Turkiye Klinikleri Journal of Sports Sciences

.: ORIGINAL RESEARCH
Comparison of Average Minutes Played and Usage Rates of Domestic and Foreign Players in Turkish Basketball Super League: A Descriptive Research
Türkiye Basketbol Süper Ligi'ndeki Yerli ve Yabancı Oyuncuların Ortalama Oyun Sürelerinin ve Top Kullanma Oranlarının Karşılaştırılması: Tanımlayıcı Araştırma
Eyüp Anıl DUMANa
aMarmara University Faculty of Engineering, Department of Metallurgical and Materials Engineering, İstanbul, Türkiye
Turkiye Klinikleri J Sports Sci. 2025;17(2):91-9
doi: 10.5336/sportsci.2024-106476
Article Language: EN
Full Text
ABSTRACT
Objective: This research aims to examine the differences between domestic and foreign players in the Turkish Basketball Super League in terms of average playing time and usage rates. Material and Methods: For this analysis, the 6 most recent seasons under the 5+1 foreign player rule were examined. The 2019-2020 season was excluded due to its incompleteness caused by the coronavirus disease2019 pandemic. Consequently, 5 seasons (2018/2019-2023/2024) were analyzed. Data on average usage rates and playing time were collected from realgm.com. The distribution of each season's statistics was tested for normality using the Shapiro-Wilk test. The comparison was conducted using the independent samples t-test for normally distributed variables and the Mann-Whitney U test for the variables that did not follow a normal distribution in the R programming environment. Results: Despite variations in the ratio of domestic and foreign players each season, no statistically significant difference was found in the average number of games played. Conversely, statistically significant differences were found in both average playing time and average usage rates between domestic and foreign players in each analyzed season (p<0.01). Conclusion: In each investigated season, foreign players demonstrated significantly higher average playing time and usage rates compared to domestic players. These results suggest that further analysis is necessary to assess their impact on club performance and national team success.

Keywords: Basketball; basketball player analysis; player performance; recruiting athletes; usage rate
ÖZET
Amaç: Bu çalışmanın amacı, Türkiye Basketbol Süper Ligi'nde mücadele eden yerli ve yabancı oyuncuların aldıkları sürelerin ve top kullanma oranlarının karşılaştırılmasının yapılmasıdır. Gereç ve Yöntemler: Bunun için çalışmada 5+1 yabancı kuralının uygulandığı son 6 sezondan koronavirüs hastalığı-2019 pandemisi nedeniyle tamamlanmayan 2019-2020 sezonu çıkartılarak, toplamda 5 sezon (2018/2019-2023/2024) analiz edilmiştir. Çalışmada kullanılan istatistikler realgm.com web sitesinden alınmıştır. Her bir sezon istatistiğinin dağılımının normal dağılıma uyup uymadığı Shapiro-Wilk testi ile incelenmiştir. Karşılaştırma, normal dağılım gösteren değişkenler için bağımsız örneklem t-testi, normal dağılım göstermeyen değişkenler için ise Mann-Whitney U testi kullanılarak R programlama dilinde gerçekleştirilmiştir. Bulgular: Her bir sezonda yerli ve yabancı oyuncu dengesinde değişimler olmasına rağmen, oynadıkları ortalama maç sayılarında istatistiksel olarak anlamlı bir fark olmadığı tespit edilmiştir. Buna karşın incelenen her sezonda yerli ve yabancı oyuncular arasında hem ortalama oyun sürelerinde hem de ortalama top kullanma oranında istatistiksel olarak anlamlı farklılık tespit edilmiştir (p<0,01). Sonuç: İncelenen her sezonda ortalama oyun sürelerinde ve top kullanma oranlarında yabancı oyuncuların yerli oyunculara üstünlük kurduğu tespit edilmiştir. Bu sonuçların, kulüp performansları ve milli takım başarıları üzerindeki etkilerini değerlendirmek için daha kapsamlı analizler yapılması önerilmektedir.

