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%).