The indicator of the grip on the game refers to the number and location of passes achieved compared to opponents, while that of dangerousness is the ratio between the number and quality of shots attempted and conceded. More information about the CIES Football Observatory collective key performance indicators is available in issues number five and number seven of the Monthly Report.

The average value between grip on the game and dangerousness results in a composite indicator which allows us measuring the level of dominance of teams and estimating in an objective way the number of points that a club should have obtained accordingly. The comparison between points estimated and achieved permits us highlighting the most and least efficient teams. Future will tell what is the part of luck for the most efficient teams and that of bad luck for the most inefficient ones.

The most efficient big-5 league club so far was Stoke City. With a dominance of 0.53, the Premier League team should have obtained 0.72 points per match, which is 0.78 less than it was actually the case. At second position in the big-5 and at the top of the Liga table is Villarreal. Their dominance was 0.89, which should have allowed them obtaining only 1.24 points per match instead of 2.0 (+0.76).

Issue number 133 of the Big-5 Weekly Post also presents the data for grip on the game, dangerousness and dominance of all teams. The latter indicator suggests that the favourite clubs for the European club competitions are Bayern Munich for the Champions League and Napoli for the Europa League. Manchester City is at the top of the English Premier League table ahead of Leicester and Arsenal.

Dominance ranking

1) Bayern Munich 4.02
2) Naples 3.06
3) Paris St-Germain 2.14
4) Manchester City 2.11
5) Dortmund 2.10
6) Barcelona 2.00
7) Fiorentina 1.89
8) Real Madrid 1.87
9) Juventus 1.68
10) Atlético Madrid 1.66
11) Leicester 1.64
12) Arsenal 1.59

The average age on the pitch recorded for England during matches played in 2015 was 25.6 years. In Europe, only the Netherlands fielded footballers as young as the English ones. The youthfulness of the players available to Roy Hodgson is the sign of a renaissance which prefigures a promising future. At the opposite end of the spectrum, Scotland fielded the most seasoned footballers: 29.0 years on average.

The analysis on height shows that the average full international is 181.9cm. Great discrepancies exist between national teams. The average height on the pitch of the country who fielded the tallest players, Serbia, was 10cm greater than that of the country who played with the shortest footballers, Chile: 185.6 compared to 175.6cm. However, the short stature of the Chileans did not stop them winning the Copa América.

With regard to clubs employing internationals of the most competitive nations, the study shows the great concentration of talent in the wealthiest leagues. Almost one minute out of two was played by big-5 league footballers. In total, 68.9% of minutes were played by footballers under contract with foreign clubs. England is the only squad who did not field footballers playing abroad.

Finally, the Report highlights that 11.3% of national A-team footballers were born outside of the association represented. Two countries heavily relied on players born abroad: Algeria and Albania. Algeria fielded 21 players born in France, while 17 foreign-born footballers played for Albania. In the global era, the disjuncture between the country of birth and that represented will probably strengthen in the years to come.

Find out the other CIES Football Observatory Monthly Reports here.

During this season, footballers with national A-team caps in 2015 played 90% of domestic league minutes at Real Madrid. This figure is above 80 % for five other big-5 league clubs, four English Premier League teams (Chelsea, Manchester City, Manchester United and Tottenham), as well as Juventus. The only big-5 league team who did not field players with national A-team caps in 2015 is the Italian side Carpi.

The average percentage of minutes by active internationals per league varies between 58% in the English Premier League and 24% in the Spanish Liga. The figures for the three remaining big-5 leagues are 40% in the German Bundesliga, 31% in the Italian Serie A and 29% in the French Ligue 1. The overall percentage at big-5 league level is 36%.

Tomorrow, the CIES Football Observatory will publish the first Monthly Report of the year 2016 focusing on the squad profile of the best performing national A-teams.

The valuation is based on an econometric model created by the CIES Football Observatory research team from the analysis of over 1,500 paying fee transfers occurred since 2010. The criteria taken into account refer to both the performance and personal characteristics of players (age, position, contract duration, etc.), as well as to the competition level and results of their employer club and national team represented (if any).

More information on the indicators included in the algorithm is available in the sixth edition of the CIES Football Observatory Monthly Report. Moreover, a player value calculator is freely available online here. It is based on a less sophisticated algorithm including only data accessible to the general public. Although less precise than the statistical model used for these estimates, its predictive power is also high.

The estimated transfer value of Lionel Messi, 251 million €, is 17 million € below that of last June. This is mainly due to the fact that the Argentinean prodigy, who will turn 29 next June, has entered the final phase of his career. Despite outstanding performance levels and transfer cost inflation, his value probably already reached a peak.

Contrary to Messi’s transfer value, that of Neymar has heavily increased since June 2015: from 94 to 153 million €. In 2015, the 23-year-old Brazilian scored 25 goals in 34 appearances in the Spanish Liga, as well as 9 goals in 12 matches at Champions League level. A further increase in Neymar’s transfer value will depend on the outcome of negotiations concerning his contract at Barcelona, which currently runs until 2018.

The third highest transfer value recorded was for Eden Hazard. As for Messi, the value of the Belgian star decreased since June 2015: from 142 to 130 million €. This is mainly due to the poor performances of Chelsea during the first semester of the current season. Hazard himself did not perform at his best. However, the attacking midfielder, recently also fielded as a forward, is still a sure value of world football.

In fourth position is Cristiano Ronaldo. The transfer value of the Portuguese went also slightly down since last June: from 119 to “only” 114 million €. This is mainly due to the age factor: Real Madrid’s striker is set to turn 31 next February. With Santi Cazorla, Ronaldo is the only player aged 30 or over in the top 100 positions of the ranking. This reflects his outstanding talent and performances.

The fifth most valuable player is Harry Kane: 91 million €. This is 35 million € more than in June 2015. During the first months of the current season, the 22 year-old-striker confirmed his extraordinary skills. Moreover, the good results achieved by his employer club, Tottenham, contributed to increase his value. With the same performances on an individual level and Champions League qualification, Kane’s value will probably reach the 100-million € mark at the end of the season.

From sixth to tenth position are other top class attacking players: Raheem Sterling, Antoine Griezmann, Luis Suárez, Sergio Agüero and Alexis Sánchez. The transfer values of Anthony Martial, Paul Pogba, Kevin de Bruyne, Philippe Coutinho and Thomas Müller are also above 70 million €, while those of Robert Lewandowski, Gareth Bale and Romelu Lukaku are just below.

The top 100 list is freely available on the CIES Football Observatory’s website. The data on the 30 most valuable big-5 league club teenagers is available on request at football.observatory@cies.ch.

The analysis of the CIES Football Observatory is 100% data-driven from statistics provided by OptaPro. It takes into account the technical performance of players at big-5 league level since January 1st 2015 in six key areas of the game. More explanations are available in issue number 5 of the Monthly Report. From a broader perspective, the 7th Report presents the exclusive CIES Football Observatory approach for sustainable success.

