A Factor Analysis Influencing the Development of School Sport Based on The DEMATEL Technique

Document Type : Research Paper

Authors

Department of Sport management, Faculty of Sport Sciences, Hakim Sabzevari University, Sabzevar, Iran

Abstract
Extended Abstract
Background and Purpose
The development of school sports plays a pivotal role in promoting public health, identifying athletic talent, enhancing international sports performance, and advancing societal well-being. Students, as foundational assets of any nation, require dedicated attention to physical activity, which contributes not only to physical fitness but also to cognitive development, social-emotional growth, and academic achievement. Despite the well-documented benefits of school sports—such as chronic disease prevention, social skill enhancement, and confidence building—research in this domain often remains localized or fragmented. While international studies highlight critical factors including human resources, infrastructure, and cross-sectoral collaboration, there exists a deficiency of comprehensive, systems-based analyses elucidating the interdependent factors governing school sports development. This study aims to bridge this gap by identifying and prioritizing key driving factors and their causal interrelations to provide actionable insights for sustainable school sports development in Iran and comparable contexts.
 Methods
This applied study utilized a mixed-methods design. Qualitative data were gathered via semi-structured interviews with 17 experts comprising university faculty, physical education managers, and teachers, continuing until theoretical saturation was reached. Content analysis identified nine pivotal factors: Structure and Policy (A), Human Resources (B), Financial Resources (C), Sport Facilities (D), Participation and Support (E), Competitions (F), Talent Identification (G), Technology Development (H), and Scientific-Research Development (I). Subsequently, a DEMATEL questionnaire was constructed to quantify pairwise influences among these factors. Twelve experts rated the interaction intensity on a scale from 0 (no influence) to 4 (very high influence). The DEMATEL process entailed four analytical steps:

Direct Influence Matrix (Z): Aggregation of expert judgments into a composite direct influence matrix.
Normalized Matrix (X): Scaling matrix Z by the maximum sum of its rows or columns.
Total Influence Matrix (T): Calculation of total effects (direct plus indirect) via the formula T=X(I−X) −1T=X(IX) −1.
Analytical Vectors:

RR (Influence): The row sums of T, representing the effect magnitude of each factor on the system.
CC (Dependence): The column sums of T, indicating receptiveness to influences.
R+CR+C (Prominence): Overall importance or role weight of each factor.
RCRC (Relation): Net causal role, where positive values indicate a driving cause/influencer role and negative values indicate an effect/dependent role.


A threshold value θ=0.29θ=0.29 (the average of the elements in T) was applied to filter significant relationships, facilitating visualization via the Network Relation Map (NRM).
Results
The DEMATEL analysis elucidated the causal hierarchy and systemic roles among the nine identified factors. Key outcomes, including factor prioritization and classification, are detailed in Table 1.

 Top Influencers and Dependents
The analysis identified Structure and Policy (A) alongside Financial Resources (C) as the principal drivers effecting systemic change within school sports development. Conversely, Talent Identification (G) and Competitions (F) emerged as highly dependent factors, substantially influenced by other variables. Six factors characterized as influencers exhibited high positive R−CRC values (e.g., Financial Resources: +1.257), signifying their pivotal role in driving change. The three dependents showed negative R−CRC values (e.g., Talent Identification: –1.545), indicating their role as recipients of system impacts. The final systems model categorized factors into Inputs (A, B, C, D, E), Process (F, G, H, I), culminating in the output: successful school sports development.
 Conclusion
This study highlights Structure/Policy and Financial Resources as the foundational drivers for advancing school sports programs, with Talent Identification and Competitions representing key outcome variables. Establishing a solid policy framework and strategically allocating financial resources are critical for systemic effectiveness. Supporting factors such as Human Resources, Participation and Support, and Technology Development also serve significant influencer roles, whereas Facilities depend largely on these inputs. The developed Input-Process-Output systems model offers a comprehensive framework to guide policymakers. Prioritizing strategic policy formulation, securing dedicated funding, investing in physical education teacher training, and leveraging technology integration constitute essential, actionable steps. Furthermore, fostering cross-sector collaboration and stakeholder engagement—including families, communities, and the private sector—is vital to ensure the sustainability of school sports development. Future research should focus on validating and refining this model across diverse contexts, as well as assessing the longitudinal outcomes of implementing these prioritized factors.
KeywordsDEMATEL Technique, Sports Development, Student, School Sports.
Article Message
Sustainable development of school sports critically depends on strategic policy and financial resource allocation as primary drivers. Policymakers are urged to establish robust governance frameworks and secure dedicated funding aligned with systemic goals. Secondary emphasis must be placed on empowering human resources (teachers), encouraging participation and support, and integrating technological advances. While Talent Identification and Competitions remain vital outcomes, they are largely contingent on the inputs and processes within the system. A holistic, systemic approach recognizing these interdependencies is essential. Focused investment in these leverage points will cultivate resilient ecosystems promoting student health, talent development, and broader societal well-being through school sports.
 
