The 501st CIES Football Observatory Weekly Post compares 65 leagues around the world in terms of the tenure of coaches at the head of the teams currently managed. On average, three quarters of coaches have been in place for less than a year (75.3%). This percentage rises to 100% in the top divisions of Costa Rica, Ecuador and Mexico.

With 19 coaches in place for less than a year out of 20, Italian Serie A has the lowest rate of any of the European competitions analysed. The only exception is Inter coach Simone Inzaghi. In contrast, in the Dutch Eredivisie, 7 out of 18 coaches have been in charge of their team for a year or more, a record for Europe’s top divisions.

In terms of the average tenure at the head of the clubs managed, the figures range from 2 years and 67 days in the German Bundesliga to just 88 days in Costa Rica’s Primera División. The German record is partly due to the exceptional case of Frank Schmidt, who has been in charge of Heidenheim’s first team for almost 18 years. Diego Simeone (Atlético Madrid) and Brian Schmetzer (Seattle Sounders) round out the podium of longest-serving coaches.

>>> Full data

Thirteen years after the first issue, the CIES Football Observatory research team is very proud to present its 500th Weekly Post ! For the occasion, we highlight the footballers born in 2001 or later who have played the most official matches in senior competitions since the start of their careers, by year of birth.

With no fewer than 379 official matches at senior competition level, Rodrygo (Real Madrid) ranks first among players born in 2001. The following footballers have accumulated the most appearances for the other years of birth : Eduardo Camavinga (2002), Jude Bellingham (2003), Ângelo Gabriel (2004), Vitor Roque (2005), Endrick Felipe (2006), as well as Lamine Yamal (2007 onwards).

The Post also presents the average number of games per year since the start of the player’s career. With an average of 59.7 games per year since his debut, Lamine Yamal leads all years of birth combined. The Barcelona prodigy is ahead of Pau Cubarsì (59.0) and João Neves (55.0). By year of birth, the leaders are Jason Knight (2001), Joško Gvardiol (2002), Jude Bellingham (2003), João Neves (2004), Malick Fofana (2005), Jorrel Hato (2006) and Lamine Yamal (2007 onwards).

>>> All the data

>>> All the studies

The 499th Weekly Post presents the 100 best performing goalkeepers in the world over the past year, according to an index on a scale of 100 specifically devised by the CIES Football Observatory*. The top three are Paris St-Germain’s Italian Gianluigi Donnarumma, Inter’s Swiss Yann Sommer and Real Madrid’s Belgian Thibaut Courtois.

Two players from outside the big-5 European leagues feature in the top ten : 23-year-old Russian Stanislav Agkatsev (FK Krasnodar) and Brazilian veteran João Ricardo (Fortaleza EC). They also are the two goalkeepers in the top 10 whose percentage of saves as per Wyscout data most exceeded expectations with respect to the goals conceded by their teams.

On average, the goalkeepers in the top 100 are 29.9 years old, with a high of 41.4 years for Remko Pasveer (AFC Ajax) and lows of 20.1 years for Ármin Pécsi (Puskás Akadémia) and 20.8 years for Slawomir Abramowicz (Jagiellonia Bialystok). Agkatsev aside, only one player who has not yet turned 26 ranks in the top twenty : Djordje Petrović (RC Strasbourg, on loan from Chelsea).

* The index is based on the sporting level of matches played according to this methodology, the results of the games, as well as the deviation in the percentage of saves at domestic league level compared to the expected value given the defensive strength of employer teams. Only goalkeepers with a positive gap on this last criterion feature in the ranking (minimum 20 league matches over the last 365 days).

>>> Top 100

The 498th CIES Football Observatory Weekly Post ranks more than 900 clubs in 55 leagues worldwide according to a territorial anchorage index calculated from the proportion of national players and club-trained nationals among those fielded in the domestic league over the last year*. The Colombians of Envigado lead the way with 93.8% nationals and 54.2% club-trained nationals.

The Basques of Athletic Club and the Ukrainians of Dynamo Kyiv complete the podium, while the third highest-ranked European team, CA Osasuna, is only seventeenth. Latin American teams are over-represented among the most locally anchored ones. Paraguay’s Club Libertad are fourth, ahead of Mexico’s Chivas Guadalajara and Colombia’s Millonarios Bogota.

Another Colombian club (Atlético Nacional), two Argentinians (CA Belgrano and Vélez Sarsfield) and one Venezuelan (Caracas FC) also are in the top ten. For Asian clubs, the podium is made up of Sanfrecce Hiroshima (23rd), Uzbekistan’s FC Nasaf (24th) and another Japanese team : Kashiwa Reysol (28th). Adelaide United tops the table for Australia and Seattle Sounders for the MLS.

* Nationals are players who have grown up in the association of their home club, while club-trained nationals are those who have played for at least three seasons between the ages of 15 and 21 in their club of employment. The index is calculated on the basis of the gap from the general average for these two variables. Data refer to the last year or, for a few newly-promoted clubs, to the current season.

>>> All data

>>> Last year rankings

In this Weekly Post, the CIES Football Observatory analyses the differences observed over the last year between 63 leagues worldwide in terms of referees’ propensity to hand out penalty cards for fouls. Referees in Japan’s top two divisions are the least likely to issue cards for fouls (around one penalty card every ten fouls), while the opposite is true in Chile and Colombia (around one card every five fouls).

These gaps reflect both different degrees of severity in refereeing styles and discrepancies in the tendency of players to commit gross fouls. The Latin American leagues stand out for their harsh refereeing styles and the propensity of footballers to play violently, with the two phenomena feeding off each other, in contrast to Asia, where referees are less severe and players more disciplined.

The Post also presents the proportion of cards issued for fouls, with a maximum of 93.2% in the Ukrainian Premier League and a minimum of 59.2% in the Bolivian Primera División, where disputes and other forms of indiscipline are commonplace. The latter situation was also observed in the Brazilian Serie A (only 60.7% of penalty cards handed out for fouls), as well as in the top two tiers of Turkish football.

>>> Full data

The 496th CIES Football Observatory Weekly Post ranks the teams of 37 leagues around the world according to the percentage of ‘minutes secured’, i.e. the share of the current season’s domestic league minutes played by footballers still under contract with a duration beyond the year 2026. Chelsea tops the list with 91.8% of minutes secured.

Monaco (91.3% of minutes secured) and AZ Alkmaar (89.2%) complete the podium of teams whose squad planning is most likely to bring stability in the coming years or, in the event of transfers, to generate substantial capital gains. Spain’s Real Sociedad (88.4%) and France’s Paris St-Germain also are in the top five positions.

The latter team has the highest value among UEFA’s Champions League quarter-finalists, ahead of another club well prepared for the future: Arsenal (85.8%). AZ Alkmaar aside, two other teams outside the five major European leagues feature in the top ten: Russia’s Zenit St. Petersburg and England Championship’s Coventry City.

>>> Data for all teams in the 37 leagues

The 495th CIES Football Observatory Weekly Post presents the world’s 100 best performing players from an attacking perspective in terms of their statistics in three areas of the game : take on, chance creation and finishing. Michael Olise tops the rankings with an average index of 88.5 in these three domains and a maximum value of 99 in chance creation.

The Bayern Munich’s French international is ahead of Barcelona’s Spaniard Lamine Yamal (87.7) and Bayer Leverkusen’s German Florian Wirtz (85.0). The top 10 also includes two Brazilians (Vinícius and Savinho), two Frenchmen (Ousmane Dembélé and Désiré Doué), an Englishman (Bukayo Saka), an Egyptian (Mohamed Salah) and a Dutchman (Noa Lang).

The latter is the top-ranked player active outside the big-5 European leagues. He is ahead of Estêvão Willian (Palmeiras, on loan from Chelsea) and Rodri Sánchez (Al-Arabi). The oldest players in the top 100 are Iago Aspas (Celta Vigo), Karim Benzema (Al-Ittihad) and Yacine Brahimi (Al-Gharafa). Only footballers who played at least 1,080 minutes during the current season were taken into account.

* This report provides more information on the CIES Football Observatory’s performance indices elaborated from Wyscout data.

>>> Top 100

Issue number 494 of the CIES Football Observatory Weekly Post presents the 100 players from outside the big-5 European leagues whose transfer value has risen the most over the last six months. At the top of the list is Porto’s Spanish striker Samu Aghehowa, second top scorer in the Portuguese top flight, with an increase of €39 million (from €29.6m to €68.6m).

Palmeiras’ new Brazilian full international Estêvão Willian, owned by Chelsea, comes second with an increase of €30 million (from €30m to €60m). Benfica’s Spaniard Álvaro Carreras completes the podium (+€28m) ahead of teammate Tomás Araújo (+€25m). Three other players active in Portugal are in the top 10 (Conrad Harder, Geovany Quenda and Roger Fernandes), along with Antoni Milambo (Feyenoord), Jan-Carlo Simić (Anderlecht) and Mika Godts (Ajax).

All estimates have been calculated on the basis of a statistical model developed exclusively by the CIES Football Observatory research team, built on almost 10,000 paid transactions, as detailed in this scientific paper. This tool presents the best-valued players per team in 65 leagues worldwide. A paying platform with weekly valuations of over 30,000 players is also available for professionals in the game.

>>> Top 100

To celebrate its twenty years of existence and pay tribute to the clubs developing the talent that makes us love football, the CIES Football Observatory is very proud to present a study of the teams that have trained* the most players fielded in Europe’s big-5 over the last two decades. The top three are Real Madrid (166 players), Barcelona (156) and Paris St-Germain (111).

Olympique Lyonnais and Manchester United (both with 103 players) are at the foot of the podium, followed by Stade Rennais and Atalanta (94). Among the teams outside the big-5, the three having trained the most footballers who have played in the five major leagues since 2005/06 are Ajax (73 players), Sporting CP (64) and River Plate (51). Boca Juniors (49 players) and Benfica (45) are also in the top 5.

To celebrate twenty years of hard work, the CIES Football Observatory research team has also prepared a more in-depth study, published as the 99th Monthly Report, notably including details of the footballers trained by team and a map of all the big-5 clubs in which they have played. Enjoy the read and thank you for your interest!

* Training clubs are defined as the first teams where footballers have played for at least three years between the seasons of their fifteenth and twenty-first birthdays (seasons of these birthdays included).

>>> Weekly Post

>>> Monthly Report

Using technical data collected by our partners Wyscout, the CIES Football Observatory has developed various synthetic indices on a base of 100 to measure the level of performance of players in six areas of the game (more details here). This Weekly Post presents the hundred U23 midfielders from 46 leagues around the world with the highest values in ground defence (see below).

Borussia Mönchengladbach’s Rocco Reitz has the highest score. The German is ahead of another big-5 league player, Barcelona’s Spaniard Marc Casadó, and Genk’s Guinean Ibrahima Sory Bangoura. After a season in the reserve team, Bangoura is emerging as a potential transfer candidate to an even bigger club. Two other players from outside the big-5 are in the top 10: Amine Lachkar (Willem II) and Nick Fichtinger (Zwolle).

Tenth overall, Las Palmas’ Portuguese Dário Essugo (on loan from Sporting CP) has the highest score among players who have not yet celebrated their twentieth birthday. The three youngest players in the top 100 are Frenchmen Ayyoub Bouaddi (LOSC Lille) and Warren Zaïre-Emery (Paris St-Germain), as well as Swede Lucas Bergvall (Tottenham). Of the 46 leagues analysed, 32 are represented by at least one player in the top 100.

The ground defence index is calculated by adding up the defensive duels won by players below elbow height, pass interceptions and anticipations on loose balls (without clear possession) in relation to the average values measured at team and position level (on a pro rata basis of the different positions played). The value obtained is corrected by the success rate of ground duels undertaken and the sporting level of the matches played.

>>> Full rankings

The 491st CIES Football Observatory Weekly Post presents the U25 players who are sportingly the most deserving for a senior national team debut. The rankings were established on the basis of a performance index* specifically designed by our research team using Wyscout data. They include the ten players with the highest performance scores from 50 nations around the world.

For the major nations, the following U25 non-full international footballers are considered the most deserving: Santiago Hezze (Olympiacos, Argentina), Jarne Steuckers (Genk, Belgium), Murillo (Nottingham Forest, Brazil), Elliot Anderson (Nottingham Forest, England), Hugo Ekitike (Eintracht Francort, France), Nico González (Manchester City, Spain), Yann Aurel Bisseck (Inter, Germany) and Marco Carnesecchi (Atalanta, Italy).

For all the players listed, the Post also presents the estimated transfer value according to the CIES Football Observatory’s statistical model, based on the assumption of an international debut. In this case, the five highest values were recorded for Jamie Gittens (England, €74.2m), Désiré Doué (France, €62.9m), Santiago Castro (Argentina, €60.5m), Archie Gray (England, €56.6m) and Dean Huijsen (Spain, €51.2 m)

* The index is based on the footballers’ playing time over the last year, the sporting level of the matches played and the players’ performances in six areas of the game (method here).

>>> Full data

>>> Any organisation interested in our services is invited to contact us to find out more about all the possible applications of the multiple procedures developed.

In the last two transfer windows, only one team has had a negative net spending* of more than €250 million: Brighton & Hove. Now firmly established in the Premier League, the English club recorded a deficit of €197 million during last summer and €56 million this winter. Premier League newly-promoted Ipswich Town and Saudi Arabia’s Al-Nassr round out the podium of the teams with the worst balance sheets. All the data is available free of charge here.

In the other European big-5 leagues, the biggest deficits were recorded by Atlético Madrid (-€116m) in Spain, AS Roma (-€111m) in Italy and Bayern Munich (-€63m) in Germany. Manchester City totalled the biggest win last summer (+€157m) and the greatest loss in the transfer window that has just ended (-€226m). In terms of spending, Brighton & Hove (€317m) are ahead of Chelsea (€310m) and Manchester City (€278m).

An English club tops the list also in terms of the most positive results: Leeds United (+€132m). Another team relegated from the Premier League with a squad featuring many young players highly rated on the transfer market ranks in the top three: Burnley FC (+€101m). RC Lens is second (+€106m), while Benfica (+€92m) and Porto (+€82m) are just off the podium.

* All figures include any add-ons regardless of their effective payment or receipt, as well as fees earned from sell-ons. Loans with a non-conditional obligation to buy have also been considered.

>>> Full data for the 100 clubs with the highest transfer fee volumes

Issue number 489 of the CIES Football Observatory Weekly Post forecasts the results up to the end of the season of teams in 42 leagues around the world according to their performance level. The latter was measured on the basis of a statistical model including the number and location of the passes and shots made and conceded so far by teams (Wyscout data), regardless of the results obtained.

In the five major European leagues, the best progress in terms of points per match should come from Toulouse and Monaco in Ligue 1 (with Auxerre and Strasbourg at the opposite end), Borussia Dortmund in the Bundesliga (RB Leipzig at the opposite), Cagliari and Como in Serie A (Empoli at the opposite), Tottenham and Manchester City in the Premier League (Newcastle at the opposite), as well as Girona and Getafe in La Liga (Leganés at the opposite).

Across all leagues, the greatest positive gaps between the points per match achieved so far and those predicted up until the season end were measured for Bulgaria’s CSKA Sofia (+0.66), United Arab Emirates’ Al-Wasl FC (+0.54) and Cyprus’ APOEL FC (+0.5). Conversely, Serbia’s FK Mladost (-0.62), the Emiratis of Ittihad Kalba (-0.52) and Saudi Arabia’s Al-Riyadh SC (also -0.52) are expected to experience the biggest drops in form.

>>> Full data

The 488th CIES Football Observatory Weekly Post presents the 100 players who have scored the most goals in official club or national team matches (senior, U23 or U21) over the last year. Sporting CP’s Swede Viktor Gyökeres is clearly at the top of the list with no fewer than 64 goals: 54 for his club and 10 at national team level.

Erling Haaland (Manchester City and Norway) and Harry Kane (Bayern Munich and England) complete the podium with 52 and 47 goals respectively. In terms of goal frequency, the top three are Irishman Garbhan Coughlan of Cashmere Technical in New Zealand (one goal every 43 minutes), Japan’s Tomoyuki Doi of Geylang United in Singapore, and Uruguay’s Martín Cauteruccio of Sporting Cristal in Peru.

The Post also presents the rankings for the last two and three years. Over the last two years, nobody has scored more goals than Erling Haaland (101), while Kylian Mbappé tops the last-three-year list with 147 goals. The youngest player in last year’s top 100 is the Spaniard Chupete (Atlético Malagueño), while the evergreen Cristiano Ronaldo (Al-Nassr and Portugal) is the oldest.