Outfield players are divided into six positions: centre backs, full backs, defence-oriented central midfielders, attack-oriented central midfielders, attacking midfielders and forwards. Only footballers who played at least 2,250 minutes, equivalent to 25 full big-5 league matches, were included in the rankings.

On the basis of our analysis, the CIES Football Observatory dream team (4-2-3-1) is composed as follows: Neuer; D. Alves, T. Silva, Chiellini, Monreal; Gündogan, Cazorla; Özil, de Bruyne, Hazard; Messi. The dream team for U23 players, born after 1st January 1993, is composed as such: Karius; Bellerín, Umiti, Varane, Wendell; Tolisso, Pogba; B. Silva, Barkley, F. Anderson; Dybala.

Despite top level performances, several players do not appear in the tables as they were not fielded for at least 2,250 minutes in big-5 league games in 2015. This is notably the case of Z. Ibrahimovi?, M. Salah and S. Agüero among forwards; D. Silva, J. Navas and D. Perotti among attacking midfielders; M. Verratti, Y. Touré and A. Ramsey among central midfielders; L. Kurzawa, A. Kolarov and J. Alba among full backs; as well as D. Luiz, J. Boateng and D. Alaba among centre backs.

For more information, please contact us at football.observatory@cies.ch.

Seven out of the 10 top ranked clubs qualified for the Champions League knockout stage. The only exceptions are Manchester United, Tottenham Hotspur and Inter Milan. The last two clubs did not even participate in the competition. However, the Italian side is currently at the top of the Serie A table.

Real Madrid is the team with the most footballers with national A-team caps in 2015: 19 players. At second position is Manchester United (18). Louis van Gaal’s team outranks Chelsea, Tottenham and Juventus (17 players each). In total, Manchester United players represented 10 national selections. Sergio Romero played more games for Argentina (13) than for Manchester United (4).

List of players

• Sergio Romero, 13 matches for Argentina
• Marcos Rojo, 11 matches for Argentina
• M. Darmian, 10 matches for Italy
• Daley Blind, 9 matches for the Netherlands
• Wayne Rooney, 8 matches for England
• Morgan Schneiderlin, 8 matches for France
• Memphis Depay, 8 matches for the Netherlands
• Phil Jones, 7 matches for England
• Bastian Schweinsteiger, 6 matches for Germany
• Chris Smalling, 6 matches for England
• Anthony Martial, 6 matches for France
• Marouane Fellaini, 6 matches for Belgium
• Patrick McNair, 5 matches for Northern Ireland
• Antonio Valencia, 4 matches for Ecuador
• Juan Mata, 4 matches for Spain
• David De Gea, 4 matches for Spain
• Michael Carrick, 3 matches for England
• Luke Shaw, 2 matches for England

Nowadays, throughout Europe, players with the disadvantages of being born in the last months of the year and of later physical development have little chance of pursuing a career at a high level. The authors recommend to organisations in charge of the development of youth players and the game to “take the question of the relative age effect seriously”.

According to the Report, the limiting of the selection bias linked to the date of birth and to the level of physical development would reinforce meritocracy in football. Over the long term, such a step forward would be beneficial not only to the level of spectacle that teams are able to provide, but also on the level of balance of competitions.

English players are the only ones born on average after July 1st, the average date of birth of a typical citizen. This can be explained by the fact that age classes in English football are based on the cut-off date used by the school system, the 1st September, and not the 1st January as in other countries. Consequently, the least represented players among English professional footballers are those born in August and not in December as in the 30 other associations surveyed.

Issue number 128 of the Big-5 Weekly Post presents the data on the average day of birth of players for each club of the five major European leagues. In 23 teams only, this date is after July 1st. The extreme values were recorded at Fiorentina (20 April) and Southampton (11 August).

In two other clubs only, the average transfer expenditure for player on the pitch is above 20 million €: Chelsea (21.9) and Barcelona (21.3). This figure goes down to 16.1 million € at Arsenal, 15.8 million € at Liverpool, 11.1 million € at Tottenham … and 2.5 million € for Leicester City.

On average, Bayern Munich (15.4 million €) and Juventus (14.4 million €) also spent only half per player than Real Madrid, Manchester City, Manchester United and Paris St-Germain. This finding highlights the great discrepancies existing up to the very top of the football pyramid.

All the data is available here.

In total, the 2,165 footballers fielded so far by big-5 league teams have played in 1,276 clubs from the start of their career at adult level to their 23rd birthday. At the top of the table of teams having contributed most to the development of these players is Real Madrid Castilla. Up until 23 years of age, 45 footballers under contract with big-5 league teams have played for the team currently coached by Zinédine Zidane. Among them, we notably find Juan Mata (Manchester United), Alvaro Negredo (Valencia) and Roberto Soldado (Villarreal).

For comparability reasons, the player development index only considers domestic league games. A match played before the age of 21 is weighted double with respect to a game played between 21 and 23 years of age. Moreover, the values are weighted according to the current employment rate of players in order to give more weight to teams having developed the most fielded footballers.

The team who contributed most to the development of Premier League players is Southampton, followed by Aston Villa and Dutch side Ajax Amsterdam. Chelsea and Everton also rank in the top five positions.

At the top of the tables in the remaining big-5 leagues are Empoli for Italian Serie A players, Bayer Leverkusen for German Bundesliga, Barcelona B for Spanish Liga and Olympique Lyonnais for French Ligue 1 footballers. Issue number 126 of the CIES Football Observatory Big-5 Weekly Post presents the data for the top 40 clubs per league.

The player development index could be particularly useful for leagues, national associations and international football governing bodies to set up systems of financial equalisation and/or reward mechanisms incentivising more teams to promote both the training and fielding of young talents. Over the long term, this would have a positive effect on football as a whole.

For more information, please contact us at football.observatory@cies.ch

The CIES Football Observatory Digital Atlas presents league and club rankings for eight indicators:

• Average age: the oldest top division league in Europe is Turkey (27.3 years), while the youngest is Croatia (23.9 years). At club level, Chievo Verona is composed of the oldest players (30.6 years). Hajduk Split and Senica have the youngest squad (22.1 years).

• Average height: the tallest top division leagues at European level are in Germany and Croatia (183.3 cm). The shortest players are to be found in Israel (180.1 cm). There is a 9 cm gap between the tallest and shortest club: Wolfsburg (187.0 cm) and Ludogorets Razgrad (178.0 cm).

• Average stay: the most stable league from a player turnover perspective is England. Squad members have been in the first team of their employer team for 2.82 years on average. At the opposite end of the table is Serbia (1.71 years). The most and least stable clubs are CSKA Moskow (5.7 years) and Chornomorets Odessa (1.2 years).

• New signings: clubs in Romania signed the most players since January 1st 2015: 14 per club on average. At the other end of the spectrum is Sweden (7.4 players). At club level, the record high was recorded at Bologna (23 players), while the record low was measured for Karpaty Lviv and Metalurg Zaporizhya (1 player).