Ethical Considerations
Informed consent was obtained from all participants. Anonymity and confidentiality of collected data were strictly maintained.
 
Authors’ Contributions

Conceptualization: Ali Benesbordi, Elham Fasanghari
Data Collection: Javad Fasanghari
Data Analysis: Elham Fasanghari
Manuscript Writing: Javad Fasanghari, Elham Fasanghari
Review and Editing: Ali Benesbordi, Elham Fasanghari
Funding Responsibility: All authors
Literature Review: Javad Fasanghari
Project Management: Ali Benesbordi
Other Contributions: None

 
 
Conflict of Interest
The authors declare no conflicts of interest.
 
Acknowledgments
The authors sincerely thank all participating experts for their valuable insights and contributions to this study.

Keywords

Subjects


 
1.       Adetunji, O. J., & Olusola, A. I. (2017). Benefits of participation in sport to the youth. Journal of sports and Physical Education, 1, 30- 34. https://doi.org/10.9790/6737-0401013034
2.       Azizi, A., Akbariyazdi, H., & Elahi, A. (2020). Development of strategic plan (Formulation, implementation and evaluation) of physical education in Lorestan Province by SWOT approach. Journal of Research in Educational Systems, 14(Special Issue), 293-310. [In Persian].
3.       Bayati, A., Yousefian, R., Sadeghi, H., Jamebozorgi, A. A., & Tabatabaee, S. M. (2015). Correlation of static balance and anthropometric characteristics in Iranian elite male and female shooters. The Scientific Journal of Rehabilitation Medicine, 4(4), 1-10. https://doi.org/10.22037/jrm.2015.1100216 [In Persian].
4.       Carriedo, A., Cecchini, J. A., Fernández-Álvarez, L. E., & González, C. (2022). Physical activity and physical fitness in adolescents after the COVID-19 lockdown and one year afterward. International Journal of Environmental Research and Public Health, 19 (22), 14660. https://doi.org/10.3390/ijerph192214660
5.       Davies S, Coxe K, Harvey HH, Singichetti B, Guo J, Yang J. (2018). Qualitative evaluation of high school implementation strategies for youth sports concussion laws. Journal of athletic training, 53(9), 873-9. https://doi.org/10.4085/1062-6050-529-17
6.       Deraman, H. H., Daud, M. A. K. M., & Samad, R. S. A. (2017). Pelaksanan pengurusan pasukan bola sepak untuk program Sukan Prestasi Tinggi Sekolah Malaysia. Jurnal Kurikulum & Pengajaran Asia Pasifik, 5(2), 55-65.
7.       Dousti, M., Vafaei Moghadam, A., Fakhri, F., & Jafari, M. (2018). Obstacles to sport development in Mazandaran province schools. Journal of sport management and motor behavior, 14(28), 167-182. https://doi.org/10.22080/jsmb.2018.8523.2159 [In Persian].
8.       Dudley, D. A., Pearson, P., Okely, A. D., & Cotton, W. G. (2015). Recommendations for policy and practice of physical education in culturally and linguistically diverse Australian secondary schools based on a two-year prospective cohort study. School Psychology International, 36(2), 172-188. https://doi.org/10.1177/014303431456
9.       Dyakova G, Dyakov T. (2019). Swot analysis of organization for including a football game in the educational programme on physical culture and sport for females' students. Trakia Journal of Sciences, 17(1), 652-6. https://doi.org/10.15547/tjs.2019.s.01.105
10.    Eime, R., Harvey, J., & Charity, M. (2020). Sport participation settings: where and ‘how’do Australians play sport? BMC Public Health, 20, 1-9. https://doi.org/10.1186/s12889-020-09453-3
