xG Data Reveals Hiding Champions in Europe
Teams like Lazio and Bayern Munich are diverging from their underlying performance metrics, suggesting current league tables may be misleading.
By Petra Garnier ·

Standard league standings offer an incomplete picture of team performance at this stage of the 2026-27 season. While position on the table determines immediate playoff or relegation status, expected goals data provides a clearer view of underlying quality. This metric measures the quality and volume of chances created or conceded, offering a more stable predictor of long-term success than raw goal counts alone.
Lazio illustrates the gap between luck and quality. The Italian side sits tied with Inter at the top of Serie A after dropping only two points in nine matches. However, they have scored 22 goals from shots worth just 15.5 expected goals. Forwards Tijjani Noslin, Gustav Isaksen, and midfielder Kenneth Taylor have combined for nine goals from just 3.9 expected goals. This overperformance suggests their current standing may not hold if scoring rates normalize.
Atletico Madrid continues a long trend of outperforming their statistical baseline. Under manager Diego Simeone, the club has posted a higher goal differential than its expected goal differential in 11 of the last 12 full seasons. This season, goalkeeper Jan Oblak and striker Álex Baena have helped the team secure positive results even in matches where their underlying metrics were negative. Their defensive structure allows opponents to take shots, but converts those chances into goals at a higher rate than the data predicts.
Manchester City benefited from a single match that skewed their season's luck. They defeated Sunderland 5-3 after allowing 3.6 expected goals against their own 2.8. Erling Haaland has scored nine goals from shots worth 6.1 expected goals, providing a cushion that masks a defense that ranks seventh in expected goals allowed. The team has avoided the point losses that their defensive metrics might otherwise suggest.
Bayern Munich presents the inverse problem. The German champions have dropped points in two matches, including a 0-0 draw at Schalke where their expected goal differential was plus 1.7. Harry Kane has scored four league goals from shots worth 5.2 expected goals, while Serge Gnabry has one goal from 2.2. Despite these individual struggles, the team's underlying chance creation remains strong, indicating they are creating more value than their current results reflect.
Other clubs show similar discrepancies. Nottingham Forest ranks sixth in expected goals created but sits 18th in the Premier League. They have converted shots worth 13.4 expected goals into only six actual goals. Bournemouth has led six matches but secured just two wins, leaking four goals from the 80th minute onward. These examples confirm that early season results often deviate from a team's true underlying performance level.
Source: ESPN