Anahtar Kelimeler: Basketbol; basketbol oyuncu analizi; oyuncu performansı; devşirme oyuncular; top kullanma oranı
REFERENCES:
  1. Özmen MU. Short-term impact of a foreign player quota liberalisation policy on domestic player performance: evidence from a regression discontinuity design. International Journal of Sport Policy and Politics. 2019;11(1):39-55. [Crossref] 
  2. Koba TH, Nagel MS, Watanabe NM, Yan G, Southall RM, Kidd VK. An exploration of professional US-based basketball players competing in Turkey. Journal of Global Sport Management. 2023;8(1):161-82. [Crossref] 
  3. Chiba N. The glocalization and management of professional basketball leagues: the Euroleague, National Basketball League of Australia and bj-league of Japan. Asia Pacific Journal of Sport and Social Science. 2015;4(2):134-43. [Crossref] 
  4. Türkiye Basketbol Federasyonu [İnternet]. TBF Başkanı Türkoğlu, Türkiye Sigorta Basketbol Süper Ligi Fikstür Kura Çekimi Sonrasında Açıklamalarda Bulundu [Erişim tarihi: 9 Mayıs 2024]. Erişim linki: [Link] 
  5. BASKED [İnternet]. Yabancı Kuralları ve Yerli Sporculara Dair İstatistik Çalışmamız [Erişim tarihi: 9 Mayıs 2024]. Erişim linki: [Link] 
  6. Guimarãe E, Santos A, Santos E, Tavares F, Janeira MA. National players vs. foreign players: what distinguishes their game performances? A study in the portuguese basketball league. RICYDE Revista Internacional de Ciencias del Deporte. 2018;14(54):374-81. [Link] 
  7. Wang X, Han B, Zhang S, Zhang L, Calvo AL, Gomez MÁ. The differences in the performance profiles between native and foreign players in the Chinese basketball association. Frontiers in Psychology. 2022;12(2021):788498. [Crossref] 
  8. Harbili E, Harbili S, Yalçın CG. Comparison of efficiency ratings of Turkish and international basketball players playing in the Turkish Basketball League according to their positions. World Applied Science Journal. 2011;14(5):745-9. [Link] 
  9. Yalçın YG, Altın M, Demir H. Comparison of basketball performance and efficiency scores between Turkish basketball league players who are Turkish, American and other nations origin. European Journal of Physical Education and Sport Science. 2016;2(4). [Crossref] 
  10. Özmen MU. Foreign player quota, experience and efficiency of basketball players. Journal of Quantitative Analysis in Sports. 2012;8(1):7-7. [Crossref] 
  11. Çene E, Özdalyan F, Parim C, Mancı E, İnan T. How do European and non-European players differ: evidence from EuroLeague basketball with multivariate statistical analysis. Proceedings of the Institution of Mechanical Engineers, Part P: Journal of Sports Engineering and Technology. 2024;0(0):1-20. [Crossref] 
  12. Ciğerci AE, Genç H, Sever O. EuroLeague dörtlü final oynayan takımlardaki yerli ve yabancı oyuncuların karşılaştırılması [The comparison of domestic and foreign players in the teams playing the final four in Euroleague]. Beden Eğitimi ve Spor Bilimleri Dergisi. 2020;22(2):44-54. [Link] 
  13. Gasperi L, Conte D, Leicht A, Gómez-Ruano MÁ. Game related statistics discriminate national and foreign players according to playing position and team ability in the Women's Basketball EuroLeague. Int J Environ Res Public Health. 2020;17(15):5507. [PubMed]  [PMC] 
  14. Sarlis V, Tjortjis C. Sports analytics-evaluation of basketball players and team performance. Information Systems. 2020;93:101562. [Crossref] 
  15. Facchinetti T, Metulini R, Zuccolotto P. Filtering active moments in basketball games using data from players tracking systems. Annals of Operations Research. 2023;325(1):521-38. [Crossref] 
  16. Evans BA. From college to the NBA: what determines a player?s success and what characteristics are NBA franchises overlooking? Applied Economics Letters. 2018;25(5):300-4. [Crossref] 