>>> Full data

The 487th CIES Football Observatory Weekly Post presents the U23 players not yet in Europe’s big-5 who are most ready to take the next step in their careers. The selection is based on an index considering the footballers’ playing time over the last year, the sporting level of matches played, as well as their performances in six game areas (Wyscout data).

Sporting CP’s Belgian full international Zeno Debast tops the table with an index of 87.5 out of 100. Another centre back, PSV Eindhoven’s Dutchman Ryan Flamingo, ranks second, while his teammate Malik Tillman (86.2) round up the podium. Ukrainian Georgiy Sudakov (Shakhtar Donetsk) is fourth, ahead of Portugal’s Álvaro Carreras (Benfica). Sixth-placed Brazilian Wesley França (Flamengo) is the top-ranked player outside Europe.

The Post presents the overall top 100, as well as the ten highest-ranked players in 60 leagues worldwide. The following footballers head the rankings in their respective league: Christos Tzolis (Belgium), Manfred Ugalde (Russia), Mario Mitaj (Saudi Arabia), Martin Vitík (Czech Republic), Oscar Gloukh (Austria), Victor Guzmán (Mexico), Thiago Fernández (Argentina) and Semih Kiliçsoy (Turkey). For all players, the Post also unveils the estimated transfer value.

>>> Full data

>>> More information on the technical analysis of performance

>>> Scientific paper on the statistical model for transfer estimates

The CIES Football Observatory is the world leader in the scientific evaluation of professional players’ transfer values. Issue number 486 of the Weekly Post presents the 100 best-valued footballers in the world today. Englishman Jude Bellingham, under contract with Real Madrid until 2029, tops the list with a value of €251 million.

Manchester City’s Norwegian Erling Haaland (€221m) and Real Madrid’s Brazilian Vinícius Júnior (€206m) complete the podium despite contracts extending only until 2027. Fourth-placed Spaniard Lamine Yamal (€180m) is tied to his club for even less time (June 2026), which would facilitate a possible departure from Barcelona. Now aged 26, despite a contract with Real Madrid until 2029, Kylian Mbappé’s transfer value (€175m) is only the fifth-highest.

Three Premier League players, England’s Bukayo Saka, Cole Palmer and Phil Foden, one from the Bundesliga, Germany’s Florian Wirtz, and a fourth Real Madrid footballer, Brazil’s Rodrygo, also feature in the top 10. The highest value for goalkeepers was recorded for Bart Verbruggen (Brighton & Hove), while Joško Gvardiol (Manchester City) tops the list for defenders and Viktor Gyökeres (Sporting CP) for players from outside the big-5.

>>> Top 100

>>> Best-valued player per club in 65 leagues worldwide

>>> Scientific paper on the CIES Football Observatory method

Thanks to the collaboration with Wyscout, the CIES Football Observatory has developed a robust and innovative method for comparing player performance. This report presents the footballers from 65 leagues around the world born in 2004 or later with the best performance index in the current or last completed season for the leagues alredy finished.

The performance index used to establish rankings is calculated on a 100-basis from player activity in six areas of the game: ground defence, aerial play, distribution, chance creation, take on and finishing. This other study details the methodology exclusively developed to measure performance in each of these areas.

The scouting report presents the 20 best performing young footballers for 20 categories defined according to players’ main position and technical characteristics. For each player, we alspo present his estimated transfer value according to the exclusive CIES Football Observatory statistical model. At the top of the list in their respective categories are:

Goalkeepers: Guillaume Restes (Toulouse) and Rome Jayden Owusu-Oduro (AZ Alkmaar).

Centre backs: Abdukodir Khusanov (Lens), Pau Cubarsí (Barcelona) and Taras Mykhavko (Dynamo Kyiv).

Full/wing backs: Jorrel Hato (Ajax), Malick Diouf (Slavia Prague), Oliver Braude (Heerenveen), Martim Fernandes (Porto) and Geovany Quenda (Sporting CP).

Midfielders: Warren Zäire-Emery (Paris St-Germain), Aleksandar Pavlović (Bayern Munich), João Neves (Paris St-Germain), Kendry Paez (Independente del Valle) and Aleksey Batrakov (Lokomotiv Moskow).

Wingers: Kenan Yildiz (Juventus), Thiago Fernández (Vélez Sarsfield), Lamine Yamal (Barcelona) and Arda Güler (Real Madrid).

Centre forwards: Samu Aghehowa (Porto) and Kauã Elias (Fluminense).

>>> Top 20s per category (update if the file is not displayed)

The 485th CIES Football Observatory Weekly Post presents the 20 outfield footballers in 66 leagues around the world who played the most official game minutes in 2024, either for clubs (at senior level only) or national teams (A, U23 or U21). Up to December 15, the most-used outfield player in absolute terms is FC Barcelona’s French international Jules Koundé: 5,872 minutes spread over 69 matches.

Fluminense’s Colombian Jhon Arias and Real Madrid’s Uruguayan Federico Valverde complete the podium. The next three places are occupied by players over the age of 30: Dutchman Virgil van Dijk (33.4), Argentina’s Nicolás Otamendi (36.8) and Switzerland’s Granit Xhaka (32.2). Reading FC’s New Zealander Tyler Bindon is the only footballer under the age of 20 in the top 100, demonstrating the sensitivity of coaches when it comes to balancing the efforts of younger players.

Also with respect to the top 100 outfield players overall, a clear majority of minutes were played in domestic club competitions: 73.2% of the total. The remaining playing time spread almost equally between international club competitions and national teams: 15.1% for the former and 13.4% for the latter (including the Olympic Games). These reports provide more exclusive analysis on the hot topics of match calendar and player workload.

>>> Top 20 per league

The 484th CIES Football Observatory Weekly Post ranks clubs worldwide according to the monetary balance of transfer transactions concerning non-academy players signed since 2015 and no longer owned by the club. The figures presented include any add-ons regardless of whether they have actually been paid or received, as well as revenues generated through sell-on clauses.

LOSC Lille has the most positive result, with €234m spent over the last decade on players no longer owned by the club, compared with €617m of revenues and a balance sheet of +€384 million. The French outfit are ahead of the Dutch side of Ajax (+€289m) and the Germans of RB Leipzig (+€288m). Three other clubs recorded a positive balance of over €200m: Eintracht Frankfurt, Atalanta and Benfica.

Another French club has had the worst trading record of the last decade: Paris St-Germain. The team from the capital has a deficit of €646 million, almost half of which is linked to the transfers of Kylian Mbappé (-€180m) and Neymar (-€122m). Two English teams also totalled a deficit in excess of €500 million: Manchester United (-€584m, maximum loss of €110m for Paul Pogba) and Chelsea (-€580m, maximum loss of €70m for Romelu Lukaku).

>>> Full data

Issue number 483 of the CIES Football Observatory Weekly Post compares 144 men’s senior national teams in terms of the average age of line-ups fielded in 2024. Values range from a high of 30.38 years of age for Peru (ahead of Iran) to a low of 23.05 years of age for the Cayman Islands (ahead of Puerto Rico).

At UEFA member association level, the three men’s national A-teams having fielded the oldest players on average were Montenegro (28.94 years of age), Slovakia (28.92) and Switzerland (28.79). In contrast, the lowest values were recorded for San Marino (24.31 years of age), Northern Ireland (24.39) and Estonia (25.82).

The Post also presents the percentage of minutes by age group. Players aged 21 or under at the time of the matches played up to 14.5% minutes for European champions Spain. Worldwide, this proportion is around 10%. At confederation level, the lowest percentage of minutes by U21 players was recorded in South America (about 7%).

>>> Full data

The 482nd CIES Football Observatory Weekly Post presents the 100 players under the age of 20 (as of 27 November) with the most playing experience* in 2024, while having played fewer than 900 official game minutes at senior level in the previous year. Despite being just 17.8 years old, Barcelona’s centre back Pau Cubarsí tops the list.

England’s Kobbie Mainoo (Manchester United) and Argentina’s Julio Soler (CA Lanús) complete the young revelations’ podium. They are ahead of Brazilian Estêvão Willian (Palmeiras, owned by Chelsea) and Turkey’s Semih Kiliçsoy (Beşiktaş JK). Belgium’s Konstantinos Karetsas (KRC Genk) is the youngest player listed, ahead of Ayyoub Bouaddi (LOSC Lille), Gabriel Carvalho (SC Internacional), Franco Mastantuono (River Plate) and Chris Rigg (Sunderland AFC).

No fewer than 38 leagues are represented in the top 100, with a maximum of 11 players from the Brazilian Serie A, followed by eight in the Argentinian top flight. The highest experience value of any player under the age of 20 was recorded for Lamine Yamal. However, the Spanish prodigy was already an established professional in 2023. More complete rankings are accessible on request.

* Projected on a basis of 100, the experience score takes into account the minutes played in official matches at senior level in 2024, weighted by the sporting level of the games and the results. More information on the exclusive CIES Football Observatory methodology is available in this note.

>>> Top 100

While a consultation was opened following the regulatory changes requested by the Court of Justice of the European Union in the context of the ‘Diarra’ case, the 481st CIES Football Observatory Weekly Post presents the financial statements* of the transfer operations carried out over the last decade by the clubs of the world’s main leagues.

The analysis highlights the Premier League’s unique status as a provider of funds for teams around the world. The clubs in England’s top flight have indeed accumulated a net deficit of €11.6 billion over the last ten years, far more than the two other leagues with the most negative balance sheets: the Saudi Pro League (-€1.8 billion) and Italy’s Serie A (-€1.5 billion).

In contrast, the Portuguese Primeira Liga is the competition whose clubs have financially most benefited from transfer deals over the last ten years (+€2.4 billion), ahead of the Dutch Eredivisie, the Brasileirão and the English Championship (all around +€1.5 billion). Any future drop in transfer fees could therefore mainly affect teams in these leagues.

* The figures published include fixed transfer fees, any add-ons regardless of whether they have actually been paid, as well as sums paid in the context of paying loans. Within the limits of available information, the data on beneficiaries considers sell-on fees negotiated by previous clubs.

>>> Full data

>>> More data, including for clubs, in this report

The 480th CIES Football Observatory Weekly Post presents the Wyscout data on shots taken and conceded from the danger zone (the central rectangle of the penalty area) by teams in 63 leagues around the world. With 6.9 more shots from this zone attempted than conceded per game, former Rúben Amorim and Portugal’s Sporting CP have the best record in absolute terms.

As for the European big-5, the most positive gaps were recorded for Manchester City in the Premier League (with Leicester City last), Barcelona in La Liga (Real Valladolid at the opposite end), Bayern Munich in the Bundesliga (Bochum at the other extreme), Monaco in Ligue 1 (Montpellier at the bottom) and Atalanta in Italy (Monza in last position).

The Post also presents the difference between points achieved and expected according to a statistical model built on the basis of the difference in shots taken and conceded from the danger zone per match and club. The most positive gap in absolute terms was measured for Scotland’s Aberdeen (1.58 more points per game than expected according to shooting statistics), which reflects above-standard efficiency and may foreshadow a decline in performance.

>>> Full data

>>> More performance stats

The Weekly Post number 479 presents the 100 players in the world who have not yet celebrated their 21st birthday with the highest transfer value according to the CIES Football Observatory statistical model. The Spanish prodigy Lamine Yamal (Barcelona, €180.9m*) outranks Alejandro Garnacho (Manchester United, €114.8m) and Warren Zaïre-Emery (Paris St-Germain, €109.0m). A fourth youngster is valued at over €100 million: Sávio Moreira (Manchester City, €101.0m).

In defensive positions, Guillaume Restes (Toulouse, €28.8m) tops the list for goalkeepers, Lucas Beraldo (Paris St-Germain, €70.3m) for centre backs and Rico Lewis (Manchester City, €87.2m) for full/wing backs. Three other U18 players in addition to Yamal feature in the top 100: Ecuadorian Kendry Paez (Independiente del Valle, on loan from Chelsea), Brazilian Estevão Willian (Palmeiras, also on loan from Chelsea) and Spaniard Pau Cubarsí (Barcelona).

Seventeen leagues are represented in the top 100, with a maximum of 26 players for the Premier League, followed by Ligue 1 (17) and La Liga (12). In terms of the clubs to which top-ranked footballers belong, Brighton & Hove (6 players) are ahead of Chelsea, Paris St-Germain and Barcelona (4). This open access and peer reviewed scientific paper details the methodology used to determine fair prices for professional football players worldwide.

* All figures mentioned include eventual add-ons and refer to 100% of transfer rights.

>>> Top 100 U21 players

>>> Click here to see the estimates for the best-valued players per club.

The 478th CIES Football Observatory Weekly Post ranks football clubs and academies worldwide according to their ability to train top-level players. Portugal’s Benfica top the list, both for the number of footballers trained* playing in 49 top divisions around the world, and with respect to the training index, a metric that weights the numerical presence of players trained by their sporting level**.

On a global scale, Benfica (94 players trained for a training index of 103.7) are ahead of Argentina’s Boca Juniors (93; 102.2) and Barcelona (81; 98.6). The Catalans come out on top when only players currently active in the European big-5 are considered (46 players; 58.6), ahead of Real Madrid (34; 44.0) and Paris St-Germain (35; 39.5). Regarding footballers playing in the 30 main European leagues, the best training index was measured for Ajax.

The players included in the sample had to be present on October 1st 2024 in the first team squad of clubs in the following 49 leagues and have played domestic league matches up to that date. If this was not the case, they had to have played at adult level (not including B teams) in each of the two previous seasons. Second or third choice goalkeepers were considered in all cases.

>>> All rankings

* Training clubs are the first teams in which footballers have played for at least three years between the seasons of their 15th and 21st birthdays (inclusive).

** The sporting level of players is computed by considering all official game minutes played at senior level during the last year, weighted by the sporting coefficient of matches according to this methodology.

The 477th CIES Football Observatory Weekly Post compares clubs in 49 leagues around the world according to the average age at which the players in their current squad were signed (not including youth academy graduates). Two BlueCo clubs are among the four big-5 league teams most focused on young players: RC Strasbourg (1st, 21.8 years) and Chelsea FC (4th, 22.5 years).

Four Red Bull teams are also among the teams recruiting the youngest players on average: RB Salzburg (3rd overall behind MŠK Žilina and Rukh Lviv), RB Leipzig (3rd in Europe’s big-5 behind Strasbourg and Brentford), as well New York RB and RB Bragantino (1st and 2nd among clubs from the 19 non-European championships surveyed).

Several teams taking part in the Champions League are among those most focused on recruiting young talent, such as Shakhtar Donetsk, Sturm Graz, Real Madrid, Monaco, Stuttgart, Paris-St-Germain and Sporting CP. In contrast, teams such as Inter, Atlético Madrid and Girona focus primarily on signing experienced players.

>>> Full data

The 476th CIES Football Observatory Weekly Post presents the top 50 players in take on area, both in the European big-5 and in 60 other leagues around the world. The top three for the five major European championships is made up of Mohammed Kudus (West Ham), Iliman Ndiaye (Everton) and Nuno Tavares (Lazio).

With regard to the 60 other leagues included in the analysis, the highest values were recorded for São Paulo’s Brazilian Ferreira, Malmö’s Swede Taha Ali and Gremio’s Venezuelan Yeferson Soteldo. The youngest players in the rankings are Yamine Lamal for the big-5 (17.2 years) and Estêvão Willian (Palmeiras) for the other leagues (17.5 years).

The take on index is computed on a scale of 100 from the frequency of successful dribbles achieved by players, corrected by their success rate (Wyscout data). A dribble is considered successful when the team of the player who attempted it maintains possession by approaching the opponent’s goal or when the dribbler is fouled. The data refer to the current season’s domestic league matches. Only footballers who played at least 360’ have been included in the rankings.

The 475th CIES Football Observatory Weekly Post presents the 100 clubs worldwide whose footballers under contract have the highest aggregate transfer value (including players on loan to other teams). With a squad featuring many young stars bound by long-term contracts, Real Madrid clearly leads the way with the highest aggregate transfer value ever recorded for a football club: €1.728 billion.

Manchester City ranks second, with an ’owned-players’ valuation of €1.471 billion. Another English club, Chelsea FC, is third: €1.388 billion. Despite recent results that have not always lived up to expectations, the Londoners have a squad that is both rich in numbers and young talented players tied by long-term contracts. In terms of the average value of players owned, Real Madrid are in first place, followed by three English clubs (Manchester City, Arsenal and Liverpool).

The estimates were calculated on the basis of a statistical model developed exclusively by the CIES Football Observatory, using a methodology explained in this peer-reviewed paper recently published in the International Journal of Financial Studies. The estimated transfer values of the best-valued player by club in over 60 leagues worldwide are available free of charge in this online tool.

