Scientists have developed a method to analyze distinctive passing patterns, or 'signatures,' of World Cup teams, revealing tactical nuances and individual player importance. Researchers at Northeastern University examined data from 48 teams to identify these unique patterns.
Brennan Klein, director of Northeastern University's NetSI Sport research group, explained that while many teams exhibit formulaic passing, certain tactics and player capabilities create standout patterns. "What really makes teams shine or what characterizes a team above and beyond that baseline is tactical instructions and individual capabilities that allow for certain patterns of play," Klein stated.
The analysis mapped five key passing patterns that differentiated each team. The most distinct patterns were marked in blue, followed by red, green, gold, and purple in descending order of distinction.
For Argentina, the patterns highlighted a significant reliance on star player Lionel Messi, with numerous passes directed towards him. Klein noted that certain passes were likely initiated by Messi himself, aiming to advance play up the pitch.
Spain's passing signature was characterized by a tendency to shift play to the left, often involving left-back Marc Cucurella and left midfielder Álex Baena, who frequently operated in close proximity. Longer passes to the right were identified as attempts to find winger Lamine Yamal, who tends to be most dangerous when receiving the ball in specific areas to initiate runs against defenders.
Norway's distinctive pattern involved long passes down the right flank originating from the goalie box. These passes frequently targeted center forward Erling Haaland and midfielder Martin Ødegaard. Klein described how Ødegaard, despite being left-footed, often positioned himself on the right to receive the ball and create opportunities.
Brazil's signature pass clusters, in contrast, indicated a prevalence of horizontal passes across the center of the pitch. Klein suggested this might reflect a more conservative approach or a scenario where attacking players were not finding optimal positions to receive progressive passes.
IMAGE2 Scientists charted the signature passes of all 48 teams involved in the 2026 World Cup
Prior to the tournament, scientists from the University of Liverpool used 1,000 simulations to predict the winner, identifying Spain as the most likely victor with a 26.1% probability, while Argentina was given a 12.4% chance. Their model also highlighted Norway as a potential dark horse with a 3.6% chance of winning.
"Whilst our model agrees with the bookmakers in making Spain the favourites, Norway emerge as the standout dark horse, with a 3.6% chance of winning the trophy across our simulations," said Dr. Benjamin Holmes.