  17. Wang Y, Liu W, Liu X. Explainable AI techniques with application to NBA gameplay prediction. Neurocomputing. 2022;483:59-71. [Link] 
  18. Lorenzo J, Lorenzo A, Conte D, Giménez M. Long-term analysis of Elite Basketball Players' game-related statistics throughout their careers. Front Psychol. 2019;10:421. [Crossref]  [PubMed]  [PMC] 
  19. Kubatko J, Oliver D, Pelton K, Rosenbaum DT. A starting point for analyzing basketball statistics. Journal of quantitative analysis in sports. 2007;3(3):1-1. [Crossref] 
  20. Assani S, Mansoor MS, Asghar F, Li Y, Yang F. Efficiency, RTS, and marginal returns from salary on the performance of the NBA players: a parallel DEA network with shared inputs. Journal of Industrial and Management Optimization. 2022;18(3):2001-16. [Crossref] 
  21. Casals M, Martinez AJ. Modelling player performance in basketball through mixed models. International Journal of performance analysis in sport. 2013;13(1):64-82. [Crossref] 
  22. Jakovljevic S, Pajic Z, Gardasevic B. The influence of certain cognitive abilities on situation efficiency of basketball players. Facta Universitatis, Series: Physical Education and Sport. 2016;13(2):283-90. [Link] 
  23. Sampaio J, Drinkwater EJ, Leite NM. Effects of season period, team quality, and playing time on basketball players? game-related statistics. European Journal of Sport Science. 2010;10(2):141-9. [Crossref] 
  24. Blanco V, Salmerón R, Gómez-Haro S. A multicriteria selection system based on player performance: case study-the spanish acb basketball league. Group Decision and Negotiation. 2018;27(1):1029-46. [Crossref] 
  25. Keskin S. Comparison of several univariate normality tests regarding Type I error rate and power of the test in simulation based small samples. Journal of Applied Science Research. 2006;2(5):296-300. [Link] 
  26. Razali NM, Wah YB. Power comparisons of Shapiro-Wilk, Kolmogorov-Smirnov, Lilliefors and Anderson-Darling tests. Journal of Statistical Modeling and Analytics. 2011;2(1):21-33. [Link] 
  27. Cohen J. A power primer. Psychol Bull. 1992;112(1):155-9. [Crossref]  [PubMed] 
  28. Alvarez J, Forrest D, Sanz I, Tena JdD. Impact of importing foreign talent on performance levels of local co-workers. Labour Economics. 2011;18(3):287-96. [Crossref] 
  29. Wang GY. Cultural group diversity and team performance: The importance of international employees. Scottish Journal of Political Economy. 2024:e12411. [Crossref] 
  30. Brox E, Krieger T. Birthplace diversity and team performance. Labour Economics. 2022;79:102288. [Crossref] 
  31. Shlonska O, Borysova O, Kostyukevich V, Yakusheva Y, Adamchuk V, Strelnykova Y. Formation of national volleyball teams: the impact of player migration. Journal of Physical Education and Sport. 2024;24(8):1843-952. [Crossref] 
  32. Ermiş E, Ermiş A, Erilli NA, Konca E. The association between basketball players? times in the game and their performance: a comparison of Euroleague-Eurobasket. Spor ve Performans Araştırmaları Dergisi. 2019;10(2):114-22. [Crossref] 
  33. Wang GY. The role of diversity in determining team efficiency: an empirical sports team analysis. Journal of Data, Information and Management. 2024;6(1):85-98. [Crossref] 
  34. Alagappan M. From 5 to 13: Redefining the positions in basketball. In: MIT Sloan sports analytics conference; Boston, MA: March 2-3, 2012.
  35. Kalman S, Bosch J. NBA lineup analysis on clustered player tendencies: a new approach to the positions of basketball&modeling lineup efficiency of soft lineup aggregates. In: MIT Sloan Sports Analytics Conference; Boston, MA: March 6-7, 2020.

