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