The 474th CIES Football Observatory Weekly Post presents the top 50 creators of chances in today world football, both in the Europe’s big-5 and in 60 other leagues around the globe, according to an exclusively developed index (see below). The top Portuguese talent João Neves (Paris St-Germain) outranks the iconic Lionel Messi (Inter Miami).

For the five major European leagues, João Neves is ahead of Cole Palmer (Chelsea), Romano Schmid (Werder Bremen) and Lamine Yamal (Barcelona). At the level of the other 60 leagues included in the analysis, two Spaniards rank after Lionel Messi: Iñigo Vicente (Racing de Santander) and Riqui Puig (Los Angeles Galaxy). The youngest players in the top 50s are Lamine Yamal and Kenan Yildiz for the big-5, as well as Kendry Páez (Independiente del Valle, on loan from Chelsea) for the other leagues.

The chance creation index is calculated on a scale of 100 by adding the frequency of passes leading to a goal or a clear chance, passes made to the assistman (second assist), as well as passes breaking the opposition’s defensive line received by a teammate (Wyscout). More explanations in this Monthly Report. The data refer to the current season’s domestic league matches. Only footballers who played at least 360’ have been included in the rankings.

>>> Full rankings

The 473rd CIES Football Observatory Weekly Post presents SkillCorner data on the midfielders with the best statistics for keeping the ball in high-pressure situations* in 18 European top divisions, the Brasileirão and Mexico’s Liga MX. Bayern Munich’s German full international Joshua Kimmich tops the list among midfielders who have been confronted with at least 60 high-pressure situations during the current season.

Torino’s Italian international Samuele Ricci and Tigres UANL’s Brazilian Rafael Carioca complete the top three. Three players who have not yet turned 21 feature in the top ten: two from the Danish side Nordsjælland (Ivory Coast’s Mario Dorgeles and Denmark’s Zidan Sertdemir), as well as Paris St-Germain’s French prodigy Warren Zaïre-Emery. The youngest player in the top 100 is Tijuana’s great Mexican talent Gilberto Mora (15.9 years, 43rd).

By team, the highest values were recorded for Manchester City (84.4%), Juventus (83.8%) and Shakhtar Donetsk (83.7%). These are all clubs that attack collectively, which makes the task of players carrying the ball easier, as analysed in greater detail in this Monthly Report. This is why the Post also presents the gap measured for each player in relation to his team’s average, with WSG Tirol’s Austrian Valentino Müller a surprising leader.

* A player is considered under pressure when he is in possession of the ball and at least one opponent player nearby him is trying to either recover the ball or limit his options. For each situation, SkillCorner determines the intensity of pressure by considering the speed of the players applying it, their distance to the player in possession and the angle of their movement. More information is available here.

>>> Top 100

The 472nd CIES Football Observatory Weekly Post ranks clubs in 58 leagues around the world according to the percentage of minutes by footballers who did yet turn 21 in domestic league matches played over the last three years. Barcelona leads the European big-5 league table (22.6% of minutes by U21 players), while Ukrainian side Rukh Lviv are the most youth-oriented club in absolute terms (41.1%).

Denmark’s Nordsjælland (40.7% of minutes by U21s) and Uzbekistan’s Olympic (39.9%) complete the podium across the 58 leagues analysed, ahead of Slovakia’s MŠK Žilina and Austria’s RB Salzburg. At Europe’s big-5 league level, Barcelona outranks the French of Olympique Lyonnais (20,7%). Outside Europe, the Uruguayans of Defensor SC (23.9%) are ahead of Colombia’s Fortaleza CEIF (22.8%) and Envigado (22.5%).

The Post also presents the number of U21 footballers fielded, both in total or imported from abroad. From the latter perspective, at the top three positions are Switzerland’s FC Basel (24 foreign U21 players), Austria’s RB Salzburg (22) and Denmark’s Nordsjælland (21). Parma heads the rankings for the big-5 (16 players), while United Arab Emirates’ Al-Wasl FC tops the table among non-European clubs (13).

>>> Full data

>>> Demographic Atlas

The 471st CIES Football Observatory Weekly Post presents the top 100 of players worldwide who did not yet turn 20 in terms of their relative experience level*. Lamine Yamal tops the list with 2.75 times more experience than the average measured for players of the same age and position. The Spaniard outranks his Barcelona teammate Pau Cubarsí (x2.42) and Real Madrid’s Endrick Felipe (x2.41).

Paris St-Germain’s Warren Zaïre-Emery is fourth, ahead of Manchester United’s Kobbie Mainoo. The three youngest players in the top 100 are KRC Genk’s Belgian Konstantinos Karetsas (16.8 years; 71st), LOSC Lille’s Frenchman Ayyoub Bouaddi (16.9 years; 54th) and River Plate’s Argentinian Franco Mastantuono (17.1 years; 22nd).

Outside the European big-5, the top three are Ecuador’s Kendry Páez (Independiente del Valle, on loan from Chelsea), Brazil’s Estêvão Willian (Palmeiras, also on loan from Chelsea) and Turkey’s Yasin Özcan (Kasimpaşa). In total, 38 leagues are represented in the top 100, with a maximum of 13 players for the English Premier League, followed by 10 for the French Ligue 1.

* The level of experience is calculated on the basis of last year’s official game minutes, weighted by the sporting level of matches played.

>>> Top 100

>>> The CIES Football Observatory will be present at World Football Summit (WFS) Europe (booth No. 5), which is taking place in Sevilla between Wednesday 18th September and Thursday 19th September 2024. Visit us or schedule a meeting

The 97th Monthly Report of the CIES Football Observatory analyses the financial flows of transfer operations occurred over the last decade. Despite a 10% drop compared to the record year of 2023, the amount of transfer fees invested by clubs worldwide remained at a very high level in 2024: €10.96 billion including add-ons. This is the second highest figure ever recorded.

With about €23 billion of transfer fees committed over the last decade, the English Premier League stands out clearly (28% of the total), followed by the Italian Serie A (€10.8 billion). The Premier League is also the competition with the most negative net spending since 2015 (-€11.5 billion), followed by the Saudi Pro League (-€1.8 billion). In contrast, the Portuguese Primeira Liga (+€2.3 billion) is ahead of the English Championship, the Dutch Eredivisie and the Brazilian Serie A.

In terms of individual clubs, Chelsea stands out with a record €2.78 billion invested in transfer fees over the last decade. This is 42% more than the next two biggest spenders: Manchester City and Manchester United. The latter team has the most negative net transfer balance over the last decade (-€1.30 billion) ahead of Chelsea and Paris St-Germain. Conversely, Portugal’s SL Benfica has the most positive net spending (+€816 million), well ahead of Ajax and RB Salzburg.

>>> Full report

>>> Updated Weekly Post on last summer window’s analysis per league

The 470th CIES Football Observatory Weekly Post presents the 100 teams in the world having committed the most money in transfer fees to recruit their current squad members (both permanently or on loan). Chelsea tops the list with €1.28 billion including add-ons (regardless of their actual payment) and €1.15 billion without them. These are the highest values ever recorded (see last year’s rankings).

Manchester City and Manchester United complete the podium, with amounts including add-ons also in excess of €1 billion. Sixth with €772 million, Paris St-Germain is the only non-English team in the top seven. The French outfit ranks just behind Arsenal (€798 m) and Tottenham (€787m), while outranking Liverpool (€735m). Real Madrid (€720m) and Juventus (€626m) are the only other non-Premier League clubs in the top 10.

Al-Hilal (€485m, 13th) are first among non-big 5 league teams, ahead of three other Saudi Arabia’s clubs: Al-Nassr (€270m), Al-Ittihad (€226m) and Al-Ahli (€224m). Flamengo (€208m) clearly outranks Botafogo (€85m) and Palmeiras (€77m) for South America. In total, 19 countries are represented in the top 100, with a maximum of 24 clubs for England (the 20 Premier League sides and four teams from the Championship).

>>> Full data

The 469th CIES Football Observatory Weekly Post compares the transfer fees invested by clubs worldwide (including add-ons) between the summers 2023 and 2024. In both cases, the period taken into account runs from 1 June to the Monday of the last week of the transfer window (28 August in 2023 and 26 August in 2024).

Overall, the expenditure fell by 13%, from €8.18 billion to €7.08 billion. English Premier League clubs were once again the biggest spenders (€2.19 billion), although their investments were also down (-€270 million, -11%). The Saudi Pro League saw the biggest drop in both absolute (-€657 million) and relative terms (-75%).

In the other leagues of the European big-5, a decline was recorded so far in the German Bundesliga (-€160 million, -20%), while investment rose in Italy’s Serie A (+€130 million, +17%), with stable figures for both Spanish Liga and France’s Ligue 1. The biggest relative increase among the 20 most active leagues was in the Brasileirão (+87 million, +136%), mainly due to the arrival of foreign capital in club ownerships.

>>> Full data

Following the three CIES Football Observatory Summer Series reports on global football match calendar and player workload, our colleagues of the CIES Sports Intelligence have elaborated a very comprehensive (>50 pages) and highly informing study that we are happy to help disseminating.

CIES Sports Intelligence media release

‘Through a series of cases studies and analyses, the CIES Sports Intelligence report on the elite men’s football match calendar and player workload provides an empirical outlook on both current and historical trends related to these topics. Notwithstanding the importance of the international match calendar’s structure, the study underlines the prominent role of domestic bodies (i.e. leagues or national associations) as competition organisers, highlighting some of the differences that exist at individual country level.

Moreover, the report illustrates that, somewhat contrary to the current narrative within the football ecosystem, there is no consistent evidence of an increase in elite player workload since the turn of the century. In fact, the contrary appears to exist according to the research conducted by CIES Sports Intelligence. Highlights from the report include:

•⁠ Players – overall workload: With a total of 6,258 minutes (the equivalent of nearly 70 full matches) played between club and national team in 2012/2013, David Luiz holds the single season record across all players that competed in the top eight European divisions over the past 25 years. The two next highest values date back even further - to Frank Lampard and Roberto Carlos campaigns in 2006/2007 and 1999/2000 respectively. Bruno Fernandes (6th) is the only player in the top ten related to a season that does not precede 2013 at least. When extending the analysis to the top 50 players by total number of minutes per season, the overall trend has been on a decreasing trajectory for the past three seasons when compared to any three-year cycle since 1999/2000.

•⁠ Competition – calendar occupation: Domestic competitions have accounted for 94,2% of the distribution of football matches between the seasons 2012/13 and 2023/24.

•⁠ ⁠Competitions and clubs – Back-to-back matches: Taking a sample size from the top-five ranked European domestic leagues, during the 2023/2024 season, England was home to the highest number of domestic back-to-back matches (event of a club playing two domestic games within 72 hours from one another) involving top division clubs (with 87 instances). English Premier League clubs topped the ranking also in terms of the shortest average time (67.3 hours) between back-to-back matches.

•⁠ Clubs – International tours: After considering the total calendar days with no competitive football being played, Manchester United (52 friendlies), Manchester City (45 friendlies) and Real Madrid (45 friendlies) are the clubs that played the highest number of friendly matches outside of Europe between July 2010 and May 2024. League-wide, the English Premier League set a new record in 2023/2024 with an aggregate total of 42 ‘non-European’ friendlies played (and a total 308,212 kilometers travelled in the process – the third highest total since 2001/2002).

•⁠ Players – substitute data: With data taken from four European leagues (England, Germany, Italy and Spain), substitutes have been on the pitch for an aggregate average of 86,775 additional minutes per season since the permanent introduction of the five changes. This value represents a 51.1% increase compared to the total recorded during the last season with only three substitutions allowed.’

>>> Full report

The third report of the CIES Football Observatory Summer Series on Match Calendar and Player Workload focuses on the most in-demand footballers. It notably reveals that, over the last twelve years, more than three quarters of minutes played by most fielded footballers per season worldwide (>4,500 minutes) were played in national club competitions (76.3%).

This finding confirms for the most in-demand footballers the conclusion already drawn in the first report at the level of all players: national leagues, more than any other organiser, have a dominant role in structuring the football match calendar. This situation has changed little over time (see also the second report on clubs) and the changes made to the format of certain competitions will have only a minor impact.

Projections for 2024-2028 show indeed that, given recent trends in squad size, turnover and the use of five substitutions, the proportion of active footballers in the 40 leagues studied who will play more than 4,500 official game minutes per season (50 full matches) will be slightly lower than that observed between 2020 and 2024: 1.02% compared with 1.07%.

>>> Third report on most in-demand players

>>> Second report on clubs

>>> First report on organisers

The second report of the CIES Football Observatory Summer Series on Match Calendar and Player Workload analyses the trends in the number of official games played by clubs in 40 of the top leagues worldwide. The study notably reveals that the teams are not playing more matches per season, countering the popular belief of an ever more crowded match calendar.

Between 2012 and 2024, the average number of fixtures per club and season is stable at just over 40. Only about 5% of clubs play 60 or more games per season (not including friendlies). Looking further back to the 2000/01 season, the same finding holds true for the big-5 leagues’ representatives in the UEFA Champions League, with even a decrease in the overall number of official matches played during the last three seasons.

No significant change was observed in the proportion of clubs playing 60 or more matches neither. The values measured at global level for the last two seasons (3.7% for 2022/23 and 4.0% for 2023/24) are here too lower than the average recorded over the entire period. The study also project figures for the next four year-cycle, with national leagues continuing to play a dominant role in the organisation of matches.

>>> Full study

This first report of the CIES Football Observatory Summer Series on Match Calendar and Player Workload in men’s football analyses trends in the number of games and minutes per season played over the last twelve years by footballers from 40 of the top leagues worldwide, as well as their breakdown according to organisers and projections for the 2024-28 period.

National leagues have by far the greatest weight on the organisation of men’s world football. Between 2012 and 2024, they accounted for 82.2% of all matches played by footballers from the 40 leagues surveyed. The second largest organiser, national associations, accounted for 10.2% of matches, while confederations come third with 6.7%, ahead of FIFA with 0.9%.

The main change over the last twelve seasons is the relative strengthening of the confederations, mainly to the detriment of associations. However, no weakening of the national leagues’ clear-cut leadership in the men’s football match calendar was observed. The latter accounted for more than 80% of the minutes played by footballers in the 40 leagues studied during all the seasons surveyed.

According to the projections elaborated by taking new competition formats into account, footballers from the leagues investigated will on average play the same number of minutes and 1.4% more matches in all competitions combined (not including club friendlies) over the next four years compared to the last four. The non-increase in expected minutes is driven by factors such as the five substitutions rule and trends in squad sizes.

>>> Access the full report for free

The CIES Football Observatory is breaking new ground with four summer reports on the highly topical issue of the football calendar congestion and players workload. The studies will be published on a weekly basis from next week, and will focus on three key areas and actors within the global football calendar ecosystem.

• Week 1 (ending 12 July) – Competitions
• Week 2 (ending 19 July) – Clubs
• Week 3 (ending 26 July) – Players
• Week 4 (ending 2 August) – Final report and further insights

The reports will individually and together help to gain a better understanding of the trends observed over the last twelve years in terms of the number and frequency of matches played worldwide, both in absolute terms and according to the organisers (leagues, associations, confederations, FIFA, etc.), and also in terms of matches and minutes players appear throughout their seasons. They will also provide an analysis of the impact of planned changes to the format of certain competitions (continental club competitions, FIFA Club World Cup, etc.), amongst other datapoints and insights.

Other new features are already available on the CIES Football Observatory website, including improved versions of the Transfer Value Tool and the Demographic Atlas, not to mention the other tools exclusively developed, such as the Migration Atlas and the Performance Stats Tool.

The 468th CIES Football Observatory Weekly Post analyses the teams qualified for the Euro 2024 from multiple perspectives. The analysis of squad competitiveness, calculated through an index weighting the minutes played over the last year by footballers selected by the sporting level of their matches, highlights Germany and Spain as the favourites.

France and England are the other two most likely semi-finalists, with Portugal close behind. Regarding the aggregated transfer value of squad members, estimated using the exclusive CIES Football Observatory’s statistical model, England (€1.69 billion) is ahead of France (€1.41 billion) and Portugal (€1.22 billion). On an individual level, Jude Bellingham outranks the fresh Real Madrid signing Kylian Mbappé and Phil Foden.

The Post also presents data on the demographics of squads. In terms of age, the values range from 28.8 years for Scotland to 25.8 years for the Czech Republic. Regarding height, the extremes are 186.5 cm for Serbia and 181.6 cm for Spain. In terms of the proportion of footballers playing for clubs outside the country represented, the percentages range from 100% for Denmark and Albania to 8% for England.

The 467th CIES Football Observatory Weekly Post presents the 100 clubs in the world with the most followers on four social media: Facebook, X, Instagram and TikTok. Recent UEFA Champions League winners Real Madrid lead the way with 411 million followers, ahead of Barcelona (361 million) and Manchester United (216 million).