• Debutants: on average, European top division clubs launched 1.04 players without previous experience in the professional game: from 2.29 in Ukraine to 0.13 in Greece. Metalurg Zaporizhya holds the record at club level with 11 debutants. However, they are currently at the bottom of the Ukrainian Premier League table.

• Club-trained: the top division league in Belarus has the highest percentage of club-trained players (34.0%). Inversely, in Turkey, players who have been in their employer club for at least three seasons between the ages of 15 and 21 only account for 8.3% of squad members. The record high at club level was observed at Gomel (91.7%). More information is presented in the ninth edition of the CIES Football Observatory Monthly Report.

• Expatriates: the top division league with the highest percentage of expatriate players is that of Cyprus (66.4%). The lowest proportion of expatriates was recorded in Serbia (15.7%). Expatriate footballers account for up to 88.0% of squad members at Slovenian side NK Zavr?. Only three teams out of 460 have no expatriates: HIFK Helsinki, FK Gomel and FK P?íbram.

• Active internationals: the English Premier League gathers the highest percentage of players with national A-team caps since the start of the season (41.4%). This percentage is only 2.0% in Slovenia. The club composed of the greatest proportion of active internationals is Manchester United (72.0%).

Following UEFA’s definition, club-trained players are footballers who have been for at least three seasons between the ages of 15 and 21 in their employer team. The relative presence of this category of players in squads has steadily decreased from 23.1% in 2009 to only 19.7% in 2015. Club-trained footballers still accounted for more than one fifth of squad members in 2014: 21.0%.

This finding reflects the lesser tendency of European top division clubs to give their chance to players from their youth academy. As a consequence, the average age of footballers in the 31 top division leagues surveyed has reached a new record high: 26.0 years. The decrease in the proportion of club-trained players also reflects the greater mobility of footballers from their youngest age.

The Report also presents the rankings of clubs who trained the most players active in the leagues surveyed. At the top of the overall table is Partizan Belgrade (78 players trained), followed by Ajax Amsterdam (75 players). FC Barcelona heads the ranking of clubs who trained the most players under contract with big-5 league teams (44 players), ahead of Olympique Lyonnais (35 players) and Real Madrid (34 players). All data is available in issue number 125 of the Big-5 Weekly Post.

Last but not least, the CIES Football Observatory is pleased to unveil a brand new version of its exclusive Digital Atlas on the demography of footballers in Europe. This unique tool presents a wide array of indicators allowing users to grasp the latest trends in the European football players’ labour market. The next Monthly Reports will further develop some of the exclusive information presented in the Digital Atlas.

The CIES Football Observatory warmly thanks its growing audience for the interest and positive feedback received. The authors of the Report - Drs Raffaele Poli, Loïc Ravenel and Roger Besson - are at the disposal of media at football.observatory@cies.ch.

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

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

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

CIES Football Observatory KPIs

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Clubs participating in the Champions League are over-represented in the top positions of the ranking of clubs having generated the most incomes in transferring players to other teams. Among the 15 top ranked clubs, only Monaco, Liverpool and Aston Villa did not qualify for the group stage of the 2015/16 Champions League. This finding shows the key importance to obtain top level results to be able to transfer players for significant amounts of money.

However, the majority of clubs having generated the most incomes on the transfer market are also among teams who invested the most for new signings (see issue number 118 of the CIES Football Observatory Big-5 Weekly Post). Consequently, among the 15 clubs with the most positive net transfer spend, only Wolfsburg and Sevilla take part in the group stage of the current Champions League edition.

Among the 15 clubs with the most negative net transfer spend, we find some of the wealthiest European clubs (Manchester City, Paris St-Germain, Manchester United, Real Madrid, etc.), as well as not-so-rich teams who heavily invested on the transfer market in the hope of improving results, such as Milan AC, Newcastle United, West Bromwich Albion, Bologna, Sunderland and Crystal Palace.

On average, during the last three summer transfer windows (2013-2015), the transfer expenditure of big-5 league clubs was 68% greater than in the three previous ones (2010-2012). The biggest increase was recorded at English Premier League level: +98%.

Manchester City tops the table for summer 2015 with a transfer expenditure of 230 million €, ahead of Manchester United (189 million €) and Juventus (137 million €). The transfer expenditure of English clubs (1.35 billion €, new record high) accounted for 41% of total big-5 league investments.

Manchester City also heads the ranking of transfer fees invested since July 2010: 784 million €. In second and third position are two other English clubs: Chelsea (711 million €) and Manchester United (640 million €). The first non-English club is French side Paris St-Germain (615 million €).

On average, big-5 league players transferred for money during last summer were paid 23% more than footballers with similar characteristics transferred during the five previous years. If we add this percentage to the transfer values estimated by the CIES Football Observatory at the end of the 2014/15 season on the basis of its exclusive econometric model, we obtain figures taking inflation into account.

The comparison of these values with fees paid by clubs allows us to assess transfers from an economic perspective. This analysis is carried out without considering add-on fees related to the future performance of players, nor sell-on fees negotiated on future transfers. Players on loan with buy-out clauses were not included.

This study indicates that the most under-paid player in absolute terms with respect to the sums invested in the recent past for footballers with similar characteristics was Anthony Martial by Manchester United (+27.9 million €, not including add-ons), followed by Kevin de Bruyne by Manchester City (+26.6 million €) and Christian Benteke by Liverpool (+19.6 million €).

At the opposite end of the table, the most under-paid players according to the CIES Football Observatory analysis were Raheem Sterling by Manchester City (-32.1 million €), Mapou Yanga-Mbiwa by Olympique Lyonnais (-11.9 million €) and Robin van Persie by Fenerbahçe (-11.4 million €).

More information is available on the CIES Football Observatory website or on request at football.observatory@cies.ch. For a detailed presentation of the methodology used to estimate the transfer value of players, please refer to issue number 6 of the CIES Football Observatory Monthly Report.

In total, big-5 league teams have spent a record figure of 9.3 billion euro to sign current squad members. The gaps between clubs are tremendous: from 587 million for Real Madrid to less than one million for Carpi, Frosinone, GFCO Ajaccio, Rayo Vallecano and Sporting Gijón.

From the perspective of transfer market investments, one would expect that Real Madrid, Manchester City, Paris St-Germain, Bayern Munich and Juventus win the title in their respective leagues. Conversely, at English Premier League level, Bournemouth, Watford and Norwich should face relegation just one year after promotion.

For a detailed analysis of the link between transfer expenditure and success, refer to issue number 3 of the CIES Football Observatory Monthly Report.

Since 2005, the Football Observatory research group within the International Centre for Sports Studies (CIES) has developed pioneering data analysis to understand the logics of success in football. This report unveils the key findings related to the four main dimensions of sustainable squad management: team chemistry, demographic structure, performance analysis and transfer policy.

Professional clubs, football academies and leagues regularly take advantage of the exclusive expertise gathered within the CIES Football Observatory to increase their competitiveness. The innovative research work carried out also has an educational vocation by helping football stakeholders, including media and fans, to develop original thinking on the beautiful game.