.: Up To Date

.: Process List

Login



Contact


Ortadoğu Reklam Tanıtım Yayıncılık Turizm Eğitim İnşaat Sanayi ve Ticaret A.Ş.

.: Address

Turkocagi Caddesi No:30 06520 Balgat / ANKARA
Phone: +90 312 286 56 56
Fax: +90 312 220 04 70
E-mail: info@turkiyeklinikleri.com

.: Manuscript Editing Department

Phone: +90 312 286 56 56/ 154 - 153
E-mail: yaziisleri@turkiyeklinikleri.com

.: English Language Redaction

Phone: +90 312 286 56 56/ 145
E-mail: tkyayindestek@turkiyeklinikleri.com

.: Marketing Sales-Project Department

Phone: +90 312 286 56 56/ 142
E-mail: reklam@turkiyeklinikleri.com

.: Subscription and Public Relations Department

Phone: +90 312 286 56 56/ 197
E-mail: abone@turkiyeklinikleri.com

.: Customer Services

Phone: +90 312 286 56 56/ 197
E-mail: satisdestek@turkiyeklinikleri.com

1. TERMS OF USE

1.1. To use the web pages with http://www.turkiyeklinikleri.com domain name or the websites reached through the sub domain names attached to the domain name (They will be collectively referred as "SITE"), please read the conditions below. If you do not accept these terms, please cease to use the "SITE." "SITE" owner reserves the right to change the information on the website, forms, contents, the "SITE," "SITE" terms of use anytime they want.

1.2. The owner of the "SITE" is Ortadoğu Advertisement Presentation Publishing Tourism Education Architecture Industry and Trade Inc. (From now on it is going to be referred as "Turkiye Klinikleri", shortly) and it resides at Turkocagi cad. No:30, 06520 Balgat Ankara. The services in the "SITE" are provided by "Turkiye Klinikleri."

1.3. Anyone accessing the "SITE" with or without a fee whether they are a natural person or a legal identity is considered to agree these terms of use. In this contract hereby, "Turkiye Klinikleri" may change the stated terms anytime. These changes will be published in the "SITE" periodically and they will be valid when they are published. Any natural person or legal identity benefiting from and reaching to the "SITE" are considered to be agreed to any change on hereby contract terms done by "Turkiye Klinikleri."

1.4. The "Terms of Use" hereby is published in the website with the last change on March 30th 2014 and the "SITE" is activated by enabling the access to everyone. The "Terms of Use" hereby is also a part of the any "USER Contract" was and/or will be done with the users using "Turkiye Klinikleri" services with or without a fee an inseparable.

2. DEFINITIONS

2.1. "SITE": A website offering different kind of services and context with a certain frame determined by "Turkiye Klinikleri" and it is accessible on-line on http://www.turkiyeklinikleri.com domain name and/or subdomains connected to the domain name.

2.2. USER: A natural person or a legal identity accessing to the "SITE" through online settings.

2.3. LINK: A link enabling to access to another website through the "SITE", the files, the context or through another website to the "SITE", the files and the context.

2.4. CONTEXT: Any visual, literary and auditory images published in the "Turkiye Klinikleri", "SITE" and/or any website or any accessible information, file, picture, number/figures, price, etc.

2.5. "USER CONTRACT": An electronically signed contract between a natural or a legal identity benefiting from special services "Turkiye Klinikleri" will provide and "Turkiye Klinikleri".

3. SCOPE OF THE SERVICES

3.1. "Turkiye Klinikleri" is completely free to determine the scope and quality of the services via the "SITE".

3.2. To benefit the services of "Turkiye Klinikleri" "SITE", the "USER" must deliver the features that will be specified by "Turkiye Klinikleri". "Turkiye Klinikleri" may change this necessity any time single-sided.

3.3. Not for a limited number, the services "Turkiye Klinikleri" will provide through the "SITE" for a certain price or for free are;

- Providing scientific articles, books and informative publications for health industry.

- Providing structural, statistical and editorial support to article preparation stage for scientific journals.

4. GENERAL PROVISIONS

4.1. "Turkiye Klinikleri" is completely free to determine which of the services and contents provided in the "SITE" will be charged.

4.2. People benefiting from the services provided by "Turkiye Klinikleri" and using the website can use the "SITE" only according to the law and only for personal reasons. Users have the criminal and civil liability for every process and action they take in the "SITE". Every USER agrees, declares and undertakes that they will not proceed by any function or action infringement of rights of "Turkiye Klinikleri"s and/or other third parties', they are the exclusive right holder on usage, processing, storage, made public and revealing any written, visual or auditory information reported to Turkiye Klinikleri" and/or "SITE" to the third parties. "USER" agrees and undertakes that s/he will not duplicate, copy, distribute, process, the pictures, text, visual and auditory images, video clips, files, databases, catalogs and lists within the "SITE", s/he will not be using these actions or with other ways to compete with "Turkiye Klinikleri", directly or indirectly.