11.    ElSayed, N. A., Aleppo, G., Aroda, V. R., Bannuru, R. R., Brown, F. M., Bruemmer, D., ... & Gabbay, R. A. (2023). 5 Facilitating positive health behaviors and well-being to improve health outcomes: standards of care in diabetes 2023. Diabetes Care, 46(Supplement_1), 68-96. https://doi.org/10.2337/dc23-S005
12.    Esmailpour Bariki, E., Shojaei, V., & Hami, M. (2022). Future study of Iranian educational sport factors affecting the development of educational sports in Iran with a futures study approach. New Trends in Sport Management, 9(35), 179-192. [In Persian].
13.    Fasanghari, E., Goodarzi, M., Ramezaninezhad, R., & Ghorbani, M. H. (2024). Modeling effective criteria for evaluating the performance of sports federations. New Approaches in Sports Mmanagement, 12(44). DOI: 10.22034/ntsmj.2024.2031960.1057. [In Persian]
14.    Ghanbari Firouzabadi, A., Amani, A., Reihani, M., & Sardroodian, M. (2020). Designing a strategic model for student sport development. Research on Educational Sport, 8(20), 179-204. https://doi.org/10.22089/res.2020.7838.1732 [In Persian].
15.    Guilmette, M. Mulvihill, K. Villemaire-Krajden, R. Barker, E T. (2019). Past and present participation in extracurricular activities is associated with adaptive self-regulation of goals, academic success, and emotional wellbeing among university students. Learning and Individual Differences, 73, 8–15. https://doi.org/10.1016/j.lindif.2019.04.006
16.    Hamidi, M, Vahdani, M, Khabiri, M, Alidoust, E. (2017). Developing a strategic plan for physical education and sports activities at the ministry of education. QJFR, 14 (1), 33-50. [In Persian].
17.    Hills, A. P., Dengel, D. R., & Lubans, D. R. (2015). Supporting public health priorities: recommendations for physical education and physical activity promotion in schools. Progress in cardiovascular Diseases, 57(4), 368-374. https://doi.org/10.1016/j.pcad.2014.09.010
18.    Ilahi, B. R., Sasongko, R. N., Kristiawan, M., & Turnadi, T. (2021). Principal's perception of the performance of physical education teachers for sports and health mgmp smp in Bengkulu City. Jurnal Ilmiah Pendidikan Jasmani, 5(2). https://doi.org/10.33369/jk.v5i2.16685
19.    Javidan, L., Ali Esmaeeli, A., & Shojaee, A. A. (2018). Compiling a template of teacher attributes and competencies based on upstream education documents. Journal of Research in Educational Systems, 12(Special Issue), 1123-1136. [In Persian]
20.    Jourdan, D., Gray, N. J., Barry, M. M., Caffe, S., Cornu, C., Diagne, F., ..., & Sawyer, S. M. (2021). Supporting every school to become a foundation for healthy lives. The Lancet Child & Adolescent Health, 5(4), 295-303.
21.    Kamalvand, A., & Afshari, M. (2021). Analysis of effective factors on marketing development in student sport. Research on Educational Sport, 9(22), 261-304. https://doi.org/10.22089/res.2019.7171.1637 [In Persian].
22.    Klein, D., & Vogt, T. (2019). A salutogenic approach to physical education in schools. Advances in Physical Education, 9(3), 188-196. https://doi.org/10.4236/ape.2019.93013    
23.    Komova, E., Litvinov, S., & Skotnikova, A. (2015). Sport education at Russian high schools (from 18th to 21st century). International Journal of Sport Culture and Science, 3(2), 55-63.
24.    Kos, A., Wei, Y., Tomažič, S., & Umek, A. (2018). The role of science and technology in sport. Procedia Computer Science, 129, 489-495. https://doi.org/10.1016/j.procs.2018.03.029
25.    Layne, T. E., & Hastie, P. A. (2016). Analysis of teaching physical education to second-grade students using sport education. Education 3-13, 44(2), 226-240. https://doi.org/10.1080/03004279.2014.914551
