| Player ↕ | Team ↕ | Pos ↕ | Matchup | Predicted Pts ↕ |
|---|
Historical performance.
| GW | All | Top 100 |
|---|---|---|
| GW 6 | 1.29 | 2.74 |
| GW 7 | 1.25 | 2.78 |
| GW 8 | 1.3 | 2.79 |
| GW 9 | 1.28 | 2.84 |
| GW 10 | 1.19 | 2.46 |
| GW 11 | 1.29 | 2.57 |
| GW 12 | 1.29 | 2.79 |
| GW 13 | 1.27 | 2.51 |
| GW 14 | 1.33 | 2.98 |
| GW 15 | 1.29 | 2.76 |
| GW 16 | 1.25 | 2.57 |
| GW 17 | 1.32 | 2.78 |
| GW 18 | 1.22 | 2.5 |
| GW 19 | 1.34 | 2.52 |
| GW 20 | 1.22 | 2.49 |
| GW 21 | 1.18 | 2.43 |
| GW 22 | 1.3 | 2.47 |
| GW 23 | 1.29 | 2.43 |
| GW 24 | 1.22 | 2.45 |
| GW 25 | 1.25 | 2.53 |
| GW 26 | 1.29 | 2.44 |
| GW 27 | 1.21 | 2.39 |
| GW 28 | 1.24 | 2.39 |
| GW 29 | 1.29 | 2.8 |
| GW 30 | 1.31 | 2.4 |
| GW 31 | 1.29 | 2.62 |
| GW 32 | 1.33 | 2.83 |
| GW 33 | 1.24 | 2.24 |
| GW 34 | 1.29 | 2.44 |
| GW 35 | 1.25 | 2.34 |
| GW 36 | 1.29 | 2.56 |
| GW 37 | 1.23 | 2.57 |
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 | 58.4 | 65.7 | 3.1M | +7.2 |
Raya +0.4
Gabriel +6.4
J.Timber +1.5
Senesi -0.9
Romero -4.3
Semenyo +2.7
Caicedo -1.7
Kudus +0.4
Xhaka +0.6
Evanilson -3.4
Haaland +5.7
|
|
| GW 7-9 | 58.0 | 63.0 | 3.6M | +5.0 |
Raya +1.8
Gabriel +4.5
J.Timber +2.6
Rúben +1.3
Semenyo +1.2
Cullen -0.8
Caicedo -0.6
Xhaka -1.7
Evanilson -3.9
Thiago +0.5
Haaland 0.0
|
|
| GW 8-10 | 58.0 | 72.0 | 2.4M | +14.0 |
Raya +1.4
Gabriel +5.0
J.Timber +1.1
James +4.3
Rúben -0.4
Semenyo -4.0
Szoboszlai +0.2
Xhaka +0.9
Mateta +4.7
Haaland +1.8
Woltemade -1.0
|
|
| GW 9-11 | 61.0 | 51.7 | 5.5M | -9.3 |
Raya -0.2
Gabriel +0.4
Cucurella -0.0
Matheus N. +0.9
Rice +1.6
Semenyo -3.9
Szoboszlai -0.3
Mateta -1.7
Haaland -1.9
Bowen -2.1
Woltemade -2.1
|
|
| GW 10-12 | 60.3 | 49.0 | 5.6M | -11.3 |
Lammens -1.8
Gabriel -2.7
Lacroix +3.6
Rúben +0.5
Saka +0.7
Rice +0.3
Semenyo -4.7
Szoboszlai -3.4
B.Fernandes -1.2
Mateta -1.7
Haaland -1.0
|
|
| GW 11-13 | 59.7 | 55.3 | 2.2M | -4.3 |
Pickford +2.1
Gabriel -5.6
Lacroix +1.8
Rúben -0.3
Saka +1.1
Rice -2.4
Rogers +1.7
M.Salah -3.6
B.Fernandes +1.0
Thiago +4.7
Haaland -4.8
|
|
| GW 12-14 | 58.4 | 49.7 | 4.5M | -8.7 |
Pickford +1.9
Lacroix +2.3
Virgil -0.3
Rúben -2.1
Saka -1.1
Rice -1.4
Mbeumo -3.5
M.Salah -4.7
B.Fernandes +0.5
Thiago +0.4
Haaland -0.8
|