Fifteenth, Cristiano Ronaldo’s Al-Nassr is the most followed non-European team (54 million). The Saudis are ahead of Brazil’s Flamengo (also 54 million) and Egypt’s Al-Ahly (51 million). Twenty-five countries are represented in the top 100, with a maximum of 18 clubs for Spain, followed by England (17), Brazil (12) and Mexico (6).

The biggest increases over the past year among the teams in the top 100 were recorded for Real Madrid (+48 million followers), Inter Miami (+31 million), Manchester City (+27 million) and Al-Nassr (+22 million). In relative terms, the biggest growth was observed for Lionel Messi’s Inter Miami (+1,348%).

>>> Full data

England’s Jude Bellingham is currently the player in the world with the highest value on the transfer market. According to the CIES Football Observatory’s statistical model*, after a very successful first season at Real Madrid, with just a few days to go before the Champions League final, his fair price has now reached €280m**. Access the top 100 here.

Manchester City’s striker Erling Haaland is the second highest-valued player (€255m). The outstanding Norwegian goal scorer is ahead of Real Madrid’s Brazilian duo Vinícius Júnior (€241m) and Rodrygo Goes (€221m), as well as teammate Phil Foden (€204m). Also in the top ten are two Arsenal players (Bukayo Saka and Martin Ödegaard), a third Citizen (Julián Álvarez), Barcelona’s prodigy Lamine Yamal, and Bayer Leverkusen’s Florian Wirtz.

In the other positions, Borussia Dortmund’s and Switzerland’s Gregor Kobel tops the table for goalkeepers, Arsenal’s Frenchman William Saliba for centre backs, Manchester City’s Croatian Joško Gvardiol for full backs and Real Madrid’s Uruguayan Federico Valverde for defensive midfielders. Endrick Felipe from Palmeiras (on loan from Real Madrid) has the top estimated transfer value among non-European based players (€92m).

* Built on around 5,500 paid transfers, the CIES Football Observatory’s statistical model explains more than 85% of the differences in the fees invested by clubs on the basis of criteria such as age, length of contract, minutes, the proportion of the latter as a starter, the sporting level of matches played, results, the economic strength of the player’s club and league, that of potential buyers, the level of inflation, etc.

** Estimates refer to 100% of transfer fees, including add-ons, with no consideration of eventual buy-out clauses.

Women’s football steadily grows and the process of professionalisation is continuing. Although still comparatively less available than for men, data on the demographic profile of female players is now more accessible for women too. The 96th Monthly Report of the CIES Football Observatory analyses the composition of 223 teams from 19 leagues around the world: 14 European and 5 non-European.

On average, the clubs studied played with footballers aged 25.2. Northern European teams are the most focused on using young female footballers, while two non-European leagues are the oldest: Brasileiro Feminino and the NWLS in the USA. The figures for today’s UEFA Champions League finalists are 27.2 years for Olympique Lyonnais and 25.9 years for Barcelona.

In terms of the main origins of expatriates, with 159 women footballers playing abroad in the leagues studied, the United States confirms its leadership in this field. Canadians and Swedes are also migrating in large numbers (60 expatriates in both cases). The wide range of origins involved (97 nationalities) bears witness to the geographical expansion of women’s football.

Clubs in financially stronger leagues tend to rely on more experienced players, as well as on more footballers imported from abroad. This is particularly the case for the English Women’s Super League, where the average age of players in the teams is 28.8 years, and where expatriates played 61.3% of the minutes. Olympique Lyonnais are at 51.1% and Barcelona at 27.3%. May the best team win!

>>> Full report

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Good squad planning is a key factor in the success of clubs. The 465th CIES Football Observatory Weekly Post ranks almost 800 clubs from 59 leagues around the world according to a continuity index that considers the stability of the squad, its age structure and the contract policy*. This allows us revealing the teams that are both the most stable and the best prepared to maintain a good level of stability in the seasons to come.

Arsenal tops the table ahead of another English team qualified for next season’s Champions League, Aston Villa, with Premier League winners Manchester City fourth. Germany’s Borussia Mönchengladbach are third, suggesting an improvement in performance after a disappointing 2023/24 season, provided the club does not decide to dramatically change its policy. City Football Group’s members New York City are fifth.

In the top ten positions of the rankings also are other clubs with an outstanding squad management policy such as English Premier League’s Brentford, the Belgians of Union St-Gilloise, German champions Bayer Leverkusen, the Ukrainians of Rukh Lviv and Spanish Liga’s Real Sociedad. At the opposite end of the table, we mainly find under-performing teams from leagues with a relatively low level of competitiveness.

* Stability is measured by the number of players fielded in the league over the last three seasons, age structure by the percentage of minutes in the current season by footballers aged 31 or over (excluding goalkeepers) and contract policy by the proportion of minutes by footballers whose contracts expire no later than the end of 2025. The continuity index is the average of the three variables indexed on a base of 100, with the maximum for the lowest turnover and the lowest dependence on ageing or short-contract players.

>>> All data

The 464th CIES Football Observatory Weekly Post presents the outfield footballers whose performances have had the greatest impact during the 2023/24 season in 54 leagues around the world. The impact score was calculated by taking into account players’ performances in six areas of the game, domestic league minutes and results. The highest value for any position was recorded for Manchester City’s Spaniard midfielder Rodri.

Another midfielder, Switzerland’s Granit Xhaka of German champions Bayer Leverkusen, comes second. For the other positions, the highest impact scores were measured for Portuguese Rúben Dias among centre backs, his teammate Kyle Walker among full backs, Germany’s Florian Wirtz among attacking midfielders, England’s Bukayo Saka among wingers, as well as Argentina’s Lautaro Martínez among centre forwards.

Outside the big-5, the highest impact values per position were measured for Olivier Boscagli of Dutch champions PSV Eindhoven for centre backs, Saud Abdulhamid of the Saudi side Al-Hilal for full backs, his teammate Sergej Milinković-Savić for defensive or central midfielders, Rafa Silva of Benfica for attacking midfielders, Johan Bakayoko of PSV for wingers, as well as Viktor Gyökeres of Sporting CP for strikers.

>>> Top 100 overall & top 20 per league

Issue number 95 of the CIES Football Observatory’s Monthly Report presents the migration trends observed over the last five years in 135 men’s leagues spread across 88 national associations around the world. A new record in the presence of expatriate footballers was recorded in 2024. Since 2020, their number has risen by almost 20%.

The import of players from abroad is a phenomenon that now concerns a greater number of clubs and leagues around the world. Player mobility is increasingly taking place through transnational transfer networks, not just for the most talented footballers, but also for players at lower levels of professional football.

In particular, we are seeing an increase in the migration of players from more competitive associations to less developed footballing countries: the French to Luxembourg and Switzerland, the Argentines to Peru and Chile, the Brazilians to South Korea and the United States, the Croats to Bosnia, the English to Scotland, the Germans to Austria, and so on.

Three countries stand out as the main exporters of players: Brazil, France and Argentina. While Brazilians remain the most represented abroad, over the last five years their numbers have grown much less (+86 expatriates) than those of the last two world champions: France (+273) and Argentina (+220).

>>> Full study

The 463rd CIES Football Observatory Weekly Post ranks attacking players (wingers and centre forwards) in 30 leagues around the world according to the amount of defensive work performed. The latter was measured using an index* taking into account two variables: the distance covered at high speed (>25 km/h) in the defensive phase (SkillCorner data) and the number of pressures exerted on opponents without physical or ball contact (Wyscout data).

The highest score overall was recorded for the South Korean striker Heung-Min Son, with a particularly strong value in terms of distance covered at high speed out of possession. At Europe’s big-5 league level, Son is ahead of another Tottenham player, the Brazilian Richarlison, which reflects the strong commitment in the defensive phase that Spurs’ coach Ange Postecoglou demands from strikers, and perhaps explains the recent dip in performance.

Germany’s Johannes Eggestein of second-ranked Zweite Bundesliga’s St. Pauli tops the list in the second divisions of big-5 league countries, Costa Rican Manfred Ugalde (Twente, transferred to Spartak Moscow in January) in the non-big-5 European leagues, with the highest value overall in terms of pressures exerted on opponents, as well as Mexico’s Ricardo Marín (Chivas Guadalajara) in the non-European leagues analysed.

*The index was calculated on a 100 basis from the average of the values recorded for the two variables taken into account, themselves projected on a 100 basis. Only footballers who played at least 1,200 domestic league minutes during the current season were included in the rankings.

>>> Full data

Issue 462 of the CIES Football Observatory Weekly Post analyses the territorial anchorage of almost 1,000 teams in 58 leagues around the world from the point of view of the proportion of national players and club-trained footballers among those fielded in the domestic league over the last year*. The territorial anchorage index reflects the gap from the general average for these two variables, with a maximum score for Athletic Club (100% of nationals and 62% of ‘trained’).

The Basques outrank Colombia’s Envigado and four other Latin American teams: Mexico’s Chivas Guadalajara, Argentina’s Gimnasia La Plata, Venezuela’s Caracas and Uruguay’s Defensor. Ukraine’s Dynamo Kyiv are the only other European team in the top 10, along with another Argentinian club (Club Estudiantes), another Colombian team (Millonarios) and Egypt’s ENPPI.

The teams with the deepest territorial anchorage from the standpoint of the profile of players fielded for the other major leagues are Newcastle United in the Premier League (with Wolverhampton at the other end), Empoli in Serie A (Udinese at the bottom), Heidenheim in the Bundesliga (RB Leipzig last), Le Havre in Ligue 1 (Olympique Marseille at the other extreme), as well as Vitória SC in the Primeira Liga and Fluminense in the Brasileirão.

*National players are defined as those who have grown up in the association of their home club, while club-trained footballers are those who have played for at least three seasons between the ages of 15 and 21 in their club of employment (non-nationals excluded). The data refer to the last year or, for a few minor leagues and newly-promoted clubs, to the current season.

>>> Data for all clubs

The 461st CIES Football Observatory Weekly Post presents the 100 players in the world who have not yet celebrated their 20th birthday having accumulated the most playing experience* during the last year. The highest ’experience capital’ score was recorded for Benfica’s midfielder João Neves. The Portuguese international has played no less than 4,905 official game minutes, of which 97% as a starter, at an excellent level over the last 365 days.

João Neves is ahead of another international midfielder, Frenchman Warren Zaïre-Emery (Paris St-Germain), with Manchester United’s Argentinian Alejandro Garnacho ranking third. Another French player, LOSC Lille’s Leny Yoro, is in the top five, behind the Spanish and FC Barcelona’s prodigy Lamine Yamal. Three other top-level talents from the Catalan club feature in the top 100: Pablo Gavi, Pau Cubarsí and Vitor Roque. Brighton & Hove is the only other team represented by four players.

Footballers from 32 leagues rank in the top 100, with a maximum of 10 for the English Premier League, followed by the Spanish Liga (9) and the Belgian Pro League (8). Five players who have yet to turn 18 figure in the table: Barcelona’s Lamine Yamal and Pau Cubarsí, Independiente del Valle’s Kendry Páez (already signed by Chelsea), Palmeiras Endrick Felipe (already signed by Real Madrid) and Newcastle United’s Lewis Miley.

* The playing experience over the last year has been calculated on a 100 basis by weighting the minutes played in official club (senior only) or national team matches (A and U21) according to their sporting level using the method described in this note.

>>> Top 100

Issue number 460 of the CIES Football Observatory Weekly Post ranks 30 leagues around the world according to a ’fast runs’ index based on three physical variables produced exclusively by SkillCorner: sprints, speed and accelerations*. Taking the average value of the scores measured for each team projected on a 100 basis, the English Premier League and Championship top the rankings.

Italy’s Serie A completes the podium just ahead of the Dutch Eredivisie, with the Swiss Super League in fifth place. The Brasileirão is the only non-European league of the seven analysed in the top 10 (ninth) with a value very close to those measured in the Portuguese Primeira Liga, the French Ligue 1 and the Spanish Liga. Mexico’s Liga MX, Italy’s Serie B and Argentina’s Primera División come bottom.

By club, the highest values were recorded for Chelsea, ahead of Tottenham and six other English clubs, including Liverpool, Manchester United and Championship’s Leicester City. The top ’fast runs’ indices for the other leagues in Europe’s big-5 were measured for Rayo Vallecano in the Liga, Bayern Munich (ahead of Bayer Leverkusen) in Bundesliga, RC Strasbourg (ahead of PSG) in Ligue 1, as well as Sassuolo in Serie A.

>>> All data

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* The variables taken into account are the frequency of high-speed runs (≥25 km/h for ≥0.7’’), the average maximum speeds reached by players and the frequency of their accelerations (>=10.8km/h/s for ≥0.7’’). The index is computed on a scale from 0 to 100 basis at team level from the standard score measured for each variable.

The CIES Football Observatory’s April report presents the exclusive approach developed on the basis of Wyscout data to identify the best performing outfield players in six areas of the game: ground defence, aerial play, distribution, take on, chance creation and finishing. The rankings refer to domestic league matches played during the last 365 days in 73 competitions worldwide.

The best index for ground defence was recorded for the Italian centre back Alessandro Buongiorno (Torino), followed by Chelsea’s Spaniard Marc Cucurella. In terms of aerial play, at centre back level, the Dutchman Virgil van Dijk (Liverpool) is ahead of Dan-Axel Zagadou (Stuttgart) from France. With regard to distribution, Toni Kroos (Real Madrid) and Granit Xhaka (Bayer Leverkusen) share the top spot.

Concerning take on, the Belgian Jérémy Doku (Manchester City) is ahead of the new Portuguese full international Francisco Conceição (Porto). In terms of chance creation, Ousmane Dembélé (Paris St-Germain) tops the table ahead of another world champion, Rodrigo de Paul (Atlético Madrid). Regarding finishing, the podium is made up of Harry Kane (Bayern Munich), Deniz Undav (Stuttgart) and Kylian Mbappé (Paris St-Germain).

>>> Methodology and full data

Issue number 459 of the CIES Football Observatory Weekly Post presents the world’s top 100 players who have not yet turned 23 and whose transfer value* has increased the most over the last six months. Barcelona’s and Spain’s 16-year-old prodigy Lamine Yamal tops the list with an increase of €134m (from €11m to €145m).

Benfica’s Portuguese João Neves (+€72m) and Girona’s new Brazilian full international Sávio Moreira (+€70m) complete the podium. Other promising youngsters in the top positions include England’s and Chelsea’s Cole Palmer (fourth), Brazil’s and Palmeiras (on loan from Real Madrid) Endrick Felipe (sixth), as well as Belgium’s and Manchester City’s outstanding winger Jérémy Doku (seventh).

Players from 12 leagues and 55 clubs feature in the top 100 rankings, with a maximum of 29 footballers from the English Premier League, followed by the Spanish Liga (17), the German Bundesliga (14) and the French Ligue 1 (11). Brighton & Hove Albion is the most represented club in the top 100 (6 players), followed by Chelsea, Tottenham, Ajax and Eintracht Frankfurt (4 footballers).

*Estimated according to CIES Football Observatory statistical model.

>>> Top 100

The 458th CIES Football Observatory Weekly Post highlights the teams in 61 leagues around the world having fielded U21 footballers* for the highest percentage of minutes in the domestic league matches played over the last 365 days. Two excellent training clubs from Eastern Europe top the list: Ukraine’s Rukh Lviv (52.2%) and Slovakia’s MŠK Žilina (44.5%).

The Post also presents the rankings for the age limits ranging from U19 to U23 players. The top-ranked clubs for each of these age thresholds in the five major European leagues are Toulouse for the U19s, Barcelona for the U20s (ahead of Brighton & Hove), Strasbourg for the U21s and U22s, as well as Frosinone for the U23s (ahead of Chelsea).

Among the clubs from the 24 non-European leagues analysed, the highest values were recorded for Australia’s Adelaide United at U19 and U20 levels, Colombia’s Envigado for U21 players, as well as Fortaleza CEIF for U22s and U23s. Developed exclusively by the CIES Football Observatory, this Demographic Atlas provides access to many indicators on the composition of the squads of clubs in 31 top divisions of UEFA associations.

* Players who had not yet celebrated their 21st birthday at the time of the match.

>>> All the data

Issue number 457 of the CIES Football Observatory Weekly Post ranks almost 800 clubs from 48 leagues around the world according to the average age of recruitment of the first team players signed over the last ten transfer windows (July 2019 to date). The lowest value overall was recorded for the Austrians of RB Salzburg (20.93 years), while the highest was measured for the Qatari side Al-Gharafa SC (30.27 years).