26.    Mahmoudi, A., Pirjamadi, S., & Kosaripoor, M. (2021). Investigating the Effect of Physical Factors on the Development of Student Sport with the Mediating Role of Human Capital. Journal of Research in Educational Science, 15(54), 91-102. [In Persian].
27.    Manochehri Nezhad, M., Hemmati Nezhad, M., & Rahmati, M. M. (2015). The relationship between family social capital and sport participation in adolescent students. Sport Management Journal, 7(3), 457-470. https://doi.org/10.22059/jsm.2015.55367 [In Persian].
28.    Mirzaei Kalar, A., Hematinezhad, M., & Ramezaninezhad, R. (2020). Designing the model of student sport development in Iran. Research on Educational Sport, 8(18), 41-62. https://doi.org/10.22089/res.2019.6508.1557 [In Persian].
29.    Muñoz-Bullón, F., Sanchez-Bueno, M. J., & Vos-Saz, A. (2017). The influence of sports participation on academic performance among students in higher education. Sport Management Review, 20(4), 365-378. https://doi.org/10.1016/j.smr.2016.10.006
30.    Nasiri Khozani, M., Aroofzadeh, Sh., & Nadi, M. A. (2020). Developing the sustainable development model of student sport participation in Iran. Sport Sciences Quarterly, 12(38), 82-105. [In Persian].
31.    Nasseh, M., Khabiri, M., Jalali Farahani, M., & Sajjadi, S. N. (2018). Analysis of the theoretical foundations of physical education & school sport and extracting underlying factors affected by and affecting it. Research on Educational Sport, 6(14), 93-110. https://doi.org/10.22089/res.2018.1173 [In Persian].
32.    Noudehi, M. A., Dousti, M., & Razavi, S. M. H. (2019). Identification and prioritization of judo talent identification parameters for judo sport in Iran. Sport Management Studies, 11 (53), 99-120. https://doi.org/10.22089/smrj.2017.3932.1759  [In Persian].
33.    O'Connor, D., Larkin, P., & Mark Williams, A. (2016). Talent identification and selection in elite youth football: An Australian context. European Journal of Sport Science, 16(7), 837-844. https://doi.org/10.1080/17461391.2016.1151945
34.    Owen, K. B., Foley, B. C., Wilhite, K., Booker, B., Lonsdale, C., & Reece, L. J. (2022). Sport participation and academic performance in children and adolescents: A systematic review and meta-analysis. Medicine & Science in Sports & Exercise, 54(2), 299-306. https://doi.org/10.1249/MSS.0000000000002786
35.    Pakdelan, S., Khatibi, A., & Mehdipour, A. (2021). Strategies for developing financial resources of student sports. Research on Educational Sport, 9(22), 163-186. https://doi.org/10.22089/res.2019.7548.1695 [In Persian].
36.    Pion, J., Hohmann, A., Liu, T., Lenoir, M., & Segers, V. (2017). Predictive models reduce talent development costs in female gymnastics. Journal of Sports Sciences, 35(8), 806-811. https://doi.org/10.1080/02640414.2016.1192669
37.    Rahmati, M. M., Alikhah, F., Shadmanfaat, S. M., & Kabiri, S. (2018). Sociological study of sport participation process based on symbolic interaction approach. Research on Educational Sport, 6(15), 223-246. https://doi.org/10.22089/res.2017.4245.1307  [In Persian].
38.    Ratten, V. (2019). Sports Technology and Innovation: Assessing Cultural and Social Factors. Palgrave Macmillan publisher, Springer Nature: Switzerland AG. https://doi.org/10.1007/978-3-319-75046-0  
39.    Richardvy, N. (2010). Operations strategy. European Sport Management Quartery, 6: 185-215.