|
| GW 13-15 | 56.8 | 60.0 | 3.0M | +3.2 |
Pickford +0.5
Virgil -0.6
Rúben +0.4
O'Reilly -1.6
Saka -0.2
Rice -0.6
Merino +2.8
Mbeumo -1.1
B.Fernandes +6.1
Thiago -0.8
Haaland -1.8
|
|
| GW 14-16 | 59.0 | 57.3 | 5.7M | -1.7 |
Dúbravka -2.0
Virgil -0.4
O'Reilly -0.6
Milenković -0.2
Saka +0.5
Rice -1.4
Merino -0.7
Mbeumo -0.8
B.Fernandes +5.2
Thiago -3.5
Haaland +2.3
|
|
| GW 15-17 | 61.1 | 58.7 | 6.2M | -2.4 |
Pickford -0.4
Virgil -1.2
O'Reilly +1.0
Milenković -1.5
Saka -0.5
Merino -4.0
Foden +3.1
B.Fernandes +2.3
Amad -0.4
Thiago -2.8
Haaland +2.0
|
|
| GW 16-18 | 62.7 | 67.3 | 3.4M | +4.7 |
Sánchez -0.4
Virgil -1.5
Konaté -0.3
Hincapie +0.5
Saka +0.3
Rice +1.3
Semenyo +3.1
Foden -0.1
B.Fernandes -4.7
Haaland +2.4
Ekitiké +3.9
|
|
| GW 17-19 | 61.0 | 47.7 | 6.6M | -13.3 |
Sánchez -1.8
Tarkowski +2.1
Virgil -1.5
O'Reilly -2.4
Saka +0.1
Foden -3.0
B.Fernandes -6.8
Cunha -0.9
Haaland -1.6
Ekitiké +0.3
Calvert-Lewin +2.2
|
|
| GW 18-20 | 58.5 | 50.0 | 4.0M | -8.5 |
Pickford +0.6
Tarkowski +1.8
Virgil -1.5
Rúben -0.2
Saka +0.2
Semenyo -0.1
Wirtz +2.4
Cunha -1.7
Haaland -5.9
Gyökeres -2.8
Calvert-Lewin -1.4
|
|
| GW 19-21 | 59.4 | 43.0 | 6.4M | -16.4 |
Pickford -1.3
Lacroix -0.1
Tarkowski +0.1
Dalot -2.8
Saka -1.1
Schade -0.3
Foden -3.0
Cherki -2.1
Cunha -1.3
Watkins -0.6
Haaland -4.0
|
|
| GW 20-22 | 58.3 | 44.0 | 6.1M | -14.3 |
Pickford -0.9
Lacroix -1.1
Guéhi -1.7
Tarkowski +0.2
Saka -2.5
Ødegaard -1.6
Foden -3.6
Cunha -0.1
Bruno G. +2.5
Watkins -2.4
Haaland -3.1
|
|
| GW 21-23 | 55.9 | 48.3 | 5.0M | -7.6 |
Pickford +0.4
Gabriel +0.2
Lacroix -1.6
Tarkowski +0.5
Semenyo +0.3
Foden -3.6
Bruno G. -0.5
Watkins -1.4
Thiago +0.4
Haaland -3.1
Bowen +0.9
|
|
| GW 22-24 | 50.7 | 51.0 | 4.9M | +0.3 |
Raya +0.1
Gabriel +1.2
Lacroix -3.2
Dorgu +2.9
Semenyo +0.9
Bruno G. -3.4
Anderson +1.4
Watkins -1.1
Haaland -3.0
Bowen +3.2
Brobbey +1.5
|
|
| GW 23-25 | 52.5 | 59.3 | 4.3M | +6.8 |
Roefs -2.2
Gabriel +0.2
Senesi -0.1
Tarkowski -2.0
Rice -1.7
Enzo +1.3
B.Fernandes +3.5
Anderson +0.8
Rayan +3.8
Haaland +0.8
Bowen +2.5
|
|
| GW 24-26 | 53.5 | 56.2 | 6.5M | +2.6 |
Roefs -1.5
Gabriel -0.6
Senesi -0.8
Virgil +2.6
Rice +0.9
Rogers -0.3
Wirtz +0.8
B.Fernandes +2.2
Gibbs-White -0.4
Anderson +0.2