Another member of the Red Bull galaxy, RB Bragantino, ranks second (21.72 years). The Basques of Athletic Club (21.90) complete the podium with nevertheless few recruitments, most of their players coming directly from the youth academy. Also in the top ten are Slovenia’s NK Bravo, two Ukrainian clubs (Shakhtar Donetsk and Dynamo Kyiv), two Belgians (Genk and Club Brugge), one Swede (Elfsborg) and one Slovakian (Ružomberok).

The Post also presents the average age of players signed during the penultimate five-year period (July 2014 to June 2019), which makes it possible to measure trends. Among the clubs having the most rejuvenated their recruitment, the top three are Athletic Club (-4.11 years), RB Bragantino (-4.07) and Brighton & Hove (-3.36). At the other end of the scale, the teams that have opted for more experienced signings notably include Fluminense (+2.95 years), Olympique Lyonnais (+2.39) and Inter (+2.32).

>>> Data for 777 clubs

The Weekly Post number 456 of the CIES Football Observatory presents the ten players with the highest estimated transfer values across 66 leagues worldwide (the most important outside the big-5). The rankings were drawn up on the basis of a powerful property statistical model*, explaining over 80% of the price differences observed for about 6,200 paying fee transfers that took place over the last decade.

Stepping stone league to the big-5 per excellence, Portugal’s Primeira Liga brings together the three footballers playing outside the world’s top five competitions with the highest estimated transfer values: António Silva (Benfica, €114m), João Neves (Benfica, €95m) and Gonçalo Inácio (Sporting CP, €87m). Real Madrid’s new recruit Endrick (Palmeiras, €80m) tops the list for players active outside Europe, ahead of compatriots Pedro (Flamengo, €42m) and Paulinho (Atlético Mineiro, also €42m).

The following players are the best valued in the other main leagues analysed: Jorrel Hato (€78m) in the Netherlands, Georgiy Sudakov (€52m) in Ukraine, Georginio Rutter (€41m) in the English Championship, Oscar Gloukh (€36m) in Austria, Matthew O’Riley (€31m) in Scotland, Antonio Nusa (€28m) in Belgium, Martin Baturina (€28m) in Croatia, Cristian Medina (€24m) in Argentina, Thiago Almada (€23m) in the MLS and Julián Quiñones (€21m) in Mexico.

*A scientific article referring only to transfers to big-5 league clubs, but whose approach converges with that now being deployed worldwide, is available in open access here. Transfer values for big-5 league players based on a scenario of three or more years of remaining contract are available here. Further information is available on request.

>>> Top 10s per league

The 93rd CIES Football Observatory Monthly Report analyses the high-pressure data produced exclusively by the French company SkillCorner. It notably reveals the link between the frequency with which players are subjected to high intensity pressure from opponents, the position they occupy on the pitch and the style of play of their team.

During the 2023 and 2023/24 seasons, outfield players from teams in the 28 leagues studied experienced an average of 9.2 instances of high-intensity pressure per match. The highest values were measured for dominant teams: Manchester City (15.2 pressures per game), Bayer Leverkusen (13.9) and Columbus Crew (13.5). Manchester City also tops the table for the percentage of ball retention under high pressure (84.2%), followed by Real Madrid (81.2%) and Paris St-Germain (80.8%).

The study also highlights the players who stand out most positively in terms of ball retention under high pressure, based on the residuals of a statistical model that takes into account their position and their team’s style of play. This approach is particularly useful for scouting purposes to target recruits with an unexploited potential.

Access the Report for free.

More information about Skill Corner and our services on request.

The 455th CIES Football Observatory Weekly Post ranks teams from 54 leagues around the world according to their shooting efficiency. The latter was measured from the residuals of a statistical model explaining 78% of the differences in goals scored per team (not including penalties) on the basis of three variables produced by Wyscout: the number of expected goals according to the dangerousness of the chances created (also not including penalties), the number of shots on target and in total.

With 0.69 more non-penalty goals than expected per game, Greece’s PAOK FC have the most positive gap in absolute terms, reflecting judicious shooting decisions, as well as particularly effective finishing. Portugal’s Sporting CP (+0.59) and Italy’s AS Roma (+0.52) complete the podium. The Italians outrank Inter and Arsenal in the five major European leagues, followed by Bayern Munich, Bayer Leverkusen and Valencia.

In terms of the most negative gaps, with 0.63 fewer goals than expected per game, Melbourne City top the list, ahead of four particularly inefficient big-5 league teams: OGC Nice (-0.56), Olympique Lyonnais (-0.49), Rayo Vallecano (-0.48) and Montpellier (-0.47). Everton and Köln are the least effective clubs in the other leagues of the European big-5, Go Ahead Eagles in the Dutch Eredivisie, Vizela and Benfica in the Portuguese Primeira Liga, as well as RSC Charleroi in the Belgian Pro League.

>>> Full data

The 454th CIES Football Observatory Weekly Post presents the 20 outfield players for six positions playing in 28 leagues around the world whose number of accelerations* per match (SkillCorner data) deviates most positively from the value expected with respect to their position and their team’s style of play (level of possession, pressure and verticality), according to a statistical model explaining more than half of the differences observed between players.

With 1.93 more accelerations per game than expected, Victor Osimhen (Napoli) ranks first among centre forwards. The Nigerian is ahead of Ghanaian Emmanuel Boateng (Rio Ave) and Ivorian Vakoun Bayo (Watford). Among the wingers, the podium is made up of Álvaro García (Rayo Vallecano), Armand Laurienté (Sassuolo) and Felipe Anderson (Lazio). Dutchman Guus Til (PSV Eindhoven) tops the list for attacking midfielders.

As for the other positions, Sessi D’Almeida (Pau) is ahead of Josh Laurent (Stoke City) and 19-year-old Ezechiel Banzuzi (OH Leuven) among central or defensive midfielders; Jeremie Frimpong (Bayer Leverkusen) crushes the competition for wing or full backs with the greatest positive gap overall (x2.1 compared to the expected value) ahead of Marlon Fossey (Standard Liège); Danilo (Juventus), Ruan (Sassuolo) and Davinson (Galatasaray) make up the top three among centre backs.

>>> Full data

>>> More about SkillCorner

* Accelerations refer to runs of at least 0.7 seconds at >10.8 km/h/s. Only footballers who played at least 1,000 domestic league minutes in the current or last completed season, of which more than three quarters in the same position, are included in the rankings.

Issue number 453 of the CIES Football Observatory Weekly Post analyses the StatsPerform and Wyscout data on the number of cards, fouls and injury time measured over the last year for 71 leagues around the world. The study shows major differences between leagues in terms of all the indicators taken into account, reflecting different ways of interpreting the game by both players and referees.

In terms of red cards, the values range from 0.61 per match in Bolivia to 0.10 in the Japanese J2. For yellow cards, the extremes were measured in Uruguay (6.07) and, again, in the Japanese J2 (2.73). As for fouls, the maximum was recorded in the Brazilian Serie B (30.3 per match), while the minimum was observed in Norway and the Netherlands (20.0 in both cases). In terms of extra time, the data ranges from almost 14’ in Qatar and Saudi Arabia to 6’ in Finland and Slovakia.

If we relate the number of fouls to yellow cards (second yellow included), the values stretch from about one card every four fouls in Chile to one every eight in Japan. Among the European big-5 leagues, this ratio is much higher in the French Ligue 1 (6.8) than anywhere else (around 5), which may reflect either a lower propensity to hand out cards or a greater tendency on the part of referees to whistle for ‘small’ fouls.

>>> All the data

The 92nd CIES Football Observatory Monthly Report analyses from a spatial perspective the origin of the >€75 billion transfer revenues collected by clubs worldwide between 2014 and 2023. Overall, clubs have generated around two-thirds of their transfer incomes from international deals. However, this proportion varies greatly from country to country, with a minimum of 37% for English clubs and a maximum of 73% for French teams among the big-5 league associations.

Teams from only three countries other than England - among the twenty whose clubs generated the most transfer incomes during the last decade - collected less money from foreign teams than from domestic ones: China (22%), Mexico (44%) and Italy (48%). The dependence on foreign transfers is much greater for clubs in associations such as Portugal (91%), the Netherlands (90%), Belgium (87%), Brazil (86%), Argentina (83%) or Turkey (77%).

For many countries, England is the main fund provider for international transfers. Among the nine other associations whose clubs received the most indemnities between 2014 and 2023, this is notably the case for the Netherlands (38% of total transfer revenues were generated from England), France (32%), Germany (31%), Spain (30%), Portugal (30%), Belgium (25%) and Italy (14%). Brazil (Spain) and Argentina (Italy) are the only exceptions.

>>> Access the mapping

Number 452 of the CIES Football Observatory Weekly Post presents the 169 clubs in the world whose volume of incoming or outgoing player transactions over the last five seasons exceeded the €100 million threshold, as well as their net spending for the last ten, the last five and the last season. In terms of the volume of money exchanged, Chelsea is clearly in the lead with €2.572 billion, followed by Manchester City (€1.726) and Paris St-Germain (€1.404).

In total, 14 teams from seven countries have ’shuffled’ over a billion euros in five seasons: five from England, two from Spain, two from Germany, two from Italy, one from France, one from Portugal and one from the Netherlands. Twenty-four countries, including five outside Europe, are represented among the 169 teams whose volume of transactions exceeded €100 million, with a maximum of 30 clubs for England.

In terms of balance sheets, the values for the current season range from -€384m for Al-Hilal to +€167m for Southampton. Over the last five seasons, the figures stretch from -€782m for Chelsea to +€354m for Benfica. Finally, over the last decade, the values go from -€1.348bn for Manchester United (with only Chelsea also totalling a >€1bn deficit) to +€732m for Benfica. All the sums presented include any add-ons, regardless of their effective payment.

>>> All the data

On this Valentine’s Day, the CIES Football Observatory Weekly Post highlights the footballers from 60 leagues around the world who have been in the first team squad of their current club for the longest uninterrupted period. Russian international goalkeeper Igor Akinfeev is the most loyal player overall: he has been defending the CSKA Moscow goal for 21 years.

In the European big-5 leagues, two Germans top the table: Thomas Müller (Bayern Munich) and Tony Jantschke (Borussia Mönchengladbach). They are currently playing their sixteenth consecutive season with their respective clubs. Three Spaniards complete the podium in the big-5: Athletic Club’s Iker Muniain and Óscar de Marcos, as well as Atlético de Madrid’s Koke Resurrección.

For the other European leagues surveyed, Akinfeev is ahead of compatriot Rizvan Utsiev (Akhmat Grozny), Scotland’s Lewis Stevenson (Hivernian) and Norway’s Steffen Hagen (Odds BK). Outside Europe, Emirati goalkeeper Ali Khaseif (Al-Jazira) tops the list ahead of the Shanghai Port duo Huikang Cai and Wenjun Lü, and Japan’s Hisashi Jogo (Avispa Fukuoka).

>>> All players

The 450th issue of the CIES Football Observatory Weekly Post analyses the game intelligence data produced exclusively by our partners SkillCorner to reveal the one hundred midfielders with the best statistics in terms of ball retention under high pressure* in 28 leagues around the world. The best percentage in absolute terms was recorded for a player who is relatively unknown in Europe: Darlington Nagbe (93.4%) of Columbus Crew.

Four better-known midfielders rank behind Nagbe: Rodri Hernández of Manchester City (92.1%), Frenkie de Jong of Barcelona (91.8%), Toni Kroos of Real Madrid (also 91.8%), and Granit Xhaka of Bayer Leverkusen (91.6%). Many footballers from teams playing a possession-based game are among the top-ranked ones, showing that the individual ability to keep possession also depends on the solutions offered by teammates.

The three youngest players in the top 100 are Paris St-Germain’s Warren Zaïre-Emery, Barcelona’s Pablo Gavi and Hull City’s Tyler Morton (on loan from Liverpool), followed by Gerard Yepes (Sampdoria) and Pablo Maia (São Paulo). The data refers to the current season or the last completed one for summer leagues. Only footballers who have played at least 1,000 domestic league minutes have been incldued in the rankings.

* A player is considered under pressure when he is in possession of the ball and at least one opponent player nearby him is trying to either recover the ball or limit his options. For each situation, SkillCorner determines the intensity of pressure by considering the speed of the players applying it, their distance to the player in possession and the angle of their movement. More information is available here.

>>> Top 100

The 449th CIES Football Observatory Weekly Post presents the 402 footballers who played in the big-5 before turning 18 during the 15-year period from January 2009 to December 2023. Italian goalkeeper Gianluigi Donnarumma is the footballer who has played the most minutes in the five major European leagues as a minor (4,879), followed by Alban Lafont, Eduardo Camavinga, Florian Wirtz, Pablo Gavi and Warren Zaïre-Emery (ongoing).

Seven players made their big-5 league debut before the age of 16, the youngest in absolute terms being Arsenal’s Ethan Nwaneri (15.5 years). With 119 minors fielded by their clubs, France’s Ligue 1 is the leader in this area, as the Monthly Report number 91 also reveals. The sharp rise in the use of underage players recorded since 2022 is strongly linked to the increase observed at French Ligue 1 level.

The study also shows that early experience in big-5 leagues is no guarantee of success. Only a minority (47.7%) of footballers used in the big-5 as minors and who subsequently played in other teams were able to do so for at least one club at a better sporting level than their initial one. This finding indicates that caution is required when it comes to assessing the true potential of players launched into professional football at an early stage.

>>> The 402 minors’ list

>>> Full analysis

See also the FIFA, ECA & CIES study on the transfer of minors and their career paths.

The 448th CIES Football Observatory Weekly Post presents the 50 clubs in the world with the most positive and negative transfer balances for non-academy players signed and transferred between 2014 and 2023. The figures range from a positive balance* of €386 million for LOSC Lille (Pépé, Osimhen, Botman, etc.) to a negative balance of €631 million for Barcelona (Coutinho, Dembélé, Griezmann, etc.).

With +€317 million in capital gains, Ajax (de Jong, Antony, Lisandro Martínez, etc.) are in second place. RB Salzburg (Naby Keita, Mwepu, Haaland, etc.) complete the podium, just ahead of AS Monaco (Tchouaméni, Lemar, Bernardo Silva, etc.). The top 10 of clubs having generated the most profits from player trading during the last decade also includes two German (RB Leipzig and Eintracht Frankfurt), two Italian (Sassuolo and Atalanta) and two Portuguese teams (Benfica and Sporting CP).

At the other end of the scale, Barcelona (-€632 million) are ahead of Chelsea (-€482m with the three biggest losses for Jorginho, Pulišić and Rüdiger) and Arsenal (-€436m; Pépé, Aubameyang, Lacazette). Paris St-Germain has the fourth most negative balance (Neymar, Di María, Icardi, etc.), ahead of Manchester United (Matić, Fred, Mata, etc.). Manchester City (-€59m) and Bayern Munich (-€61m) have the best balances among the most competitive teams.

* Add-ons included irrespective of actual receipt or payment, not including agent commissions.

>>> Full data

The top 100 of youth academy players’ last decade transfer incomes by club is available here.

The 447th CIES Football Observatory Weekly Post presents the 100 centre backs in the world with the best aerial play statistics* according to an index computed from the number of aerial duels won, in relation to the playing time and the frequency of aerial duels at employer team level, the percentage of aerial duels won and the sporting level of the matches played. Liverpool’s Dutchman Virgil van Dijk is ahead of Bayern Munich’s South Korean Min-jae Kim.

Now reconverted from defensive midfielder to centre back, Paris St-Germain’s Portuguese Danilo Pereira rounds off the podium, ahead of two other players active in the five major European leagues: England’s Jamaal Lascelles (Newcastle United) and France’s Dan-Axel Zagadou (Stuttgart). Argentina’s Bruno Duarte (Panatelikos) is the highest-ranked player from outside the big-5, while Joaquim Henrique (Santos) tops the table for outside Europe’s centre backs.

Cerro Porteño’s Paraguayan Lucas Quintana is the youngest player in the top 100 (19.0 years of age, 95th), ahead of Westerlo’s, on loan from Galatasaray, Turkish Emin Bayram (20.8 years, 21st) and Chornomorets’ Ukrainian Volodymyr Salyuk (21.6 years, 42nd). By contrast, the three oldest centre backs in the top 100 are Sevilla’s Sergio Ramos (37.8 years, seventh), Racing Santander’s Germán Sánchez (37.1 years, 63rd) and Deportivo Saprissa’s Kendall Waston (36.0 years, 64th).

* Wyscout statistics refer to domestic league matches in the current season or the last completed one for summer leagues. Only footballers who have played at least 900’ are included in the rankings.

>>> Go to the top 100

The 446th CIES Football Observatory Weekly Post presents the 100 clubs with the most profitable academies in the world in terms of revenues generated over the last ten years by the transfer of players who spent at least three seasons there between the ages of 15 and 21*. Portuguese side SL Benfica are clearly in the lead with €516 million, two thirds of which has been collected in the last five years.