Furthermore, the CIES Football Observatory academic team is pleased to disclose its player performance rankings for the five major European championships. The top 15 list per position and league will be updated on a weekly basis throughout the season. To know more about the methodology used, see Monthly Report number 5.

For more information, please contact us at football.observatory@cies.ch.

During last season, the percentage of minutes played by club-trained footballers reached a new record low: 14.3%. In the English Premier League, players who spent at least three years between the ages of 15 and 21 in their employer club never played a fewer percentage of minutes than in 2014/15: 10.2%. The minimal level of minutes played by club-trained footballers was recorded in Italy: 8.5%.

The percentage of minutes played by expatriates is stable at around 46%. However, the percentage of players who grew up in a different country than that of their employer club reached a new record high among the five best ranked teams per league: 59.6%. This percentage was never as high as in 2014/15 in three leagues out of five: England (77.1%), Spain (57.1%) and Germany (53.1%). It is also very high in the Italian Serie A: 71.4%.

The CIES Football Observatory is also proud to be able to present for the first time the probabilities of fee paying transfers for big-5 league players. This was a major achievement of the research work carried out by our academic team during the last year. Many expensive footballers are to be found in the top-100 of this ranking, such as Raheem Sterling, Alexis Sánchez, Antoine Griezmann, Harry Kane and Philippe Coutinho.

More information is available in issue number 115 of the Big-5 Weekly Post (the last before the summer break). The full data is presented in the sixth edition of the CIES Football Observatory Monthly Report. This publication also explains the unique methodology developed by our research team to estimate both transfer values and transfer probabilities of football players.

The clubs per league having the most relied on U21 players are Monaco (34.6%), Valencia (25.5%), Empoli (23.3%), Bayer Leverkusen (23.1%) and Liverpool (19.8%). Conversely, U21 footballers played less than 2% of minutes in 27 teams out of 98, including at Champions League finalists Barcelona and Juventus.

All the data is available in issue number 113 of the CIES Football Observatory Weekly Post.

For more information, please contact us at football.observatory@cies.ch.

At the head of the tables per position are Phil Jones (Manchester United) for centre backs, Layvin Kurzawa (Monaco) for full backs, Marco Verratti (Paris St-Germain) for defensive midfielders, Isco Alarcón (Real Madrid) for attacking midfielders and Felipe Anderson (Lazio) for forwards.

In the top-3 positions of the rankings are not only well known players such as Raphaël Varane (Real Madrid), David Alaba (Bayern Munich) or Paul Pogba (Juventus), but also less renowned talents such as José Giménez (Atlético Madrid), Ricardo Rodríguez (Wolfsburg), Granit Xhaka (Borussia Mönchengladbach), Bernardo Silva (Monaco) and Clinton N’Jie (Lyon).

The rankings are based on the CIES Football Observatory exclusive Key performance indicators in the following areas of the game:

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

The evolution noted for the five major European leagues since 2009/10 reflects a strong increase in the sums invested in transfer fees. While the 98 big-5 league teams spent €6.9 billion to recruit players present in their squad in 2009/10 (€70.4 million per club), this figure increased to €8.6 billion in 2014/15 (€87.7 million per club). In six seasons, the average “cost” of a squad from a transfer expenditure perspective increased by 24.5%.

Between 2009 and 2014, the fees invested in signing squad members increased particularly in the English Premier League: €2.43 to €3.43 billion (€171 million per club). The amount spent by Premier League clubs in comparison with the total for the big-5 leagues went from 35% in 2009/10 to 40% in 2014/15. The explosion of revenues from the sale of TV-rights for the period 2016-2019 will undoubtedly reinforce this process.

The minimum threshold of investments in transfer fees above which it is reasonable to expect a podium finish has strongly increased. At big-5 level, the clubs having ranked in the top three places in the 2009/10 season spent on average €189 million in signing squad members. This figure has never been as high as in the current season: €278 million (+47%). Issue number 103 of the CIES Football Observatory Big-Weekly Post also presents the data by position.

The analysis of the recipients of sums invested by big-5 league clubs in signing squad members shows that the redistributive power of the transfer market is limited. Between 2009/10 and 2014/15, 67% of transfer fees were paid out to other teams participating in the five major European championships. A record figure was incidentally measured for the last two transfer windows: 70.5%.

With a view to equality and a wish to improve competitive balance, it would be therefore useful to consider what reforms are necessary to the transfer system so as to promote solidarity. An efficient measure would be to entitle each team in which a player has passed through to a compensation for each fee paying transfer taking place over the course of the player’s professional career on a pro rata basis to the number of official matches played at the club.

We kindly invite you to read the Report to know more about this proposal.

At league level, current French Ligue 1 clubs generated the most transfer fees for youth academy players (292 million €). At the bottom end of the table is Italian Serie A. This finding reflects the low level of club-trained players in Italian top division clubs (see here).

Fees received by Southampton for the transfer of Adam Lallana, Luke Shaw and Calum Chambers represent almost 40% of the total incomes of current Premier League clubs for the transfer of club-trained footballers during the last three seasons.

Southampton is an outstanding example of how youth training can constitute a key competitive advantage both sportingly and economically even in the richest league of the world.

At the head of the other rankings are Dejan Lovren (Liverpool) for rigour, Walter Gargano (Napoli) for recovery, Xabi Alonso (Bayern Munich) for distribution, Karim Bellarabi (Bayer Leverkusen) for take on and Diego Costa (Chelsea) for shooting.

The following big-5 league rookies are to be found in the top 12 positions for five out of the six areas of play taken into account:

Rigour

• Michael Keane (Burnley)
• Sergi Gómez (Celta de Vigo)
• Emiliano Velázquez (Getafe)
• Jin-Su Kim (Hoffenheim)
• Nicolás Otamendi (Valencia)
• Giancarlo González (Palermo)
• Marcos Rojo (Manchester United)

Recovery

• Wendell Nascimento (Bayer Leverkusen)
• Yeltsin Tejeda (Evian)
• Daley Blind (Manchester United)

Take on

• Sadio Mané (Southampton)
• Lucas Vázquez (Espanyol)

Chance creation

• Valentin Stocker (Hertha Berlin)
• Dušan Tadi? (Southampton)

Shooting

• Luciano Vietto (Villarreal)
• Federico Piovaccari (Eibar)
• Diafra Sakho (West Ham)

Please refer to this paper if you want to know more about the exclusive approach of the CIES Football Observatory for sustainable success.

At the head of the table is Ajax Amsterdam. The Dutch team has trained 77 players employed by the 468 teams of the 31 leagues included in the analysis. At second and third place are Partizan Belgrade (74 players) and Barcelona (57). This data confirms the outstanding know-how of these clubs in the training of youth players.

France is the most represented national association in the top 100 positions of the table: 15 clubs. This is seven more than the second and third most represented countries: Spain and the Netherlands. Conversely, there are no Turkish, Cypriot, Romanian and Norwegian teams in the top 100.

