Issue number 281 of the CIES Football Observatory Weekly Post compares points achieved by teams from 31 European leagues with points expected according to a statistical model taking into account ball possession, as well as the number and distance of both shots taken and conceded as per InStat data. The analysis highlights the great efficiency of clubs such as Benfica (+0.71 points per match), Liverpool (+0.66), Juventus (+0.64), Schalke 04 (+0.57) and Valencia (+0.55).

Issue number 280 of the CIES Football Observatory Weekly Post ranks teams from 35 European domestic leagues according to their number of fouls per game as per InStat data. Champions League titleholders Liverpool FC committed the least fouls per match so far this season (8.1). This is partially related to the less strict refereeing style in the English Premier League: 20.4 fouls whistled per game compared to an average of 27.2 in the 35 competitions surveyed.

The CIES Football Observatory opens a new exciting decade of football analytics with the exclusive publication of its traditional list of the big-5 league players with the greatest estimated transfer values. At the top three positions of the table are Kylian Mbappé (France and Paris St-Germain), Raheem Sterling (England and Manchester City), as well Mohammed Salah (Egypt and Liverpool). Issue number 279 of the Weekly Post presents the 166 footballers in the big-5 valued at more than €50 million.

The CIES Football Observatory has developed a property algorithm to assess the performance of footballers from the exclusive data produced by the leading sports company OptaPro. Issue number 278 of the Weekly Post presents the MVP per big-5 league club, as well as the top values for each of the six areas of the game analysed. Only players fielded for at least nine (MVPs) and respectively six (per domain) full domestic league matches are included.

The leading sports data company InStat has developed an exclusive Index to assess the performance of football players on an objective basis. Issue number 277 of the CIES Football Observatory Weekly Post presents the top 10 rankings for 35 European competitions. The highest InStat Index overall was recorded for the recent Ballon d’Or winner Lionel Messi (401).

No outfield footballer played a higher percentage of domestic league minutes of a big-5 league team in the 2010s as Lionel Messi. The Argentinean was fielded for 83.4% of total minutes played by Barcelona in the Liga. This is the second value overall behind that measured for Steve Mandanda (84.2% of Olympique Marseille minutes). The 276th issue of the CIES Football Observatory Weekly Post presents the most fielded footballer for each of the 42 clubs always present in the big-5 in the 2010s