AFC Ajax (€376 million) and Olympique Lyonnais (€370 million) complete the podium. As in the case of Benfica, the majority of Ajax’s revenues from the transfer of players from its academy has been generated over the last five years (66%). Despite transfer price inflation, this percentage is much lower for Olympique Lyonnais (50%).

Also in the top ten are three English clubs (Chelsea, Tottenham and Manchester City), a second Portuguese team (Sporting CP), as well as Real Madrid (fourth), AS Monaco (sixth, largely thanks to the revenues from Kylian Mbappé’s transfer to Paris St-Germain) and Italy’s Atalanta (tenth). Outside Europe, the clubs with the most profitable academies are Brazil’s Flamengo (thirteenth) and Argentina’s River Plate (fourteenth).

* Including add-ons regardless of their actual receipt.

>>> Find out the top 100

The 445th issue of the Weekly Post presents the 100 players in the world with the highest estimated transfer values according to the CIES Football Observatory statistical model*. English youngster Jude Bellingham (Real Madrid) tops the list with a transfer value of €267.5m, ahead of Norway’s Erling Haaland (Manchester City) and his two Brazilian teammates Vinícius Júnior and Rodrygo Goes.

As for the other leagues in the Europe’s big-5, Jamal Musiala (Bayern Munich) heads the rankings for the German Bundesliga, Khvicha Kvaratskhelia (SSC Napoli) for Italy’s Serie A and, despite a contract expiring in June, Kylian Mbappé (Paris St-Germain) for France’s Ligue 1. Outside the big-5, António Silva (SL Benfica) is ahead of Gonçalo Inácio (Sporting CP) and Endrick Felipe (SE Palmeiras, on loan from Real Madrid).

Compared to the estimates published last June, the number of players with a transfer value in excess of €100 million has almost doubled (from 20 to 39), reflecting the sharp inflation in player prices occurred during the summer 2023 transfer window. The value of the hundredth player with the highest estimated value is now €71.3 million, compared with €53.4 million in June 2023.

* Based on more than 6’000 paying fee transactions, the CIES Football Observatory statistical model allows us to accurately predict the transfer fees that clubs are likely to pay, given the prices invested in the past for players with similar characteristics. The estimates do not take into account eventual buy-out clauses. They refer to 100% of the economic rights and include both fixed and conditional sums (add-ons).

More information on demand.

>>> Top 100 list

The 90th Monthly Report of the CIES Football Observatory presents the 30 players born in 2003 or later for nine different positions who have accumulated the most playing experience* over the last year. With 17 footballers, the Spanish Liga is the most represented league, followed by the Dutch Eredivisie, the Belgian Pro League and the MLS in the United States and Canada (16 players in the three cases).

The following footballers head the rankings for their respective position:

• Goalkeepers: Guillaume Restes (2005), Toulouse FC, experience score 77.6 out of 100
• Centre backs: Giorgio Scalvini (2003), Atalanta BC, 92.7
• Right full/wing backs: Arnau Martínez (2003), Girona FC, 95.4
• Left full/wing backs: Alejandro Balde (2003), FC Barcelona, 95.4
• Holding midfielders: Pablo Gavi (2004), FC Barcelona, 96.0
• Attacking midfielders: Jude Bellingham (2003), Real Madrid, 96.2
• Right wingers: Xavi Simons (2003), RB Leizpig, 90.6
• Left wingers: Alejandro Garnacho (2004), Manchester United, 82.9
• Centre forwards: Rasmus Höjlund (2003), Manchester United, 88.9

All the rankings are available for free here. Thank you for your interest and happy holidays!

* Expressed on the basis of 100, the ’experience score’ was calculated from the number of official game minutes played at club (league, national cups, international cups) or national team (senior, U23 and U21) level in 2023 (limited to 2,250 minutes), the sporting level of the 25 most competitive matches in which the footballers took part (method available in this note), as well as the percentage of minutes played as first choice players.

The last CIES Football Observatory Weekly Post for 2023 ranks the clubs in 53 leagues around the world according to the average size of the line-ups fielded in the current or last completed season. Almost 13 centimetres separate the ‘tallest’ and ‘shortest’ teams: Hungary’s Kecskeméti TE (187.13cm) and Japan’s Sagan Tosu (174.18cm).

While Japanese clubs monopolise the bottom three places (Sagan Tosu, Albirex Niigata and Yokohama FC), three German clubs are in the top four positions: TSG Hoffenheim, FC Schalke 04 and FC Heidenheim. Rayo Vallecano is the only European big-5 league team with an average height on the pitch shorter than 180cm (178.61cm).

The world average is 181.46cm, with higher values in the UEFA association leagues (182.65cm) than in the other continents (179.54cm). All 55 teams where players over 185cm played a majority of minutes are from the Old Continent. More demographic data for 31 European top divisions are available in this Atlas.

>>> Data per club

Issue 443 of the CIES Football Observatory Weekly Post presents the exclusive data from our partners SkillCorner on the players* with record values in 40 competitions around the world for three indicators: distance covered, number of sprints during possession (>25 km/h for at least 0.7 seconds), as well as the same indicator during phases without the ball, in all three cases per 90’ of presence on the pitch.

In the European big-5, the following midfielders top the list in terms of distance covered per 90’: Sander Berge (Burnley FC), Koke Resurrección (Atlético Madrid), Daniel Boloca (US Sassuolo), Hugo Larsson (Eintracht Frankfurt) and Adrien Thomasson (RC Lens). When it comes to the number of sprints in the defensive phase, full-backs tend to come out on top, with the notable exception of the incredibly generous Heung-Min Son (Tottenham Hotspur) in the Premier League.

As for sprints in the offensive phase, the top spots notably include Nicolas Jackson (Chelsea FC) in the Premier League, the very promising Karim Konaté (RB Salzburg) in the Austrian Bundesliga, Sheraldo Becker (Union Berlin) in the UEFA’s Champions League, the Algerian arrow Mohamed Amoura (Union Saint-Gilloise) in the Europa League, Biel (EC Bahia) in the freshly terminated Brasilierão, as well as Agustín Canobbio (Athletico Paranaense) in the Copa Libertadores.

* To be included, players had to have played at least 720’ up to 7 December 2023 in national competitions and 360’ in international competitions.

>>> Full data

Issue 442 of the CIES Football Observatory Weekly Post presents the footballers in the world who have played the most minutes in official matches (clubs as well as national U21- and A-teams) in 2023 up until December 4th. Topping the list in absolute terms is the Paraguayan centre back Gustavo Gómez of the Brazilian side Palmeiras, with 6,213 minutes in 70 matches.

Another Palmeiras player, Weverton Pereira (6,150 minutes in 68 matches), heads the rankings for goalkeepers active outside Europe, ahead of Rafael Monteiro from São Paulo, while the most-used goalkeeper playing for clubs in UEFA associations is Luxembourg’s Anthony Moris of Union St-Gilloise (5,590 minutes in 62 matches), ahead of KRC Genk’s Maarten Vandevoordt.

Among outfield players from European teams, the top three are Manchester United’s Portuguese Bruno Fernandes (5,748 minutes in 66 matches), Feyenoord’s Slovakian Dávid Hancko (5,248 minutes in 58 matches) and Real Madrid’s German Antonio Rüdiger (5,223 minutes in 63 matches). Thirty-five-year-old Dušan Tadić (Serbia and Fenerbahçe) is the oldest player in the top 10.

>>> Top 50 per position and zone

The 441st CIES Football Observatory Weekly Post crunches data from our partners Wyscout on shots attempted and goals scored during the current season to determine the best finishers* in 65 leagues on all continents. With 1.57 goals per 90’ and a conversion rate of 37% in relation to shots taken, Bayern Munich’s centre-forward Harry Kane tops the list.

Feyenoord’s Mexican striker Santiago Giménez is second (1.4 goals per game with a shot conversion of 33%), while Real Madrid’s England attacking midfielder Jude Bellingham and the new Congolese international from SC Braga, in Portugal, Simon Banza, are tied in third position. Also in the top 10 notably are Lautaro Martínez (fifth), Erling Haaland (seventh) and Kylian Mbappé (tenth).

Two players who have yet to celebrate their 19th birthday feature in the top 100: Roony Bardghji (18.0 years, 41st) of Copenhagen and Jayden Addai (18.9 years, 13th) of AZ Alkmaar’s second team. In contrast, the evergreen Óscar Cardozo (40.5 years, 30th) of Club Libertad, in Paraguay, is the oldest player in the top 100, ahead of Joaquín Larrivey (37.8 years, 23rd) of Deportes Magallanes, in Chile, and Cristiano Ronaldo (38.8 years, 56th).

*The finishing index is calculated by multiplying the number of domestic league goals scored per 90’ with the conversion rate of shots taken. The result is adjusted by the sporting level of the matches played (as a percentage difference from the overall average). Only footballers who have played at least 720 domestic league minutes for the same team during the current season are considered.

>>> Find out the top 100

The 440th CIES Football Observatory Weekly Post ranks teams from 60 leagues around the world according to the percentage of domestic league minutes played by club-trained footballers* during the current season. The Basques of Athletic Club (68.9%) top the Europe’s big-5 leagues table, while the Ukrainians of Dynamo Kiev (82.9%) have the highest proportion in absolute terms and the Colombians of Envigado (67.8%) among non-European clubs.

Olympique Lyonnais (45.6%) and Real Sociedad (45.4%) complete the podium in the big-5. The highest values in the English Premier League were measured for Arsenal (22.1%), Manchester United (20.4%) and Chelsea (19.8%), while the teams with the most confidence in youth academy graduates in the Italian Serie A and the German Bundesliga are, respectively, Atalanta BC (18.7%) and SC Freiburg (34.5%).

Outside Europe, Envigado is ahead of Argentina’s Gimnasia La Plata (60.1%) and Vélez Sarsfield (52.1%), followed by Shanghai Port (51.4%) and two Mexican clubs: Pachuca (51.3%) and Chivas (48.8%). The Post also shows the number of club-trained players fielded, with a maximum of 30 for Gimnasia, as well as their average age, with a minimum of 18.56 years for the Venezuelan side UCV FC among teams having used at least ten club-trained players.

Exclusive data for more demographic indicators for clubs in 31 top divisions of UEFA member associations are available in this online tool.

* Club-trained players are those who spent at least three years between the ages of 15 and 21 years in their club of employment (seasons of their 15th and 21st birthdays included).

Issue number 439 of the CIES Football Observatory Weekly Post presents the 100 players in the world with the best statistics in terms of chance creation during the current season, according to an index* developed from Wyscout data. At the top of the list is Paris St-Germain’s winger Ousmane Dembélé. The Frenchman outranks Leroy Sané (Bayern Munich) et Nico Williams (Athletic Club)

Killian Mbappé (PSG) and Moussa Diaby (Aston Villa) also are in the top 5, while Federico Dimarco (Inter) and Kieran Trippier (Newcastle) are the top-ranked defensive players. The top three footballers who have not yet turned 21 are Florian Wirtz (Bayer Leverkusen), Johan Bakayoko (PSV Eindhoven) and Ilya Kvasnytsya (Rukh Lviv).

A total of 33 leagues are represented in the top 100, with a maximum of 16 players from the English Premier League, where Moussa Diaby (Aston Villa) is ahead of Mohamed Salah (Liverpool) and Bruno Fernandes (Manchester United). The top three in the second most-represented league, the Italian Serie A (nine players), are Federico Dimarco (Inter), Domenico Berardi (Sassuolo) and Felipe Anderson (Lazio).

* The creation index is calculated by adding the number of key passes (for chances) and expected assists (depending on the dangerousness of the chances created) per 90’, and weighting the result by the sporting level of the matches played (as a percentage difference from the overall average). Only footballers who have played at least 630 domestic league minutes for the same team during the current season are considered.

>>> Find out the top 100

Issue 438 of the CIES Football Observatory Weekly Post combines SkillCorner’s physical and tactical (’game intelligence’) data with Wyscout’s technical ones to create a direct play index*. Based on 100, the latter allows us ranking teams from 27 leagues worldwide from those with the most direct attacking style to those with the most elaborated offensive play.

The highest values for direct play were recorded for Portugal’s SC Farense (100) overall, Luton Town (87) in the big-5, CA Banfield (83) for non-European teams, and Newcastle United (56) for UEFA Champions League participants. In contrast, the lowest values, reflecting the most elaborated attacking styles, were measured for two teams coached by Spaniards, Guardiola’s Manchester City (21) and Luis Enrique’s Paris St-Germain (23), with Arteta’s Arsenal (27) fourth.

Also presented in the Post, the extreme values for the specific variables of the index were observed for SC Farense (max) and SC Freiburg (min) regarding sprints during possession phases, Cercle Brugge (max) and Burnley (min) with regard to ‘call-for-the-ball’ runs into space, as well as Paris St-Germain (max) and FK Teplice (min) concerning the kilometres ‘covered’ by the ball also with the team in possession.

* The direct play index is calculated by multiplying the frequency of sprints per player (at least 0.7 seconds at over 25 km/h) during possession (projected over 90’) and the proportion of ‘call-for-the ball’ runs in space (SkillCorner data); divided by the number of kilometres ‘covered’ by the ball in possession, an indicator resulting from the multiplication between the number and average length of successful passes (Wyscout data).

>>> Go to the Post

The 89th CIES Football Observatory Monthly Report compares 48 leagues around the world according to the demographic characteristics of the players in the club’s first team squads: 31 top divisions of UEFA member associations, nine of CONMEBOL, six of AFC and two of CONCACAF. It reveals major differences in the strategies followed by clubs according to their geographical area.

In terms of age, the average measured across the 31 top divisions of UEFA associations is almost one year lower than that recorded in the 17 non-European leagues: 26 years compared to 27. With regard to the proportion of expatriates, the difference is almost 10%: 43.6% in Europe versus 23.8% elsewhere. These findings reflect the greater propensity of European teams to rely on young players, whether having grown up domestically or imported from abroad.

While the South American and Asian leagues tend to be similar both in terms of age, with relatively few young players, and origin, with comparatively few expatriates, they differ greatly in terms of squad stability. The proportion of players who have been with the club for less than a year is almost 10% higher in the nine South American leagues than in the six Asian championships analysed: 49.0% compared with 23.8%.

Also regarding stability, there are spatial specificities within Europe too, with fairly different levels emerging around a double polarity of West (more stability) – East (less) and North (more stability) – South (less). These geographical differences also reflect economic disparities, with the most competitive clubs tending to have a more stable workforce than the others.

>>> Access the Report for free

>>> View all CIES Football Observatory reports

According to the CIES Football Observatory’s 2023 survey on men’s professional club football, respondents believe that the fight against money laundering should be a top priority for regulatory bodies. More than six out of ten respondents (62.1%) consider indeed that action to counter money laundering through football is highly needed.

Fan racism (60.3%) and state-owned clubs (58.5%) are the other two areas where there is the strongest consensus that action is needed, followed by corruption (53.5%) and violence (51.8%). Almost one in two respondents also felt that action is highly needed in relation to commissions paid to agents and frauds in connection with transfer operations.

In contrast, of the 32 issues addressed, the three areas where respondents felt the least need for action are the quality of matches, their balance, as well as players’ aggressiveness. Among the societal issues surveyed, fan racism (action highly needed for 60.3% of respondents) is of greater concern than violence (51.8%), homophobia (42.1%) and sexism (29.0%).

The questionnaire was sent out in two languages to our subscribers, resulting in 1,100 valid responses. The main findings are published on our X/Twitter, Instagram and Facebook accounts or available on request.

Issue 437 of the CIES Football Observatory Weekly Post presents the top 100 dribblers* in the world among players who have not yet celebrated their 23rd birthday. FC Barcelona’s prodigy Lamine Yamal (2007) tops the rankings in the European big-5, while Club Brugge’s superb Norwegian talent Antonio Nusa (2005) heads the list in the other 65 leagues analysed.

At European big-5 league level, Lamine Yamal is ahead of Gabriel Martinelli (Arsenal), Luca Koleosho (Burnley), Khvicha Kvaratskhelia (Napoli) and Girona’s Sávio Moreira (on loan from Troyes, as part of the City Group galaxy). Also in the top 10 notably are Takefusa Kubo (Real Sociedad), Buyako Saka (Arsenal) and Frosinone’s young Argentinean talent Matías Soulé (on loan from Juventus).

Outside the big-5, behind Antonio Nusa, there are two Brazilian prodigies: Luis Guilherme (2006) of Palmeiras and Wesley Gassova (2005) of Corinthians. Two other U20 players are in the top 10: the Ghanaians Issahaku Fatawu of Leicester City (on loan from Sporting CP with an option to buy) and Ibrahim Osman of Nordsjælland.

