Home Market Goldman tips Brazil for World Cup after 1 million simulations

Goldman tips Brazil for World Cup after 1 million simulations


By Fergal O'Brien

So much for the unpredictable nature of the beautiful game. Goldman Sachs Group Inc. reckons Brazil will win its sixth World Cup, basing its forecast on data mining, machine learning and econometrics.

The investment bank is the latest to jump into the excitement before the soccer championship kicks off this week. It used 200,000 statistical models, sifted data on individual players and recent team performance and ran 1 million simulations of the tournament.

As a result, it predicts that Brazil will lift the trophy on July 15. We should note that Goldman also tipped Brazil in 2014 (forecasting a 3-1 win over Argentina in the final). But Brazil stumbled in the semi-final back then, losing by a whopping 7-1 to eventual champions Germany.

Heres the Goldman explanation in more detail:

We feed data on team characteristics, individual players and recent team performance into four different types of machine learning models to analyze the number of goals scored in each match. The models then learn the relationship between these characteristics and goals scored, using the scores of competitive World Cup and European Cup matches since 2005. By cycling through alternative combinations of variables, we get a sense of which characteristics matter for success and which stay on the bench. We then use the model to predict the number of goals scored in each possible encounter of the tournament and use the unrounded score to determine the winner

-Goldman Sachs, June 2018

Unsurprisingly, Brazil and Germany are the teams appearing most often in forecast models produced by economists. Danske Bank also picked Brazil in its preview, which would give the South American team a record six titles, while Commerzbank sees Germany lifting its fifth.

According to Goldman analysts, France has a slightly better chance of winning the event than Germany, but their model has it meeting Brazil in the semi-finals, with its campaign ending there.


Like Goldman, both used a combination of variables and ran simulations to forecast the winner, though Danske also factored in economic variables such as GDP per capita.

Swiss bank UBS also gives it to Germany, while a study by the University of Innsbruck says Germany and Brazil will compete in the final, though it gives the latter the edge.

The tournament takes place in Russia, but Goldman doesnt see the host nation getting out of the group stages. That tallies with the view of Commerzbank, which argued that the home advantage isnt what it once was.

Original Article


Please enter your comment!
Please enter your name here