Premier League Matchweek 3 delivered plenty of goals and several unexpected draws, proving to be a difficult weekend for our forecasting model. While Arsenal and Manchester City secured home victories, a wave of stalemates across the division left our outright projections struggling to find their footing.
How our forecasts did
Our model endured a tough round for match results, correctly calling just three of the ten outright winners. The exact scoreline topic performed the worst, with zero of the ten calls landing. The win or draw topic was our most successful, with seven of the ten calls landing. Total goals and both teams to score each saw five of the ten calls land, while four of the ten first team to score projections were correct. Half-time and full-time forecasts were accurate in two of the ten fixtures.
Results
Ipswich 0-2 Liverpool Our firm projection for a Liverpool win landed as the visitors secured the points at Portman Road. Our call for Liverpool to score the opening goal and lead at the break also proved correct, though the high-confidence expectation for more than 2.5 goals in the match missed.
Newcastle 2-2 Bournemouth Newcastle had scored and conceded in every home outing prior to this, and this fixture followed suit. Our cautious call for a Newcastle win missed, though the win or draw projection landed alongside the expectation for both teams to score and more than 2.5 goals.
Brentford 1-1 Sunderland Sunderland arrived having scored and conceded in their previous five away trips. Our medium-confidence call for a Brentford win missed the mark as the visitors held on for a draw, though both teams to score landed as projected.
Brighton 1-1 Leeds Missing Mitoma, Ferguson, and Wieffer, Brighton were held by an unbeaten Leeds side at the Amex. Our medium-confidence forecast for a Brighton win missed, but the win or draw call landed.
Fulham 2-3 Crystal Palace Fulham had won three of their last five at home across all competitions, but Palace took the points in this London derby. Our cautious projection for a Fulham win missed, though the expectation for more than 2.5 goals and both teams to score proved correct.
Manchester City 1-0 Coventry City welcomed Coventry having scored six in their first two matches, while the visitors had yet to score in the league. Our firm call for a Manchester City win landed smoothly, along with them scoring first and leading at the break, but the projection for more than 2.5 goals missed.
Nottingham Forest 0-0 Tottenham Tottenham arrived with no points and no goals from their opening two matches. Our cautious call for a Nottingham Forest win missed in this scoreless draw, but the expectation for fewer than 2.5 goals landed.
Hull City 0-0 Aston Villa Hull maintained their flawless defensive start to life back in the top flight with deep, organised defending. Our cautious call for an Aston Villa win missed, but the projection for fewer than 2.5 goals in the match was correct.
Everton 2-2 Manchester United Everton had collected four points without conceding at home, while United had shown attacking flair but away vulnerabilities. Our cautious call for a Manchester United win missed, though the expectation for more than 2.5 goals was correct.
Arsenal 2-1 Chelsea Arsenal boasted an unbeaten home record against Chelsea in ten meetings, and their discipline held off a Chelsea attack that had scored seven in two games. Our medium-confidence call for an Arsenal win landed, as did the win or draw projection.
What we got wrong
Our model struggled most with the sheer volume of draws in fixtures where home sides were favored. The forecasting model anticipated home victories for Newcastle, Brentford, Brighton, and Nottingham Forest, but all four matches ended in stalemates. Brighton's 1-1 draw with Leeds was a notable miss; the model factored in Brighton's previous 4-0 home defeat but still leaned toward a home win, underestimating how much the absences of Mitoma, Ferguson, and Wieffer would blunt their attack against an unbeaten Leeds side.
Similarly, our model missed the mark on Nottingham Forest's scoreless draw with Tottenham. Spurs arrived with no points and no goals, prompting a cautious forecast for a Forest win. However, the visitors tightened up defensively, defying our outright call while confirming our expectation for a low-scoring match.
Matchweek 3 reinforced the difficulty of navigating early-season form. With newly promoted sides like Hull City relying on organised defending to grind out results and established teams still finding their rhythm, the weekend proved that away resilience can frequently overcome home advantage in the opening weeks of the campaign.