* Calculated from Wyscout data, the index used was obtained by multiplying the frequency of successful dribbles in domestic league matches, the success rate of dribbles attempted, as well as the sporting level of the matches played (as a percentage deviation from the overall average). The rankings only include footballers who played at least 450 domestic league minutes in current season.

>>> Top 100 list

The 436th Weekly Post of the CIES Football Observatory presents the rankings of the teams that have trained* the most players active in 48 of the world’s major leagues (list in the Post). Ajax (86 players trained) is ahead of Benfica (85) and Sporting CP (83), while the Uruguayans of Defensor SC (82 trained) top the table among non-European teams ahead of Boca Juniors (81) and River Plate (79).

Ajax also has the highest score in the weighted training index (method in the Post), which takes into account the sporting level of the players trained. The Dutch team is ahead of Benfica and Barcelona, with Boca Juniors leading the table for non-European clubs ahead of city rivals River Plate. Two Ukrainian (Dynamo Kyiv and Shakhtar Donetsk) and a Croatian team (Dinamo Zagreb) are in the top 10 positions of the weighted table.

The Weekly Post also presents the rankings for players active in four league sub-categories: the European big-5, with Real Madrid in first place (44 players trained); 31 top divisions of UEFA associations, with Ajax at the top (84); eleven American leagues, with SC Defensor first (70); as well as six Asian leagues, with the Chinese of Shandong Taishan heading the table (37).

>>> All the tables

* Training clubs are those where players have been for at least three years between the ages of 15 and 21 (including the seasons of the 15th and 21st birthdays).

The 88th Monthly Report of the CIES Football Observatory analyses the brand new SkillCorner data on players’ run types during possession to classify the teams from 27 leagues worldwide according to the tendency of calling for the ball ‘at feet’ or ‘in space’. The study thus reveals the dominant strategies used by teams to organise attacking play.

Across the 27 leagues analysed, the highest proportion of ‘calls-for-the-ball’ runs into space (to receive the ball in front of the ball carrier) was measured in Mexico’s Liga MX, while the greatest percentage of ‘calls-for-the-ball’ runs at feet (to receive the ball mostly behind or laterally to the ball carrier) was recorded in Italy’s Serie A. At club level, the extreme values were observed for Cercle Brugge (‘in space’) and Burnley FC (‘at feet’).

Combined with physical data such as top speeds, number of accelerations or distances covered, SkillCorner’s ‘game intelligence’ statistics are very useful for clubs both on an individual and collective level. The possible applications range from defining a style of play and the tactical preparation of matches, the measurement of performance and its improvement, to recruitment choices and strategies.

>>> Access the Report

The 435th CIES Football Observatory Weekly Post analyses the Wyscout data on passes to draw up a global ranking of the world’s top 100 midfield distributors* among those who played at least 450 domestic league minutes during the current season. The top three are Rodri (Manchester City), Frankie de Jong (Barcelona) and Toni Kroos (Real Madrid).

The top-ranked players outside the European big-5 are Aschraf El Mahdioui (Al-Taawoun, 6th), Álvaro Fidalgo (CF América, 8th) and Yahya Jabrane (Wydad AC, 10th). Two players who have not yet celebrated their 21st birthday rank in the top 100: João Neves of Benfica (34nd) and Eduardo Camavinga of Real Madrid (71th). Two footballers aged over 40 also feature in the top 100 places: Felipe Melo of Fluminense (38th) and Yasuhito Endo of Jubilo Iwata (77th).

* The index used takes into account the number of successful passes per match, the percentage of successful passes, the ratio of passes compared to teammates, as well as the average level of matches played. The methodology behind this last metric is explained in this note. Please do not hesitate to contact us for more information about our services.

>>> Go to the Post

The 434th CIES Football Observatory Weekly Post ranks 851 teams in 53 top divisions worldwide according to the average age of the line-ups fielded since the start of the current season. Values range from 20.97 years of age for FK Minsk of Belarus to 32.12 years for Independiente Petrolero of Bolivia. The average for all the clubs analysed is 27.24 years.

In the five major European leagues, the average age on the pitch ranges from 24.16 years for Toulouse FC to 30.19 for Rayo Vallecano. In the English Premier League, the extreme values were measured for Burnley FC (24.57 years), Chelsea FC (24.95) and Arsenal FC (24.96) on one side, and for Fulham (29.28 years) on the other.

The publication also presents the percentage of minutes by player age category (21 or under, 22 to 25, 26 to 29, and 30 or over). In eight teams, players aged 21 or under at the time of the matches played a majority of minutes. These notably include RB Salzburg (60.7%), FC Nordsjælland (56.1%) and AFC Ajax (53.3%).

>>> Go to the Post

Issue number 433 of the CIES Football Observatory Weekly Post presents an analysis of the data produced exclusively by our partner SkillCorner on the type of runs made by players when their team is in possession of the ball. Clubs from 27 leagues around the world are ranked according to the percentage of runs for short or backward passes*, highlighting the teams whose players like to receive the ball at their feet.

Raków Czestochowa’s players proportionally make the most runs for short or backward passes (31.1% of total runs). The Polish club is ahead of two European football giants: Manchester City (29.6%) and Paris Saint-Germain (28.5%). Eintracht Frankfurt (27.5%), Girona (26.5%) and AC Milan (25.9%) top the table in the other big-5 leagues. In absolute terms, the maximum runs for short or backward passes was recorded for Paris St-Germain (7.13 per match).

Using innovative tracking technologies, SkillCorner provides physical data for over 60 football leagues and competitions worldwide. Its new ‘Game Intelligence’ data focuses on the contextualisation of the game and notably includes ten categories of runs that can be used to qualify the style of play of teams and players, as we have done in this publication.

*Runs for short or backward passes are runs (>15 km/h for at least 0.7 seconds) made with the aim of offering a passing option to teammates, whether towards its own goal (‘drop off’) or to shorten the passing distance to the ball carrier (coming short).

>>> Go to the Post

The 432nd CIES Football Observatory Weekly Post analyses the rich data produced by our partners Wyscout to highlight the clubs that most dominate their opponents in 69 leagues across the world. The ranking is established on the basis of the average performance ratio with respect to opponents for four game actions: shots, shots from the box, passes and passes into the opponent’s third.

Levski Sofia tops the table with an average dominance ratio 3.31, ahead of another Bulgarian side, Ludogorets (3.26), Red Star Belgrade (2.99), Olympiacos (2.90) and Feyenoord (2.78). At the top of the rankings for the big-5 European leagues are Bayern Munich (ahead of Bayer Leverkusen), Naples (ahead of Inter), Paris St-Germain (ahead of LOSC Lille), Barcelona (ahead of Real Madrid) and Manchester City (ahead of Chelsea).

Outside Europe, the best ratios were recorded for two Saudi Pro League teams - Al-Hilal (2.29) and Cristiano Ronaldo’s Al-Nassr (2.13) – and Ecuador’s Independiente Del Valle (2.27). RB Bragantino (1.45) heads the table in Brazil, River Plate (1.92) in Argentina, CF América (1.60) in Mexico and New York RB (1.39) in the MLS. Over and above the rank currently occupied by the clubs, the dominance ratio helps in most cases understanding the position that teams can realistically hope to achieve.

>>> Go to the Post

Issue number 431 of the CIES Football Observatory Weekly Post ranks 70 leagues around the world according to the average duration of matches during the current or last completed season (Wyscout data). The overall average is 100’15’’, with a maximum of over 106’ in the top two Saudi competition levels.

The Spanish Liga is the competition where referees add the most injury time among the European big-5 (on average 13’03’’), ahead of the English Premier League (11’46’’) and the Italian Serie A (11’04’’). The lowest additional time value overall was recorded in the Finnish top flight (6’07’’), with less than 10% of fixtures lasting more than 100’.

Overall, the percentage of matches that last over 100’ is 52.4%. This proportion varies greatly between leagues: from 100% in the top division of the United Arab Emirates to just 6.7% in the Swiss second division. The share of games with a duration of over 100’ in the European big-5 stretches from 84.6% in Spain to 61.1% in France (71.8% in England).

>>> Go to the Post

Dear friend of the CIES Football Observatory,

we warmly thank the >1k of our subscribers that have taken the time to answer the anonymous survey through which we aim at understanding what actions football fans consider to be a necessity to improve the men’s professional football club environment.

This a second and last invite to participate in the survey, which will only take you about one minute. The results will be made available to the general public via our website and social networks.

>>> Survey in English

>>> Questionnaire en français

Thank you for helping us, and long live football!

The CIES Football Observatory research team

The 430th edition of the CIES Football Observatory Weekly Post presents the top 100 teams in the world having invested the most on transfer fees (including add-ons regardless of effective payment) to recruit players currently in their squad. Four teams head the list with investments of at least one billion euros: three English clubs (Manchester United, Chelsea and Manchester City) and one French (Paris St-Germain).

Saudi side Al-Hilal (18th) is the club from outside the European big-5 that has invested the most on transfer indemnities to assemble its squad (€382m), ahead of Leicester City (26th, €281m) and Ajax (32nd, €236m). By position, the biggest spenders are Liverpool for goalkeepers (€73m), Manchester United for defenders (€383m), Real Madrid for midfielders (€447m) and Paris St-Germain for strikers (€557m).

Clubs from nineteen different leagues feature in the top 100, with a maximum of 19 teams for the English Premier League (all clubs except Luton), followed by the Italian Serie A (15 teams), the Spanish Liga (12), the French Ligue 1 (11) and the German Bundesliga (also 11). Among non-European competitions, the Saudi Pro League is the most represented (4 clubs), ahead of Mexico’s Liga MX (3) and Brazil’s Serie A (2).

>>> Explore all the resources available on our website

CIES Football Observatory Weekly Post number 429 presents the net transfer spending* of the 100 most active clubs in terms of the financial volume of transactions concluded over the last decade. During this period, Manchester United has the most negative balance (-€1.396 billion), while the Portuguese side SL Benfica has the best (+€764 million).

Two other teams have had transfer losses of more than €1 billion over the last ten years: Chelsea and Paris St-Germain. Chelsea also has the most negative balances in the post-COVID period (-€993 million) and the calendar year 2023 (-€558 million). In contrast, SL Benfica outranks AFC Ajax (+€434m) and RB Salzburg (+€422m) over the last decade, while Villarreal CF has the most positive net spending in the 2023 calendar year (+€129m).

Also published today, the 87th CIES Football Observatory Monthly Report presents an even more detailed analysis of transfer-related financial flows in world football over the last decade. In particular, it shows that the amount of transfer fees incurred by clubs in 2023 (around €12.4 billion) was almost 25% higher than in the previous record year of 2019. This is essentially due to the sharp increase of English Premier League and Saudi Pro League clubs’ investments.

* The figures published include fixed transfer fees, any add-ons regardless of whether they have actually been paid, as well as sums invested in the context of paying loans. Amounts negotiated for loans with an obligation to buy are included in the breakdown for the year of the transfer. Within the limits of available information, the data on beneficiaries considers sell-on fees negotiated by previous clubs.

Issue number 428 of the CIES Football Observatory Weekly Post presents the 100 players born in 2002 or later who are not yet playing for a big-5 league club, but whose level of experience accumulated over the past year puts them in the best position to successfully take their careers to the next level.

Born in 2003, "air-ground blocker" António Silva (SL Benfica) is the player best equipped to join a top club. His transfer value is estimated at €102.5 million by the CIES Football Observatory statistical model. The Portuguese is ahead of two players born in 2002, "ground-air blocker" Pablo Maia (São Paulo FC, €17.4m) and "shooter-creator" Georgiy Sudakov (Shakhtar Donetsk, €35.6m).

Barcelona’s new recruit Vitor Roque (Athletico Paranaense, €53.5m) is in fourth place, an impressive ranking for a player born in 2005. Arthur Vermeeren (Anverse, €10.2m) and Jorne Spileers (Bruges, €7.2m) are the only other footballers born in 2005 in the top 100, compared with ten born in 2004, the highest-ranked of whom is the Moroccan full international Bilal El Khannouss (KRC Genk, 14th, €20.6m).

Exclusively developed by the CIES Football Observatory research team, the 100-based experience capital metric is particularly useful for scouts, as it enables them to rank players by considering both their playing time and the sporting level of matches played. This makes it easy to identify the talents whose recruitment offers the best guarantees of success.

A paying platform with numerous statistical indicators has been developed to help professionals optimise their strategies. More information is available on request.

Issue 427 of the CIES Football Observatory Weekly Post ranks the teams in 69 leagues around the world according to the average experience level of players in the squad. Experience is calculated by weighting minutes played in official club or national team matches over the last year by the sporting level of the games, with a maximum possible value of 100.

For the European big-5, Manchester City (85.6 and 63.2), Real Madrid (82.5 / 60.6), Bayern Munich (73.4 / 52.3) and Paris St-Germain (67.9 / 48.5) have the highest values for both ‘starters’ (i.e. the eleven most experienced players) and ‘substitutes’ (up to the next eleven). In Italy, Inter and Napoli are tied for the first (72.7), while Fiorentina leads the way for the second (47.6). The Tuscans could therefore be the surprise package of the season.

In Argentina, River Plate are first for the ‘starters’ and Boca Juniors for the ‘substitutes’. In Brazil, surprise leaders Botafogo are behind Palmeiras, Flamengo and Fluminense. In MLS, Messi’s Inter Miami have the most experienced starters, while Philadelphia Union have the best bench. In Turkey, Fenerbahçe are expected to take the title from Galatasaray, while Benfica should retain their crown in Portugal, as should Al-Ittihad in Saudi Arabia.

>>> See the virtual ’experience’ tables in 69 leagues

With a new final phase of the FIFA World Cup to come, women’s football continues its development worldwide. The June’s CIES Football Observatory Monthly Report analyses the composition of squads of the eight clubs having reached the quarter-finals of the 2022/23 UEFA Women’s Champions League.

Footballers under 23 years of age only accounted for 16.8% of minutes played by the UEFA Champions League quarter-finalists. This finding reflects the difficulty for young talents in establishing themselves in the top European clubs. The highest level was recorded for the unfortunate finalists, Wolfsburg (26.3%), which indicates a bright future for the German club.

Almost half of the minutes in the quarter-finalists were played by expatriate footballers. Particularly high levels were recorded for the two English teams present at this stage: Arsenal (83.2%) and Chelsea (74.5%). However, the two finalists, Wolfsburg (30.9%) and Barcelona (35.5%), are at the opposite, which shows that it is still possible to achieve the highest results with a majority of national players.

With 77 expatriates, the double World Cup title holders of the United States are the top exporting country for players active abroad in the ten principal women’s leagues, ahead of Sweden (48 expatriates), Denmark (45) and Canada (44).

>>> Access the Report for free

The last CIES Football Observatory Weekly Post before the summer break presents the top 100 clubs in the world with the most followers on four social networks: Twitter, Instagram, Facebook and TikTok.

With 362 million followers, Real Madrid is ahead its big rival Barcelona (342 million). Manchester United is the only other club with more than 200 million followers, while Paris St-Germain ranks fourth (187 million).

Outside the five major European leagues, the top three consists of Brazil’s Flamengo (50 million), Egypt’s Al-Ahly (45 million) and Turkey’s Galatasaray (40 million).

>>> Top 100 of the most popular clubs in the social media

Issue number 425 of the Weekly Post presents the top 100 estimated transfer values using the statistical model exclusively developed by the CIES Football Observatory. Manchester City and Premier League top scorer Erling Haaland heads the list with a value of almost €250 million (eventual buy-out clause not considered). Two other footballers under 23 years of age, Vinícius Júnior and Bukayo Saka, who just extended his Arsenal’s contract, complete the podium.

Rumoured close to Real Madrid, Borussia Dortmund’s teenager Jude Bellingham is fourth with an estimated value of €190 million (eventual add-ons included as for all players listed). The Englishman outranks Rodrygo Goes and the FC Barcelona’s duo Pedri González and Pablo Gavi (assuming that the registration of his contract until 2026 will be effective). Jamal Musiala, Phil Foden and Kylian Mbappé (contract with PSG until 2024 only) complete the top 10 list.

The highest estimated values for players from outside the big-5 were recorded for two Portuguese top talents: António Silva (€89 million) and Gonçalo Ramos (€82 million). The SL Benfica’s duo are ahead PSV Eindhoven’s Xavi Simons, FC Porto’s Diogo Costa, Sporting CP’s Gonçalo Inacio and three AFC Ajax players. More information on the statistical model used is available in this scientific paper. Evaluations for more than 30,000 players in 75 leagues around the world are available via a paying platform.