40.    Rovio, S. P., Yang, X., Kankaanpää, A., Aalto, V., Hirvensalo, M., Telama, R., ... ,& Tammelin, T. H. (2018). Longitudinal physical activity trajectories from childhood to adulthood and their determinants: The Young Finns Study. Scandinavian Journal of Medicine & Science in Sports, 28(3), 1073-1083. https://doi.org/10.1111/sms.12988
41.    Rutten, C., Boen, F., & Seghers, J. (2012). How school social and physical environments relate to autonomous motivation in physical education: The mediating role of need satisfaction. Journal of Teaching in Physical Education, 31(3), 216-230. https://doi.org/10.1123/jtpe.31.3.216
42.    Saffary, Z., Memari, Z., & Saadati, M. (2019). A study of the programs for promoting sports & physical activity in elementary schools by social marketing approach. Applied Research in Sport Management, 7(3), 97-111. https://doi.org/10.30473/arsm.2019.39575.2679 [In Persian].
43.    Seleleko, F. M. (2018). The contribution of sport on academic achievement in primary schools in Same district. University of Dar es Salaam, UDSM Library Repository.
44.    Sember, V., Jurak, G., Kovač, M., Morrison, S. A., & Starc, G. (2020). Children's physical activity, academic performance, and cognitive functioning: a systematic review and meta-analysis. Frontiers in public health, 8, 307. https://doi.org/10.3389/fpubh.2020.00307
45.    Si, S. L., You, X. Y., Liu, H. C., & Zhang, P. (2018). DEMATEL technique: A systematic review of the state-of-the-art literature on methodologies and applications. Mathematical Problems in Engineering, 1, 1-33. https://doi.org/10.1155/2018/3696457
46.    Sugiharti, T., Ruslaini, R., & Kasih, E. J. J. M. B. (2021). The influence of principal leadership, PE teacher professional competence and teacher workload toward sports achievement in Dieng. Jurnal Manajemen Bisnis, 8(2), 205-213. https://doi.org/10.33096/jmb.v8i2.87
47.    Syrmpas, I., & Goudas, M. (2021). Elementary students’ knowledge development during the implementation of “After School Exercise” Program. Children, 8(3), 248. https://doi.org/10.3390/children8030248
48.    Tarnowski, M., Tomasiak, P., Tkacz, M., Zgutka, K., & Piotrowska, K. (2022). Epigenetic alterations in sports-related injuries. Genes, 13(8), 1471. https://doi.org/10.3390/genes13081471
49.    Woods, C. T., Raynor, A. J., Bruce, L., McDonald, Z., & Robertson, S. (2016). The application of a multi-dimensional assessment approach to talent identification in Australian football. Journal of Sports Sciences, 34(14), 1340-1345. https://doi.org/10.1080/02640414.2016.1142668 
50.    Yan, C., & Han, X. (2023). Assessment of the impact of school physical education programs on the posture and health of adolescents. Advances in Educational Technology and Psychology, 7(13), 72-78. https://doi.org/10.23977/aetp.2023.071312
51.    Zareian, H., Fasanghari, E., & Khorjahani, A. (2024). Investigating factors affecting the performance of Qazvin province athletes in the 2024 Paris Olympic Games and the 2026 Nagayo Asian Games based on a systemic approach. Sport Management Studies, https://doi.org/10.22089/smrj.2024.14572.3846 [In Persian].
52.    Zhihao, D., Tao, W., Yingjie, S., & Feng, Z. (2024). The influence of physical activity on internet addiction among Chinese college students: the mediating role of self-esteem and the moderating role of gender. BMC Public Health, 24(1), 935. https://doi.org/10.1186/s12889-024-18474-1
Volume 13, Issue 39
October 2025
Pages 67-94

  • Receive Date 24 August 2024
  • Revise Date 02 July 2025
  • Accept Date 08 August 2025