Issue number 362 of the Weekly Post presents the traditional bi-annual list of the 100 big-5 league players with the top estimated transfer value according to the CIES Football Observatory algorithm. The Real Madrid’s Brazilian rising star Vinícius Júnior (€166 million) outranks Phil Foden and Erling Haaland. These figures are irrespective of eventual buy-out clauses in players’ contract.

Per position, the top transfer values were calculated for Gianluigi Donnarumma among goalkeepers, Rúben Dias for centre backs, Alphonso Davies among full backs, Jude Bellingham for defensive midfielders, Florian Wirtz for attacking ones, as well as for Vinícius Júnior among forwards. Kevin de Bruyne has the greatest valuation among players aged 30 or over, while Kylian Mbappé tops the list for players running out of contract next June.

The values were calculated using the exclusive econometric approach developed by the CIES Football Observatory research team. A paper presenting the method has been recently published in the peer-review and open access journal Economies. It can be accessed here. The transfer value estimates for all big-5 league players are also available in free access here. Go to the Weekly Post to find out the top 100!

Issue number 361 of the CIES Football Observatory Weekly Post presents the best XI for each of the five major European leagues. Players were selected according to the CIES Performance Index powered by Opta data. Only footballers fielded for at least 900 domestic league minutes since the start of the 2021/22 season were included in the line-ups.

Ten of the eleven players in the English Premier League best XI are from Manchester City (Dias, Laporte, Cancelo, Rodri, Silva) and Liverpool FC (Alexander-Arnold, Henderson, Salah, Jota, Mané), the only exception being Chelsea FC’s goalkepeer Edouard Mendy. In Spain, we find six Real Madrid players (Courtois, Alaba, Casemiro, Modri?, Benzema and Vinícius), three from Sevilla (Koundé, Acuña and Jordán), and one from both Barcelona (Dest) and Betis (Fekir).

Only three clubs are represented in the German Bundesliga best XI: Bayern (7 players), Borussia Dortmund (3) and Bayer Leverkusen (Patrik Schick). Conversely, the French Ligue 1 best XI includes players from a record number of six clubs: Paris St-Germain (4 players), Olympique de Marseille (3), as well as Montpellier, Lens, Rennes and Brest. Finally, in Italy, Inter is the most represented club (4 players), ahead of Milan (3), Napoli (3) and Sassuolo (Domenico Berardi).

Issue number 360 of the CIES Football Observatory Weekly Post presents the 50 outfield players and the 50 goalkeepers worldwide who accumulated the greatest pitch experience since the start of the year. The rankings are elaborated on the basis of the exclusive capital experience method, which combines within a single metric the playing time of footballers and the sporting level of the teams for which they played or the competitions they participated in.

The Real Madrid and formerly Bayern Munich David Alaba heads the pack for outfield players ahead of two other centre backs: Rúben Dias (Manchester City and Portugal) and Milan Škriniar (Inter and Slovakia). Carlos Casemiro (Real Madrid and Brazil) and Karim Benzema (Real Madrid and France) top the table for midfielders and forwards. For goalkeepers, Thibaut Courtois (Real Madrid and Belgium) outranks Jan Oblak (Atlético Madrid and Slovenia) and Manuel Neuer (Bayern Munich and Germany).

Since 2018, the winners were Ivan Rakiti? and Alisson Becker (2018), Virgil van Dijk and Ederson Moraes (2019), as well as Andrew Robertson and Thibaut Courtois (2020). The final 2021 rankings will be published next January. The full experience capital methodology is presented in the seventieth edition of the CIES Football Observatory Monthly Report, which also presents current tables for players born in 2001 or after.

Go to the Weekly Post with the top 50s for goalkeepers and outfield players

Go to the Monthly Report with the methodology & young players rankings

Issue number 359 of the Weekly Post presents the ten U23 big-5 league players per position with the greatest estimated transfer value as per the exclusive CIES Football Observatory econometric model. Three U23 forwards could theoretically be transferred for up to €150M or more during January’s window: Erling Haaland (Borussia Dortmund and Norway), Vinícius Júnior (Real Madrid and Brazil) and Phil Foden (Manchester City and England).

For other positions, the top estimated transfer values were recorded for Gianluigi Donnarumma (Paris St-Germain and Italy) among goalkeepers, Eric García (Barcelona and Spain) for centre backs, Alphonso Davies (Bayern Munich and Canada) for full backs, Jude Bellingham (Borussia Dortmund and England) for defensive midfielders, as well as for Florian Wirtz (Bayer Leverkusen and Germany) among attacking midfielders.

Seventeen of the sixty U23 footballers listed play in the English Premier League, fourteen in the German Bundesliga, twelve in the Spanish Liga, ten in the French Ligue 1 and only seven in the Italian Serie A. Bayer Leverkusen is the most represented club with six players, followed by Barcelona (5) and Chelsea (4). The transfer value estimate intervals for all big-5 league players are available for free on the CIES Football Observatory website.

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Issue number 358 of the CIES Football Observatory Weekly Post analyses the InStat data on the number of passes attempted per match and their average length for teams from 40 leagues worldwide. The multiplication of these two variables shows the ball circulation distance for teams during possession. This distance varies between 12.8 kilometres per match for the Scots of Celtic FC and 6.9 km for the Mexicans of Atlético San Luis.

At big-5 league level, the teams moving most the ball are Bayern Munich in the Bundesliga (4th among the 654 teams analysed), Manchester City in the Premier League (5th), Sevilla in the Liga (6th), Monaco in the Ligue 1 (29th), as well as Fiorentina in the Serie A (51th). At the top of the rankings for the four non-European leagues surveyed are Flamengo in Brazil, Tigres UANL in Mexico, Atlético Nacional in Colombia and Unión La Calera in Chile.

The lowest values for the average length of passes attempted were recorded for two teams with a well-defined style of play: Roberto De Zerbi’s Shakhtar Donetsk and Mauricio Pochettino’s Paris St-Germain (15.7 meters in both cases). Three British teams are at the opposite end of the table: the Scots of Livingston FC (24.4 m) and Motherwell FC (23.2 m), as well as the English side Birmingham City (23.4 m).

Full data for free here!

Issue number 357 of the CIES Football Observatory Weekly Post ranks teams from 84 top divisions worldwide according to the number of players fielded in domestic league matches during the last 365 days. The figures greatly vary from only 21 players at the Finnish side Inter Turku up to 61 for four clubs: Club Aurora (BOL), Colo Colo (CHI), EC Juventude (BRA) and Royal AM (RSA).

At the level of the five major European leagues, Genoa Calcio fielded the most players in domestic league matches since the 15th November 2020: 50 footballers. Two English clubs also engaged in European Cup competitions are at the opposite end of the table: Manchester City and West Ham United (25 players). Among the 14 big-5 league teams who fielded less than 30 players notably are Spanish champions Atlético Madrid (26 players) and European champions Chelsea FC (29).

Per league, the average number of players fielded per team stretches from 25.7 in the Faroe Islands up to 48.4 in Honduras. In the big-5, the extreme values were recorded in the English Premier League (31.0) and the Italian Serie A (37.7). Per Confederation, the figures vary from 35.3 at AFC level up to 43.5 in the CONMEBOL. Click here to access the Post.