>>> Top 100 list

Issue number 424 of the CIES Football Observatory Weekly Post defines the attacking styles of teams from 23 leagues worldwide on the basis of the data on players’ high intensity runs exclusively produced by SkillCorner (>20km/h for at least 0.7 seconds). For each league, clubs are ranked from those whose players perform more in-possession high intensity runs than expected with respect to the minutes of possession to those who perform less.

A positive gap is characteristic of teams tending to go rapidly forward, while a negative gap is typical of teams building-up in a more horizontal way. Most of the dominant teams are in the second category, notably Shakhtar Donetsk (-12.1%), Paris St-Germain (-10.9%) and Manchester City (-8.2%), but RC Lens (+10.1%), Newcastle United (+8.5%) and Borussia Dortmund (+6.0%) show that it is possible to obtain top level results with a more vertical attacking style.

SkillCorner’s pioneering tracking technologies use broadcast and tactical video to deliver physical and contextual data for more than 60 football leagues and competitions across the world. Its standardised physical data allows users to benchmark and track the physical attributes of players, teams and leagues by supporting decision making on scouting, recruitment, player development and team strategy. The data includes a large set of metrics, including the "Count of High Intensity runs" used here.

Issue number 423 of the CIES Football Observatory Weekly Post ranks 60 top division leagues around the world according to the percentage of coaches in place at the start of the 2022/23 season who are no more in charge today. Of the 850 teams analysed, 484 changed coaches during the season, corresponding to a percentage of 56.9%.

The greatest percentages were measured in three leagues from the former Yugoslavia (Bosnia, North Macedonia and Serbia), followed by one from Central America (Costa Rica) and two from Africa (Algeria and Tunisia). At the other end of the scale are India (just one coach replaced in 11), Malta (3 in 14) and Australia (3 in 12). For the big-5, the values range from 55% in the Premier League (11 out of 20) to “only” 35% in Serie A (7 out of 20).

Clubs that changed coach at least once made the first replacement on average after 45.4% of matches, with a negative record of only 24.6% of games led by the coach who started the season in Romania, followed by the United Arab Emirates and Greece. In the big-5, the values stretch from 56.6% in the English Premier League to 35.6% in the Italian Serie A, where clubs changed relatively few coaches but rather quickly.

The 422nd edition of the CIES Football Observatory Weekly Post presents the ranking of the 100 associations with the highest number of expatriate players in 135 leagues worldwide. With a record number of 1,289 expatriates, Brazil tops the list ahead of France (1,033) and Argentina (905). Nigeria, Japan and the United States heads the rankings for the other main confederations.

The Post also presents the number of expatriates by age group, with the French in first place for those aged 23 or under, Brazilians for those aged 23 to 26 and 27 to 30, and Argentinians for those aged over 30. More detailed analyses including changes measured since 2017, with record increases for France and Colombia, are available in the 85th Monthly Report.

Expatriates are defined as footballers playing outside the association where they grew up, which they left following recruitment by a foreign club. This definition makes it possible to isolate sports migration from ordinary one, thus highlighting the flows directly linked to the practice of football. The Migration Atlas presents the main destinations for football migrants of all origins.

The 421st Weekly Post presents the player with the highest transfer value according to the CIES Football Observatory statistical model for 1,229 clubs in 74 leagues around the world. For each player, we also present the proportion that its value represents with respect to the total value of all footballers under contract with his owner club.

The highest values for the four Champions League semi-finalists were recorded for Erling Haaland at Manchester City (>€200m), Vinícius Júnior at Real Madrid (>€200m), Lautaro Martínez at Inter (>€80m) and Rafael Leão at Milan (>€60m). Among other players heading the table for their respective clubs notably are Bukayo Saka (Arsenal), Pedri González (Barcelona), Jamal Musiala (Bayern), Pedro Guilherme (Flamengo) and Alan Varela (Boca Juniors).

We are also proud to launch a new tool providing access to the estimated value of more than 30,000 professional players worldwide under a scenario with a contractual duration of at least three years. Vinícius Júnior (>€250m), Kylian Mbappé (also >€250m) and Erling Haaland (>€200m) are in the top three positions of this virtual ranking. Gianluigi Donnarumma tops the table for goalkeepers, Éder Militão for centre backs, Reece James for full backs and Jude Bellingham for midfielders.

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The precise value calculated according to the actual contract duration is available through a paid platform alongside many more exclusive statistics. Any interested institution is kindly invited to contact us.

The 420th edition of the CIES Football Observatory Weekly Post uses Wyscout data on dribbling in domestic league matches over the last 365 days to compile a world ranking of the best dribblers according to an index combining the frequency and percentage of successful dribbles, as well as the sporting level of teammates and opponents. Only footballers who have not yet turned 23 and have played at least 1’500 domestic league minutes are included.

Real Madrid’s Brazilian winger Vinícius Júnior tops the list with a successful dribble every 15 minutes and 32 seconds, and a success rate of 50.3% in highly competitive matches. His compatriot Ângelo Gabriel of Santos FC ranks second with even more impressive statistics, albeit in lower-level games: one successful dribble every 13 minutes and 56 seconds with a 64.2% success rate. Bayern Munich’s Jamal Musiala rounds up the podium ahead of AFC Ajax’s Mohammed Kudus.

Players from 35 different leagues are in the top 100, with Spain’s La Liga in first place (11 representatives), one more than the English Premier League and Argentina’s Liga Profesional. Born on 23 December 2004, Brighton & Hove Albion’s Facundo Buonanotte is the youngest player in the top 100, followed by Ângelo Gabriel (born just two days earlier), RB Salzburg’s Israeli Oscar Gloukh and Vélez Sarsfield’s Julián Fernández.

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Issue 419 of the CIES Football Observatory Weekly Post lists the 200 U20 players in 75 leagues around the world (20 in each of the ten positions considered) who have accumulated the most official game experience during last year. The highest score overall was recorded for Barcelona’s prodigy Gavi, whose relative experience capital is 4.37 times higher than the average measured for players of the same age and position.

The top players by position are Plamen Andreev (Levski Sofia, goalkeeper), António Silva (Benfica, centre back), Alejandro Balde (Barcelona, left back), Rico Lewis (Manchester City, right back), Arthur Vermeeren (Royal Antwerp, defensive midfielder), Pablo Gavi (Barcelona, central midfielder), Bilal El Khannouss (KRC Genk, attacking midfielder), Matheus Martins (Watford, left winger), Ângelo Gabriel (Santos, right winger) and Marcos Leonardo (Santos, centre-forward)

The ranking was established according to the experience capital method, taking into account the minutes played in official games during the last 365 days, the sporting level of the matches and the results. Furthermore, the experience capital was related to the average measured for players of the same age and position, which allows us to present a relative score as mentioned above.

The 418th edition of the CIES Football Observatory Weekly Post ranks 75 leagues around the world according to the frequency of penalties awarded by referees since 1 January 2020. The Egyptian Premier League heads the rankings with a penalty whistled every 172 minutes (not including injury time) compared to a global average of 271 minutes.

At the other end of the scale are the Japanese J1 League (every 520 minutes) and J2 League (every 613 minutes), as well as the English Championship, League One and League Two. In terms of conversion rates, the world average is 77.1%. The maximum was recorded in the French Ligue 1 and the Qatar Stars League (82.2%), while the minimum was observed in the South African PSL (71.4%).

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Issue number 417 of the CIES Football Observatory Weekly Post presents the percentage of minutes played by footballers who had not yet turned 20 in domestic league matches played over the last five years by 1,168 clubs in 76 leagues worldwide. Denmark’s Nordsjælland crushes the competition with a record percentage of 37%. Slovakia’s MŠK Žilina and Septemvri Sofia of Bulgaria complete the podium.

The top three outside of Europe is made up of two Venezuelan clubs (Mineros de Guayana and Deportivo La Guaira) and Uruguay’s Defensor SC. Borussia Dortmund leads the way among the teams currently in the big-5, ahead of Stade Rennais and FC Barcelona. In terms of the number of U20 players lined up in domestic league matches since 1 April 2018, the Romanian side FCV Farul tops the table with 45 footballers.

>>> Full data set

The 84th CIES Football Observatory Monthly Report analyses attacking playing styles adopted by clubs in 75 leagues worldwide using data for no less than 18,000 matches collected by InStat (now Wyscout). The team statistics on counter-attacks were combined with those of passes in the opponent’s third to distinguish four different offensive styles of play.

The “pressure” style favouring positional attacks is notably predominant il all big-5 leagues except the Bundesliga. The “alternance” style mixing positional and fast attacks is the dominant one notably in the Belgian and Turkish top divisions. The “waiting” style with below-average values for both counter-attacks and last third passes is the main one in both Germany and Portugal, while the “projection” style favouring quick attacks is notably widespread in Latin America.

The team analysis allows for a more precise definition of the offensive tactical options adopted by individual clubs. Although to different degrees, the majority of the most competitive teams adopt a “pressure” attacking style. However, there are exceptions such as Liverpool and Borussia Dortmund who fall into the “alternance” category, Roma and Juventus adopting a “waiting” style or Milan and Eintracht Frankfurt practising a “projection” one.

Finally, we would like to thank the people at InStat for having facilitated access to their data and having understood the meaning of our approach and our mission to push back the frontiers of knowledge in the service of the sustainable development of football around the world. We are sure that our many regular readers will join us in thanking them.

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Weekly Post’s issue number 416 presents the 100 U23 players outside the big-5 with the highest estimated transfer values according to the CIES Football Observatory’s statistical model. Benfica’s centre-forward Gonçalo Ramos tops the list with an estimated value of about €70 million, ahead of three centre backs: António Silva (€66m), Gonçalo Inácio (€62m) and Jurriën Timber (€57m).

Maarten Vandevoordt (Genk on loan from RB Leipzig) tops the list for goalkeepers (€20m), Devyne Rensch (Ajax) for full backs (€23m), Kenneth Taylor (also Ajax) for midfielders (€49m), while the top figure among players outside Europe was recorded for Yuri Alberto (€35m) of Corinthians. The top 100 estimated values for last November and non-big-5 league players under 25 years of age is available here.

>>> Current top 100 U23 list

Issue number 415 of the CIES Football Observatory Weekly Post ranks 76 leagues worldwide according to the number of cards per match handed out by referees since 1 January 2020. Bolivia’s Primera División tops the list (7.01 cards per game with 0.55 reds), while Japan’s J2 and J1 leagues are at the opposite end of the spectrum (1.99 cards per match with just 0.05 reds).

Seven Latin American leagues rank in the top nine in terms of total number of penalty cards, the only exceptions being Portugal’s Primeira and Segunda Liga. At the opposite end, Japan’s top two divisions are ahead of the top two leagues from the Netherlands. England’s Premier League Championship, League One and League Two are also at the bottom of the table, confirming the low propensity of referees across the Channel to issue penalty cards.

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Issue 414 of the CIES Football Observatory Weekly Post ranks 126 associations worldwide according to the average age of their senior men’s national team line-ups fielded in the last year. The maximum was recorded for Kuwait (29.76 years), while the minimum was observed for Bahamas (22.82 years). In Europe, the values range from 29.40 years for Belgium to 25.07 years for Turkey.

The three lowest values among last FIFA World Cup participants were measured for the USA (24.74 years), Ecuador (25.78 years) and Ghana (25.97 years). All three selections have a bright future ahead. Overall, the share of minutes of players aged 21 or under is 10.2%, compared to 32.7% for 22-25 year olds, 31.5% for 26-29 year olds and 25.6% for 30 year olds or over.

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The loan of players is a practice much in vogue in professional football. The 83rd edition of the CIES Football Observatory Monthly Report analyses the characteristics of 3,178 players currently on loan in 75 leagues from 57 associations worldwide. It notably shows that loans concern 9.5% of players, with record percentages at around 20% in Italy.

The report also highlights that loans do not just involve footballers at the start of their career. Indeed, less than 30% of the total number of players on loan are 21 years of age or under, while almost half are 24 or over. This shows that loans are not uniquely used with the aim of developing the potential of young players, but also for several other reasons, such as making room in squads or signing reinforcements without paying transfer indemnities.

Many big-5 league teams figure among the clubs who loan out the most players present on the 1st March in the 75 leagues analysed. Arsenal tops the list with 25 footballers loaned out, followed by Atalanta. Inter, Brighton & Hove Albion, Manchester City, Juventus, Chelsea and Wolverhampton also are in the top 10. Generally speaking, the more competitive the club, the more it tends to loan out players to other teams.

In 63.5% of cases, the clubs where players are loaned have a lower sporting level to the owner clubs. This result indicates that loans principally serve the interests of the wealthiest teams, by allowing them to control the career of more players than they could have in their squad and develop. The club multi-ownership strategy, increasingly used by dominant teams, only reinforces this process.

>>> Full Report

Issue number 413 of the CIES Football Observatory Weekly Post presents the top 100 clubs in the world according to the estimated value of transfer rights held on players in the squad, on loan to other teams or sold with a sell-on percentage. Manchester City top the list with the ownership of transfer rights on no less than 46 players for a total estimated value of €1.46 billion.

Spanish giants Barcelona and Real Madrid complete the podium, ahead of three other English teams: Arsenal, Chelsea and Liverpool. With transfer rights held on players corresponding to €264 million, Brazil’s Flamengo are the highest ranked non-European club. More information on the CIES Football Observatory’s statistical model for estimating the transfer value of professional football players is available in this scientific paper.

>>> TOP 100

Issue 412 of the CIES Football Observatory Weekly Post analyses WyScout data on domestic league assists made by players in 75 championships around the world over the last 365 days. By weighting the number of assists with the sporting coefficient of the matches played, Kevin De Bruyne comes out on top ahead of Ousmane Dembélé and Lionel Messi.

With 12 assists and a weighted score of 13.8, which puts him in sixth place overall, Dejan Kulusevski tops the list among U23 players. Sebastián Villa (Boca Juniors) is the top ranked player currently active in a South American league. In purely numerical terms, without weighting assists by the sporting level of the matches played, with 19 assists in last year domestic league matches, three players are at the top: Dušan Tadić (AFC Ajax), Ahmed Sayed ‘Zizo’ (Zamalek SC) and Emil Hansson (Heracles).

>>> Top 100 assistmen worldwide

The 411th CIES Football Observatory Weekly Post ranks the teams currently playing in 75 leagues around the world according to the number of different players fielded in domestic league matches over the last five years. The top three most stable teams are Sweden’s Halmstads BK (44 footballers), Manchester City (47) and Athletic Club (49), with the Brazilians of Ponte Preta (168) at the opposite end. 

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The 410th CIES Football Observatory Weekly Post ranks the teams in 52 leagues around the world according to the current season’s ratio between fouls committed and suffered. In the five major European championships, according to the InStat/Wyscout data, the values range from a ratio of 1.49 for Manchester United to 0.68 for Real Madrid.

By league, the highest number of fouls per match was recorded in the Serbian top division (30.3) and the Portuguese second one (30.2). At the other end of the scale are the Danish and Dutch top tiers (19.3 in both cases).

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The CIES Football Observatory research team is pleased to announce the publication of a ground-breaking report that reveals for the first time the inflation of player prices. Over the last decade, player prices have increased at an annual rate of 9%. A footballer paid €1 million in 2013/14 now costs €2.16 million (+116%).

The prices of players recruited by English Premier League clubs have risen more sharply than those of footballers hired by teams outside this competition: on average +12.2% per year compared to +8.4%. Inflation was also particularly marked for centre backs (+12.5% per annum), full backs (+11.1%), as well as for players aged 21 or under (+12.7%).

Overall, all else being equal, player prices increased at an annual rate of 13.8% between the 2013/14 and 2019/20 seasons, and then by -0.2% in the three seasons following the pandemic. However, after falling sharply in 2021/22, player prices resumed their growth in 2022/23, suggesting a rapid return to record levels.

In terms of investment volume, the total of €9.12 billion measured in 2022/23 is the second highest since the record season of 2019/2020. The rebound in 2021/22 from the sharp decline in the pandemic-affected 2020/21 season has thus continued into the current season, with even a new record for a winter transfer window in January 2023, largely driven by Premier League teams’ spending.

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Issue number 409 of the CIES Football Observatory Weekly Post ranks teams worldwide according to the total estimated transfer value of their youth academy graduates (at least three years between the ages of 15 and 21) active in more than 50 professional leagues. SL Benfica tops the table with a total academy graduates’ value of €670 million spread between 104 players, of which €151m for 20 footballers whose transfer rights are still owned by the Portuguese team. Chelsea and Barcelona round up the podium, while three Brazilian teams are in the top 10.

Transfer values were assessed through a statistical model exclusively developed by the CIES Football Observatory research team. A toolkit developed in association with Wyscout available on subscription notably includes the estimates for >30,000 players from 75 leagues worldwide. More information and a free trial access are available on demand.

>>> Top 100 academies