If you want to know more about the European football players’ labour market, you are kindly invited to consult our online Digital Atlas. Thank you for your interest!

Thanks to this analysis we are able to highlight not only well-known players such as Luke Shaw, Raheem Sterling, Romelu Lukaku or Thibaut Courtois, but also footballers not yet taking part in the big-5 leagues but of whom we will surely hear much about in the future such as, among others, Tonny Vilhena, Jetro Willems, Pione Sisto or Georgi Milanov.

The notion of experience capital refers to games played in adult championships up until 23 years of age. We attribute different values to matches according to an exclusive classification method that takes into account the performance of national association representatives in European club competitions, the division of the employer club in the domestic league and results achieved for matches played.

The method of experience capital allows clubs to optimise their approach regarding transfers by considerably reducing the risks inherent in such operations, from both the sporting and economic point of view. Our research team is at the service of clubs interested in finding out more about the practical modalities of implementing a talent spotting system of this kind.

The report also emphasises the crucial role of leagues outside the big-5 in the career development of players. Among footballers aged 23 or over currently under contract with big-5 league clubs, only 12% have always played in teams taking part in the top European championships between the start of the professional career and their 23rd birthday.

Issue number 99 of the Big-5 Weekly Post presents the highest capital experience values for U20, U21, U22 and U23 players for both the five major European championships and the remaining 26 leagues surveyed.

Buy-out clauses or options to buy existed for the five most over-paid players. This certainly helped the seller teams in the negotiations: Villarreal for Gabriel Paulista, Swansea for Wilfried Bony and Fiorentina for Juan Cuadrado.

The top level performances of Bernardo Silva and Ryan Bertrand explain the activation of the option to buy by Monaco, respectively Southampton. However, the current value of these players is well below the price paid.

Monaco and Southampton accepted to over-pay by considering the opportunities of development for the players concerned. This holds also true for Arsenal with regard to the signing of Gabriel Paulista. The three players have indeed the concrete possibility to become pillars of their national A-teams in the near future.

The cases of Wilfried Bony and Juan Cuadrado are different as they are already well established full internationals. They were primarily recruited within the context of the race for the Premier League title.

While Chelsea was also able to transfer other players – André Schürrle and Ryan Bertrand – at a higher price than expected, Manchester City was not able to do so. Chelsea could probably have got more from the permanent move of Fernando Torres. Nevertheless, his permanent move allowed the London club to save money for his salary.

The over-representation of deals between Italian clubs among the most under-paid transfers – Manolo Gabbiadini, Alfred Duncan, Daniele Gastaldello, Luca Antonelli and Gabriel Paletta – reflects the deep economic crisis of professional football in the country.

Fore more information, please contact us at football.observatory@cies.ch

At the top of the rankings per area of the game are José Gímenez (Atlético Madrid) for rigour, Layvin Kurzawa (Monaco) for recovery, Marco Verratti (Paris St-Germain) for distribution, Alex Oxlade-Chamberlain (Arsenal) for take on, Isco Alarcón (Real Madrid) for chance creation and Neymar Júnior (Barcelona) for shooting.

Only two players are in the top 12 positions in three different rankings: Paulo Dybala (Palermo) for take on, chance creation and shooting, as well as Paul Pogba (Juventus) for distribution, take on and shooting. The following players are in the top 12 in two areas of the game:

• José Gímenez (Atlético Madrid)
• Marquinhos Aoás (Paris St-Germain)
• Phil Jones (Manchester United)
• Layvin Kurzawa (Monaco)
• Marc Stendera (Eintracht Frankfurt)
• Marco Verratti (Paris St-Germain)
• Lucas Moura (Paris St-Germain)
• Isco Alarcón (Real Madrid)
• Koke Resurreción (Atlético Madrid)
• Raheem Sterling (Liverpool)
• Nabil Fekir (Olympique Lyonnais)
• Paul-Georges Ntep (Stade Rennais)
• Neymar Júnior (Barcelona)

The full tables are to be found here. More information is available at football.observatory@cies.ch

CIES Football Observatory Key Performance Indicators (KPIs)

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

The top ranked teams in the remaining big-5 leagues are Olympique Lyonnais (6.7 shots per goal, 5th place), Eintracht Frankfurt (6.9, 7th), Chelsea (7.0, 10th) and Palermo (7.5, 12th).

Conversely, at the bottom end of the table are Hambourg (22.9), Aston Villa (20.9), Torino (17.1), Granada (16.9) and LOSC Lille (15.2). These figures both reflect a lack of efficiency and the difficulty in taking up a favourable position to shoot. As a matter of example, Aston Villa scored only two goals out of 109 attempts in second halves!

All these statistics were calculated from data provided by our partners Opta Pro. They are to be found here.

Juventus also led for a majority of domestic league minutes (52.0%). This figure was below 40% for Paris St-Germain (39.8%), Barcelona (39.6%) and Manchester City 38.8%). The record low at big-5 league level was recorded for Sunderland (10.3%). This does not augur well for the Black Cats.

The figures for the 98 big-5 league clubs are to be found here.

The report indicates that stability gives clubs a competitive advantage over rival teams, be it on a sporting level (better medium and long-term results) or an economic one (a greater capacity to launch careers of club-trained players and generating revenues through their transfer).

Stability indicators such as the average length of stay of players in their club or the percentage of new signings in the squad thus show their true worth when judging the pertinence of management strategies instigated by club managers.

Well-informed fans of the most unstable teams have good reason to be anxious. In order to protect football from the bad practices of certain managers, to promote training and to increase team competitiveness, it would thus be timely to consider the introduction of a limitation on the number of transfers allowed.

True to its reputation, our research group is at the disposal of football stakeholders to analyse such a scenario. This would notably be about defining more precisely the boundaries of such a limitation on transfers in order to attain the desired goals, without interfering with the free movement of players or provoking a distortion of the market with regard to the upholding of the principle of proportionality.

Issue number 94 of the Big-5 Weekly Post also deals with the subject of club stability by presenting the date of arrival of current squad members for clubs ranked in first and last position in the table of their respective league. This analysis also allows us to highlight the importance of squad stability for sustainable success.