4.3. The services provided and the context published within the "SITE" by third parties is not under the responsibility of "Turkiye Klinikleri", institutions collaborated with "Turkiye Klinikleri", "Turkiye Klinikleri" employee and directors, "Turkiye Klinikleri" authorized salespeople. Commitment to accuracy and legality of the published information, context, visual and auditory images provided by any third party are under the full responsibility of the third party. "Turkiye Klinikleri" does not promise and guarantee the safety, accuracy and legality of the services and context provided by a third party.

4.4. "USER"s cannot act against "Turkiye Klinikleri", other "USER"s and third parties by using the "SITE". "Turkiye Klinikleri" has no direct and/or indirect responsibility for any damage a third party suffered or will suffer regarding "USER"s actions on the "SITE" against the rules of the hereby "Terms of Use" and the law.

4.5. "USER"s accept and undertake that the information and context they provided to the "SITE" are accurate and legal. "Turkiye Klinikleri" is not liable and responsible for promising and guaranteeing the verification of the information and context transmitted to "Turkiye Klinikleri" by the "USER"s, or uploaded, changed and provided through the "SITE" by them and whether these information are safe, accurate and legal.

4.6. "USER"s agree and undertake that they will not perform any action leading to unfair competition, weakening the personal and commercial credit of "Turkiye Klinikleri" and a third party,  encroaching and attacking on personal rights within the "SITE" in accordance with the Turkish Commercial Code Law.

4.7. "Turkiye Klinikleri" reserves the right to change the services and the context within the "SITE"  anytime. "Turkiye Klinikleri" may use this right without any notification and timelessly. "USER"s have to make the changes and/or corrections "Turkiye Klinikleri" required immediately. Any changes and/or corrections that are required by "Turkiye Klinikleri", may be made by "Turkiye Klinikleri" when needed. Any harm, criminal and civil liability resulted or will result from changes and/or corrections required by "Turkiye Klinikleri" and were not made on time by the "USER"s belongs completely to the users.

4.8. "Turkiye Klinikleri" may give links through the "SITE" to other websites and/or "CONTEXT"s and/or folders that are outside of their control and owned and run by third parties. These links are provided for ease of reference only and do not hold qualification for support the respective web SITE or the admin or declaration or guarantee for the information inside. "Turkiye Klinikleri" does not hold any responsibility over the web-sites connected through the links on the "SITE", folders and context, the services or products on the websites provided through these links or their context.

4.9. "Turkiye Klinikleri" may use the information provided to them by the "USERS" through the "SITE" in line with the terms of the "PRIVACY POLICY" and "USER CONTRACT". It may process the information or classify and save them on a database. "Turkiye Klinikleri" may also use the USER's or visitor's identity, address, e-mail address, phone number, IP number, which sections of the "SITE" they visited, domain type, browser type, date and time information to provide statistical evaluation and customized services.

5. PROPRIETARY RIGHTS

5.1. The information accessed through this "SITE" or provided by the users legally and all the elements (including but not limited to design, text, image, html code and other codes) of the "SITE" (all of them will be called as studies tied to "Turkiye Klinikleri"s copyrights) belongs to "Turkiye Klinikleri". Users do not have the right to resell, process, share, distribute, display or give someone permission to access or to use the "Turkiye Klinikleri" services, "Turkiye Klinikleri" information and the products under copyright protection by "Turkiye Klinikleri". Within hereby "Terms of Use" unless explicitly permitted by "Turkiye Klinikleri" nobody can reproduce, process, distribute or produce or prepare any study from those under "Turkiye Klinikleri" copyright protection.

5.2. Within hereby "Terms of Use", "Turkiye Klinikleri" reserves the rights for "Turkiye Klinikleri" services, "Turkiye Klinikleri" information, the products associated with "Turkiye Klinikleri" copyrights, "Turkiye Klinikleri" trademarks, "Turkiye Klinikleri" trade looks or its all rights for other entity and information it has through this website unless it is explicitly authorized by "Turkiye Klinikleri".

6. CHANGES IN THE TERMS OF USE

"Turkiye Klinikleri" in its sole discretion may change the hereby "Terms of Use" anytime announcing within the "SITE". The changed terms of the hereby "Terms of Use" will become valid when they are announced. Hereby "Terms of Use" cannot be changed by unilateral declarations of users.

