgil -1.8
Saka -0.0
Semenyo +1.1
M.Salah -0.8
João Pedro +2.7
Haaland -3.8
Bowen +1.0
Ekitiké +1.0
|
|
| GW 29-31 | 57.5 | 47.3 | 5.6M | -10.2 |
Donnarumma -3.3
Gabriel +4.3
Guéhi -3.0
Virgil -3.0
Eze -2.1
B.Fernandes +3.8
Thiago -1.2
João Pedro +1.3
Haaland -3.0
Bowen -0.8
Ekitiké -3.4
|
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.