With the exception of Raheem Sterling, in the top 10 positions of the ranking are only players under contract with teams that are still competing in the Champions League:

• Lionel Messi (Barcelona) : 220 million €
• Cristiano Ronaldo (Real Madrid) : 133 million €
• Eden Hazard (Chelsea) : 99 million €
• Diego Costa (Chelsea) : 84 million €
• Paul Pogba (Juventus) : 72 million €
• Sergio Agüero (Manchester City) : 65 million €
• Raheem Sterling (Liverpool) : 63 million €
• Francesc Fàbregas (Chelsea) : 62 million €
• Alexis Sánchez (Arsenal) : 61 million €
• Gareth Bale (Real Madrid) : 60 million €

The club with the most representatives in the top 100 of the table is Spanish giant and Champions League title holder Real Madrid:

• Cristiano Ronaldo: 2nd, 133 million €
• Gareth Bale: 10th, 60 million €
• James Rodríguez: 15th, 50 million €
• Isco Alarcón: 17th, 45 million €
• Karim Benzema: 21st, 43 million €
• Toni Kroos: 23rd, 41 million €
• Luka Modri?: 27th, 37 million €
• Sergio Ramos: 40th, 33 million €
• Daniel Carvajal: 68th, 25 million €
• Raphaël Varane: 87th, 23 million €
• Marcelo Vieira: 94th, 22 million €

The transfer values are calculated using an exclusive algorithm developed on the basis of over 1,500 fee paying transfers occurred since 2009. The variables included in our exclusive econometric model refer to player performances (matches, goals, dribbles, etc.), their characteristics (age, position, contract duration, etc.), as well as competition level and results achieved by their teams (clubs and national sides).

For more information, you are kindly invited to read chapter four of this paper on the CIES Football Observatory’s approach for sustainable success.

This tool is freely available online from our website. It enables anyone to analyse the state of the game in 31 European countries and to follow its progress from year to year. The indicators offered study the characteristics of players from over 500 first division clubs from the perspective of age, height, mobility, training, origin, etc.

By consulting the Atlas, you can notably learn that there is almost 10cm of difference between the club with the tallest players, Diósgyör (186.3cm on average), and that with the shortest ones, Barcelona (177.3).

The Atlas also allows for comparisons between leagues. Regarding age, for example, it shows that the Italian Serie A regroups the oldest footballers (27.3 years on average), while the Dutch Erdivisie is made up of the youngest ones (24.2).

Issue number 92 of the Big-5 Weekly Post helps situate the five major championships in the European context from the point of view of the average age of squad members. It also presents the average age for the 98 big-5 league clubs. The Post notably shows that more than 5 years separate the youngest club, Valencia, from that which gathers the oldest players, Atalanta.

From January onwards, the Football observatory’s academic team will also offer monthly reports instead of our annual paying publications. Like our Digital Atlas, these will also be freely accessible from our website. The first issue will cover the topic of club instability. Moreover, we shall continue the publication of the Big-5 Weekly Post. We are open to sponsorship proposals.

In autumn 2015, we also plan to publish a book destined for the general reader summarising the key points garnered from our analyses over the past decade. There are indeed over 20,000 football enthusiasts like yourselves now on our mailing list. We warmly thank your for your interest in all our numerous areas of initiative.

Happy Christmas and best wishes for 2015!

Moreover, issue number 91 of the Big-5 Weekly Post presents the results of the analysis of the ASAR ratio for clubs from the five major European championships. The ratio is obtained by dividing the average stay of players in the first team squad of their employer club (the longest, the best) with their age at recruitment (the youngest, the best).

Indeed, the analyses carried out since 2005 show a strong correlation in all countries between this ratio and the results obtained by clubs at the end of the season. It is thus not surprising to note that the five clubs that are currently at the top of the table in their respective league are also in the top 20 positions of the ASAR ranking at European level:

• Real Madrid (2nd both at big-5 league level and Spain)
• Juventus (7th and 1st in Italy)
• Bayern Munich (9th and 2nd in Germany)
• Chelsea (11th and 1st in England)
• Marseille (19th and 2nd in France)

From an ASAR perspective, the most over-performing teams so far are Sevilla, Genoa and Valencia. Conversely, Real Sociedad, Borussia Dortmund, Everton, Cagliari and Lille clearly under-performed.

Our academic team is at the service of professional clubs to study their squads in greater detail.

Thanks to our tool, anyone can obtain an accurate, up to date transfer value for players taking part in the five principle markets of European football: the English Premier League, Spanish Primera Liga, German Bundesliga, Italian Serie A and the French Ligue 1.

Our statistical model is based on almost 1,500 fee paying transfers having taken place at big-5 league club level from 2009 onwards. The correlation between estimated and actually paid sums is greater than 80%. This shows that we have been able to reveal the logics of the transfer market. This allows us to anticipate events and highlight market bias.

Our team is at service of market actors for expert audits for both big-5 league players and professional footballers playing in other championships at worldwide level.
Do not hesitate to access the calculator here.

Our rankings highlight not only the best performing players overall, but also those who performed the best with regard to teammates. This approach allows us to pick out more players who are not yet part of the top clubs. This is particularly useful from a scouting perspective. To limit bias, only footballers having played at least 66% of match time since the start of the season are included in the study.

In absolute terms, the best big-5 league players at present are Cristiano Ronaldo (Real Madrid) both in shooting and chance creation, Eden Hazard (Chelsea) in take on, Xabi Alonso (Bayern Munich) in distribution, Mathieu Coutadeur (Lorient) in recovery and Javi Manquillo (Liverpool) in rigour.

At the top of the relative rankings, we find Charlie Austin (QPR) in shooting, Xabi Prieto (Real Sociedad) in chance creation, Federico Cartabia (Córdoba) in take on, Roberto Trashorras (Rayo Vallecano) in distribution, Alaixys Romao (Marseille) in recovery and Mathieu Bodmer (Nice) in rigour.

Actors from professional clubs can contact us to enquire about our range of products in the domain of performance analysis.

Key performance indicators

• Shooting: ability to exploit goal opportunities through accurate shooting
• Chance creation: ability to putting teammates in a favourable position to score
• Take on: ability to create advantageous situations by successfully challenging opponents
• Distribution: ability to keep a hold on the game through efficient passing
• Recovery: ability to minimise opponents’ chances through proficient interception work
• Rigour: ability to minimise opponents’ chances through robust duelling

In the other championships, the most “expensive” matches this season were Manchester City-Chelsea (578 million €), Paris St-Germain-Marseille (503 million €), Bayern Munich-Borussia Dortmund (272 million €) and Inter-Napoli (263 million €).

This analysis shows the increasing impact of money at the highest level of European football and the difficulty encountered by the vast majority of teams to reach the performance levels of the richest clubs. This state of affairs leads to more predictable results.

Thus, the five clubs touted by our research team as favourites at the start of the season are either in the first (Bayern Munich, Chelsea) or second place (Paris St-Germain, Barcelone, Rome) of their respective championships.

The expatriate presence is particularly high in the English Premier League (59.3%. A new record high since 2009 was measured this season in Italy (54.8%) and Spain (38.9%). Expatriates represent 43.5% in Germany and 31.6% in French Ligue 1. Compared to one year ago, the percentage of football migrants went up in all big-5 leagues with the exception of the English Premier League (-1.6%).

The biggest increase since 2009 was registered in Italy: from 42.4% to 54.8% (+12.4%), while the strongest growth since November 1st 2013 was measured in the German Bundesliga: from 38.1 to 43.5% (+5.4%).

For the first time in history, the main exporting country is France: 113 players compared to 112 for Brazil (former leader) and Argentina. The strongest increase since 2009 was recorded for Spain (from 17 to 58 players in foreign big-5 leagues). During last year, the biggest growth was for Serbia (28 to 39, +11) and Belgium (31 to 41, +10).