7. FORCE MAJEURE

"Turkiye Klinikleri" is not responsible for executing late or never of this hereby "Terms of Use", privacy policy and "USER Contract" in any situation legally taken into account as force majeure. Being late or failure of performance or non-defaulting of this and similar cases like this will not be the case from the viewpoint of "Turkiye Klinikleri", and "Turkiye Klinikleri" will not have any damage liability for these situations. "Force majeure" term will be regarded as outside of the concerned party's reasonable control and any situation that "Turkiye Klinikleri" cannot prevent even though it shows due diligence. Also, force majeure situations include but not limited to natural disasters, rebellion, war, strike, communication problems, infrastructure and internet failure, power cut and bad weather conditions.

8. LAW AND AUTHORISATION TO FOLLOW

Turkish Law will be applied in practicing, interpreting the hereby "Terms of Use" and managing the emerging legal relationships within this "Terms of Use" in case of finding element of foreignness, except for the rules of Turkish conflict of laws. Ankara Courts and Enforcement Offices are entitled in any controversy happened or may happen due to hereby contract.

9. CLOSING AND AGREEMENT

Hereby "Terms of Use" come into force when announced in the "SITE" by "Turkiye Klinikleri". The users are regarded to agree to hereby contract terms by using the "SITE". "Turkiye Klinikleri" may change the contract terms and the changes will be come into force by specifying the version number and the date of change on time it is published in the "SITE".

 

30.03.2014

Privacy Policy

We recommend you to read the terms of use below before you visit our website. In case you agree these terms, following our rules will be to your favor. Please read our Terms of Use thoroughly.

www.turkiyeklinikleri.com website belongs to Ortadoğu Advertisement Presentation Publishing Tourism Education Architecture Industry and Trade Inc. and is designed in order to inform physicians in the field of health

www.turkiyeklinikleri.com cannot reach to user’s identity, address, service providers or other information. The users may send this information to the website through forms if they would like to. However, www.turkiyeklinikleri.com may collect your hardware and software information. The information consists of your IP address, browser type, operating system, domain name, access time, and related websites. www.turkiyeklinikleri.com cannot sell the provided user information (your name, e-mail address, home and work address, phone number) to the third parties, publish it publicly, or keep it in the website. Gathered information has a directing feature to be a source for the website’s visitor profile, reporting and promotion of the services.

www.turkiyeklinikleri.com uses the taken information:

-To enhance, improve and maintain the quality of the website

-To generate visitor’s profile and statistical data

-To determine the tendency of the visitors on using our website

-To send print publications/correspondences

-To send press releases or notifications through e-mail

-To generate a list for an event or competition

By using www.turkiyeklinikleri.com you are considered to agree that;

-Ortadoğu Advertisement Presentation Publishing Tourism Education Architecture Industry and Trade Inc. cannot be hold responsible for any user’s illegal and immoral behavior,

-Terms of use may change from time to time,

-It is not responsible for other websites’ contents it cannot control or the harms they may cause although it uses the connection they provided.

Ortadoğu Advertisement Presentation Publishing Tourism Education Architecture Industry and Trade Inc. may block the website to users in the following events:

-Information with wrong, incomplete, deceiving or immoral expressions is recorded to the website,

-Proclamation, advertisement, announcement, libelous expressions are used against natural person or legal identity,

-During various attacks to the website,

-Disruption of the website because of a virus.

Written, visual and audible materials of the website, including the code and the software are under protection by legal legislation.

Without the written consent of Ortadoğu Advertisement Presentation Publishing Tourism Education Architecture Industry and Trade Inc. the information on the website cannot be downloaded, changed, reproduced, copied, republished, posted or distributed.

All rights of the software and the design of the website belong to Ortadoğu Advertisement Presentation Publishing Tourism Education Architecture Industry and Trade Inc.

Ortadoğu Advertisement Presentation Publishing Tourism Education Architecture Industry and Trade Inc. will be pleased to hear your comments about our terms of use. Please share the subjects you think may enrich our website or if there is any problem regarding our website.

info@turkiyeklinikleri.com