The first position held by Otamendi in the centre back table is mainly related to his outstanding skills in the area of rigour (see explanation below). At full back level, Aurier performed particularly well from a recovery perspective. Cazorla outranks all defensive midfielders mainly thanks to his statistics in the area of distribution. Among attacking midfielders, Özil has no rivals in terms of chance creation. Finally, shooting is the key strength of Lewandowski compared to other forwards.

The rankings are based on a purely data-driven and objective methodology developed by the CIES Football Observatory research team. The Key Performance Indicators (KPIs) considered measure players’ productivity in six complementary areas of the game. The final score is the sum of values measured in each area, weighted according to the importance of the latter for a given position. Only players fielded for at least 60% of domestic league minutes are included in the rankings.

A thorough presentation of the CIES Football Observatory approach for the technical analysis of performance is available in the fifth edition of the Monthly Report.

CIES Football Observatory KPIs

• Rigour: ability to minimise goal opportunities for opponents through effective duelling.
• Recovery: ability to minimise goal opportunities for opponents through proficient interception work.
• Distribution: ability to keep a hold on the game through efficient passing.
• Take on: ability to create dangerous situations by successfully challenging opponents.
• Chance creation: ability to put teammates in a favourable position to strike.
• Shooting: ability to take advantage of goal opportunities through accurate shooting.

At second and third position in the English Premier League ranking are Liverpool (25.5 years) and Newcastle (25.6). In contrast, the average age on the pitch is particularly high at West Bromwich Albion (29.2) and Manchester City (28.5).

The oldest teams in the other big-5 leagues are Rayo Vallecano (29.0 years), Bastia (28.6), Darmstadt (28.1) and Chievo (30.7). The average per league varies between 26.3 years in the German Bundesliga and 27.5 years in the Italian Serie A.

The most numerous contingent of French expatriates is to be found in England. Since the start of the season, 40 players from France played in the English Premier League. However, French are well represented also in Italy (28 players), Spain (27 players), and, to a lesser extent, Germany (11 players, including Kingsley Coman who also played in Serie A).

The analysis of countries with the most representatives in foreign leagues at worldwide level is available in the eighth edition of the CIES Football Observatory Monthly Report. For more information, please contact us at football.observatory@cies.ch

While Brazil is the most represented origin among foreigners both in Europe (1,137 players) and in Asia (437 players), Argentina is the main exporting country at Latin American level (511 players compared to only 124 Brazilians).

At worldwide level, the three nations with the most footballers in foreign professional and semi-professional clubs are Brazil (1,784 players), Argentina (929 players) and France (758 players). These three nationalities alone account for almost 20% of foreigners present on a global level.

No South American country is among the top five destinations of Brazilians. Conversely, three of the five main destinations of Argentineans are to be found in South America. Similarly, the main countries to which French players migrate are geographically close to the home country.

The last chapter of the study analyses four leagues in the United States, where football is undergoing considerable development. The Report shows the marked diversification of international recruitment of US clubs. It also predicts that American teams will increasingly challenge European, Asian and South American clubs in the race for new talent.

For more information or to contact the authors of the study, please write to football.observatory@cies.ch

Conversely, the most positive difference so far between financial and sporting ranking in the English Premier League was measured for Leicester City: +12. Claudio Ranieri’s team is in fifth position, while only three EPL clubs invested less money to assemble the squad.

In the other big-5 leagues, the teams that over-achieved the most with respect to transfer investments are Eibar (+10 positions), Angers (+17), Ingolstadt (+11) and Chievo (+8).

On the contrary, the following teams are currently ranked well below the position where their financial power should have allowed them to be: Real Sociedad (-11 positions), Marseille (-13), Stuttgart (-8) and Juventus (-11).

At the top of the absolute tables in the English Premier League are Laurent Koscielny (Arsenal) for centre backs, Cédric Soares (Southampton) for full backs, Santi Cazorla (Arsenal) for defensive midfielders, Mesut Özil (Arsenal) for attacking midfielders and Riyad Mahrez (Leicester) for forwards.

The analysis relies on data provided by OptaPro and takes into account performance in six key areas of the game: rigour, recovery, distribution, take on, chance creation and shooting. A detailed presentation of the exclusive approach developed by the CIES Football Observatory research team is available in issue number 5 of the Monthly Report.

According to this approach, the best performing U21 footballers in the English Premier League so far have been Chancel Mbemba (Newcastle) for centre backs, Jordan Amavi (Aston Villa) for full backs, Emre Can (Liverpool) for defensive midfielders, Nathan Redmond (Norwich) for attacking midfielders and Raheem Sterling (Manchester City) for forwards.

The top 15 list per league and position is updated on a weekly basis on the CIES Football Observatory website. More information is available at football.observatory@cies.ch.