More data is available on request at football.observatory@cies.ch

Since the start of the 2014/15 seasons, the teams having fielded the shortest line-ups per league are Barcelona (176.4 cm), Nice (177.0 cm), Empoli (178.2 cm), Hertha (179.4 cm) and Manchester City (179.8 cm).

Conversely, at the head of the rankings of the tallest formations during current season are Stoke City (188.0 cm), Schalke 04 (186.7 cm), Verona (186.2 cm), Monaco (185.5 cm) and Elche (183.6 cm).

Key topics of the Forum also include: creating a global standard for live sport data, low cost performance tools, coach-led analytics, data in science and sport medicine, evidence-based decision making in modern coaching, monetising sports data and video content across multiple platforms, interactive panel discussions, as well as networking activities.

The presentation of the CIES Football Observatory is available on request after the event. Interested parties can contact us at football.observatory@cies.ch

View the dedicated event website here.

For the full event programme and how to be part of it, sponsorship and attendance availability email Edward Abankwa at EdwardA@pinnacle-management.com

Click here to REGISTER ONLINE. You can also ring +44(0)7956 675521 / +44 (0)208 657 4062.

Email Ian Brumpton at ian@pinnacle-management.com with partnership and marketing enquiries.

Out of the 43 big-5 league footballers trained at Barcelona, 13 are still playing for the Catalan club. Only Olympique Lyonnais, Athletic Bilbao and Real Sociedad have a greater number of club-trained players in their current squad. To be able to rely on homegrown talent in this way has provided a key competitive advantage for Barcelona over the last decade. Munir El Haddadi and Sandro Ramírez are the latest examples of this strategy.

Barcelona is also at the top of the table of clubs having trained the most footballers playing for other big-5 league teams (30), ahead of Real Madrid (26) and Manchester United (24). This finding not only highlights the quality of training provided by these top teams, but also demonstrates the difficulty for youth academy players to breakthrough into the first team squad of the most competitive club. This is unlikely to change in the near future, irrespective of the legal framework in force.

River Plate heads the ranking for clubs not participating in the big-5 leagues. The Argentinean team has trained 17 players currently employed by teams in the five major European championships, which is two more than Le Havre, Ajax and Munich 1860.

Issue 86 of the CIES Football Observatory Big-5 Weekly Post also shows that the percentage of club-trained players went down for the fourth consecutive season and has now reached a new record low: 17.2% of squad members. This percentage varies between 24.6% in France and 9.6% in Italy. To be considered club-trained, a player must have played for at least three seasons between the ages of 15 and 21 for his employer club (UEFA criterion).

More information is available on request at football.observatory@cies.ch

At the opposite end of the table, Manchester City fielded the third oldest line-up at big-5 league level: 29.3 years (highest figure in the English Premier League). This suggests that fresh blood is needed to maintain top level performance standards over the long term. Only Verona (31.0) and Torino (30.3) fielded more seasoned players than Manchester City.

Since 2008/09, the youngest line-up in the big-5 was fielded by Nice: 22.1 years on average against Evian on 10.05.2014. Conversely, the team having fielded the oldest line-up is Milan AC: 33.3 years against Catania on 03.05.2009.

The data on the last match day for all big-5 league clubs is available in the 85th Weekly Post. For more information, please contact us at football.observatory@cies.ch

Since the beginning of the English Premier League season, Manchester United achieved the third highest score in points achieved by minute played, ahead of Manchester City (5th). This suggests that Louis van Gaal’s team should be able to further improve its results in the near future. The gap measured with respect to Chelsea is indeed not as significant as at the end of the matches played so far (-0.42 compared to -1.14). Conversely, Arsenal is ranked only 16th.

At individual player level, in the English Premier League Marcos Rojo (Manchester United) has achieved the most points by minute played: 2.39 on average. The lowest figure among footballers who have played at least half of total match minutes was recorder for Niko Kranj?ar (QPR, 0.31).

Players with the most impressive statistics in the remaining big-5 European leagues are Pablo Piatti (Valencia), Dimitri Payet (Marseille), Arjen Robben (Bayern) and Angelo Ogbonna (Juventus). In contrast, the least successful players so far this season besides Niko Kranj?ar are Xabi Prieto (Real Sociedad), Mathieu Peybernes (Bastia), Julian Draxler (Schalke 04) and Daniele Conti (Cagliari).

The minute by minute rankings will be updated after each championship round. They will be available throughout the season on the CIES Football Observatory website.

The best performing players in the other positions are Giorgio Chiellini (centre back), Jordi Alba (full back), Xabi Alonso (central/defensive midfielder) and André-Pierre Gignac (forward). Only footballers who played at least 60% of championship minutes are included in the analysis.

Many footballers who did not yet represent a national A-team are to be found in the top 15 positions of the rankings: Robin Knoche (Wolfsburg), José Fonte (Southampton), Antonio Balzano (Cagliari), Layvin Kurzawa (Monaco), Juan Bernat (Bayern Munich), Roberto Pereyra (Juventus), James Ward-Prowse (Southampton), Manuel Nolito (Celta Vigo) and Wissam Ben Yedder (Toulouse). All these footballers deserve a chance to play for their country of origin.

Players are ranked according to their production and efficiency in six areas of the game (see below). The six key performance skills taken into account are weighted differently per position according to their impact on club results. Consequently, for example, rigour is more important for centre backs than for forwards. For more comparability, the rankings also consider the differences in the intensity and style of play between leagues.

CIES Football Observatory key performance skills

• Shooting: ability to take advantage of goal opportunities through accurate shooting
• Chance creation: ability to put teammates in good position to score
• Take on: ability to create dangerous situations by successfully challenging opponents
• Distribution: ability to hold the grip on the game through efficient passing
• Recovery: ability to minimise goal opportunities for opponents through proficient ball recovery
• Rigour: ability to minimise goal opportunities for opponents by efficiently blocking their actions

A new record high was also measured with regard to the percentage of transfer fees invested with 49% of the ten most active clubs now involved in this activity. In addition, the level of transfer fee compensation paid by clubs in the most active league – the English Premier League - reached a new peak of 45% of total transfer expenditure.

All of these findings show the increasing concentration of fee paying transfer activity at the very top of the football pyramid. At the same time, and as shown in issue 81 of the Big-5 Weekly Post, an increasing proportion of fees invested do also benefit other big-5 league clubs (72% during the last transfer window compared to 67% for the five previous years). These figures highlight the ongoing transformation of the transfer market into a zero-sum game involving a closed circle of top level teams and with significant amounts of money made by dominant intermediaries and/or third-parties.

The club that invested the most on the transfer market since 2008 was Real Madrid €750 million, closely followed by Manchester City (€733 million).

Data refers to the indicators of average age, average height, % of club-trained players, % of internationals, % of expatriates and average stay.