Gyökeres -0.5
|
|
| GW 25-27 | 55.1 | 58.3 | 4.9M | +3.2 |
Roefs -3.0
Gabriel -1.8
Senesi -1.6
Chalobah -1.7
Rice +0.8
Rogers -0.4
Semenyo +1.7
Palmer +6.7
B.Fernandes -0.6
João Pedro +3.0
Gyökeres +0.2
|
|
| GW 26-28 | 55.0 | 59.2 | 4.2M | +4.2 |
Martinez -0.6
Gabriel -1.0
Senesi -0.8
Virgil +7.1
Rice +1.0
Rogers -3.3
Semenyo +3.5
Palmer +0.4
João Pedro +1.4
Haaland -1.9
Gyökeres -1.5
|
|
| GW 27-29 | 53.1 | 57.0 | 4.5M | +3.9 |
Martinez -3.3
Gabriel +2.8
Tarkowski +1.8
Virgil +1.4
Rogers -2.9
Semenyo +1.6
Palmer -0.5
B.Fernandes +3.1
Cunha -1.3
João Pedro +4.4
Haaland -3.2
|
|
| GW 28-30 | 53.7 | 61.0 | 3.4M | +7.3 |
Henderson -2.3
Gabriel +4.8
Hill +1.6
Virgil -1.6
M.Salah -0.9
B.Fernandes +5.6
Cunha +0.2
João Pedro +2.0
Haaland -4.0
Bowen +1.1
Ekitiké +0.9
|
|
| GW 29-31 | 58.9 | 54.2 | 3.8M | -4.7 |
Raya +2.6
Gabriel +4.7
Virgil -2.7
Aït-Nouri -1.9
M.Salah -1.4
B.Fernandes +3.1
Thiago -1.5
João Pedro -0.1
Haaland -3.1
Bowen -1.0
Ekitiké -3.5
|
|
| GW 30-32 | 63.1 | 53.0 | 3.5M | -10.1 |
Kelleher -0.4
Gabriel +0.7
Van den Berg -0.8
Virgil +0.4
Saka -3.7
Eze -3.1
B.Fernandes -0.3
Gordon +2.1
Gibbs-White -0.3
Thiago +1.5
João Pedro -6.2
|
|
| GW 31-33 | 59.2 | 49.3 | 6.6M | -9.9 |
Kelleher +1.4
Gabriel -2.5
Virgil +2.4
Murillo -1.6
Szoboszlai -0.2
B.Fernandes -1.4
Gordon -2.3
Thiago +0.1
João Pedro -4.0
Haaland +0.7
Calvert-Lewin -2.6
|
|
| GW 32-34 | 55.5 | 57.3 | 4.1M | +1.8 |
Kelleher -1.4
Gabriel -0.7
Van Hecke +1.6
Virgil +2.5
B.Fernandes -2.0
Gordon -3.9
Gibbs-White +6.5
Anderson +0.5
Thiago +0.6
Haaland +0.7
Calvert-Lewin -2.7
|
|
| GW 33-35 | 52.8 | 58.2 | 4.2M | +5.4 |
Raya +1.9
Gabriel +0.1
Senesi +1.0
Hill -0.2
Rice -1.5
B.Fernandes +0.1
Gibbs-White +7.1
Anderson -0.7
Thiago -1.5
Haaland +1.4
Calvert-Lewin -2.2
|
|
| GW 34-36 | 55.0 | 52.1 | 5.8M | -2.8 |
Darlow -2.1
Gabriel +3.4
Van Hecke -0.7
Pedro Porro -0.6
Rogers -3.2
Ampadu +0.7
B.Fernandes -2.0
Gibbs-White +0.8
Watkins -0.6
Haaland +0.3
Calvert-Lewin +1.2
|
|
| GW 35-37 | 54.8 | 59.7 | 5.2M | +4.9 |
Raya +1.7
Gabriel +2.0
Saliba +2.0
Pedro Porro -2.8
Rogers +0.3
B.Fernandes -0.5
Casemiro -3.4
Watkins +3.5
Thiago -1.2
Haaland +1.2
Calvert-Lewin +2.1
|
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.