More detailed data relating to club level analysis is presented in our annual publications: Annual Review (big-5 leagues) and Demographic Study (31 top division leagues in Europe).

We also kindly remind you that an online tool to assess the transfer value of big-5 league players is available here.

Thank you very much for your interest!

The team who was able to generate the most incomes by transferring players to big-5 league clubs is Southampton (120.7 million €). The English team outranks Real Madrid (112 million €) and Chelsea (102.4 million €). The only non big-5 league clubs in the top 10 of the ranking is Porto (83.8 million €). However, a big part of transfer incomes of the Portuguese team was finally due to third-parties that held shares on the economic rights of players transferred.

Among the 46 teams that earned at least 15 million €, only six are not part of big-5 leagues: Benfica, Ajax, Sporting Lisbon, Feyenoord, Dinamo Kiev and Salzburg. More information is available in the 81st issue of the Big-5 Weekly Post.

This year’s predictions take into account the following areas: players’ status, squad cohesion and club ambition. The indicator of players’ status considers minutes played by squad members during the previous season, as well as overall results achieved by their employer club. Squad cohesion refers to the percentage of domestic league minutes played in 2013/14 by footballers who are still at the club, as well as the average number of seasons played by current squad members at the employer team. Finally, club ambition includes the average length of contract duration of first team players, as well as the ratio between the status of new signings and that of footballers released by the club during the last transfer window.

Analysis of the above criteria by the CIES Football Observatory academic team indicates that Chelsea, Barcelona, Paris St-Germain, Bayern Munich and Rome are in the most favourable position to win the title in their respective leagues. Our data also suggests that the runners-up will be Manchester City, Real Madrid, LOSC Lille, Borussia Dortmund and Juventus. Among promoted teams, Leicester City, Burnley, Deportivo La Coruña, Metz and Cologne are well placed to achieve good results. In contrast to this, the following clubs are forecast to struggle in achieving satisfactory results: Crystal Palace, Sunderland, Almería, Nice, Eintracht Frankfurt and Chievo Verona.

Enjoy the season and may the best teams win!

Our ‘right price’ has been calculated as the average between a player’s transfer value both before and after the deal. Significantly, the latter figure also considers the new contract duration of the footballer recruited. Both values have been calculated according to the exclusive CIES Football Observatory statistical model which incorporates nearly 1,500 fee paying transfers completed since 2009 (see below).

Our new data analysis has revealed that overall clubs paid on average 16% more than they invested in the five previous years for players with similar characteristics (add-ons included). This confirms the ongoing inflation trend of the transfer market at the top end of the football pyramid. The inflation trend is mainly due to the sums spent by a handful of wealthy clubs. This was notably the case for Manchester United with regard to Angel Di María (+30 million € between the right price and fee reported), for Paris St-Germain for David Luiz signing (+ 29 million €) and for Real Madrid in the case of James Rodríguez (+25 million €).

At the opposite end of the table, our analysis shows that the existence of buy-out clauses and/or non-sporting related issues allowed Barcelona to reduce their offer for Luis Suárez (-12 million € between the right price and money invested). The same holds true for Chelsea with Diego Costa’s signing (-10 million €). In absolute terms, Mario Balotelli was the most under-paid player (-16 million €).

The full picture for all players transferred for a fee of at least 10 million € (including add-ons) is presented in the 79th edition of the Big-5 Weekly Post. We also kindly remind you that our unique and simple online calculator to estimate the current transfer value of big-5 league players is freely accessible here.

The CIES Football Observatory stays at your disposal for any query or more information. Enjoy the season!

CIES Football Observatory’s statistical model

The CIES Football Observatory academic team has developed an exclusive statistical model to assess the transfer value of players and predict transfer fees. This powerful econometrical model is based on the in-depth analysis of a sample of nearly 1,500 players transferred for a fee from big-5 league teams since the summer transfer window preceding the 2009/10 season. The statistical model developed includes a multitude of variables relating to the following areas: age, length of remaining contract, position, player performance at club level for the most recent and previous seasons, results of the clubs for which players are employed, as well as players’ international experience and results of national team represented.

The new transfer value calculator uses an algorithm created on the basis of nearly 1,500 fee paying transfers occurred during the previous five years at big-5 league clubs. The exclusive algorithm will continue to be updated after every transfer window to take into account the latest market trends.

More information on the statistical model developed by the CIES Football Observatory academic team and detailed analysis of current big-5 league players is available in the latest edition of the CIES Football Observatory Annual Review. A free excerpt of this publication can be downloaded here.

The scientific analysis of player transfer values perfectly complements the two other main CIES Football Observatory research areas: squad composition and pitch performance. All of these areas of study are of high importance to clubs as they are able to assist in raising performance levels from both a sporting and economic perspective.

Moreover, the transfer value calculator will help to increase the level of transparency in the beautiful game as all stakeholders – from club officials to the general public – will be able to compare actual fees paid to those estimated as the fair transfer value by the calculator.

The CIES Football Observatory academic team is at your disposal for more detailed analysis. Its services notably include the elaboration of scenarios for future transfer values. For more information about our products and services, please contact us at football.observatory@cies.ch

The ranking takes into account the number of World Cup participants trained per club, as well as the number of league matches played by footballers per team up to the age of 23. This age limit has been set according to FIFA regulations on training indemnities. Training clubs have been defined according to the UEFA definition of at least three years at the club between the ages of 15 and 21.

At the top of the table is Feyenoord Rotterdam. The Dutch team trained 9 players participating in the World Cup. Two other clubs trained as many footballers as Feyenoord: Barcelona and Deportivo Saprissa. However, World Cup participants played 882 matches at Feyenoord until the age of 23, compared to 783 at Barcelona (not including B-team matches) and 445 at Deportivo Saprissa.

At national association level, France tops the table ahead of England and Germany. This is mainly due to the high number of footballers trained in France playing for other national A-teams, notably Africans. This finding also reflects the high employment rate of U23 players in French clubs. In total, 821 clubs in 59 national associations have contributed to the development of World Cup players. The full list of clubs is available here.

We also remind you that the brand new edition of our Annual Review on the five major European leagues is available for sale from the CIES online shop. A free excerpt is available here.

The Observatory academic team have selected the following indicators for assessing the potential of the 2014 World Cup participants:

• League matches during career
• League matches for the two years preceding the event
• League goals during career
• League goals for the two years preceding the event
• National A-team matches for the two years preceding the event
• World Cup matches during career

The results for each national team are illustrated through a diagram with green or red boxes. A green box means that the value measured for the team is superior to the minimal figure observed for the last four World Cup finalists for the 11 players with the highest values. If this is not the case, the box is red. The greater the proportion of green boxes, the higher the probability of reaching the final stages of the competition. In the case of a tie, we took into account the number of World Cup matches of national teams during the last four editions.

This approach has also allowed us to predict a hypothetical scenario for the outcome of the competition, suggesting that Spain will beat Brazil in the final, with Argentina in 3rd place and France in 4th position. The full analysis is presented in the World Cup Scenario report.