Positional performance index in youth football through principal component analysis

Authors

DOI:

https://doi.org/10.47197/retos.v82.118527

Keywords:

Youth football , performance index, playing position, principal component analysis

Abstract

Introduction: Youth football presents significant challenges related to the identification of position-specific physical demands required by players according to their playing roles.

Objective: The aim of this study was to develop an integrated performance index based on principal component analysis to distinguish between playing position among youth football players.

Methodology: The study was conducted using a cross-sectional, analytical-comparative, and multivariate design. The sample consisted of 160 male U-20 football players affiliated with formative clubs in Santiago de Cali. The sample consisted of 160 masculine youth football players on the U-20, affiliated to formative clubs in Santiago de Cali. CMJ and SJ were applied to assess neuromuscular ability employing ADR jumping tool, also photocells were employed to evaluate sprint times on 10, 20 or 30 meters, change of directions and Illinois test were also used. Finally, the horizontal jump, the RSA 6×20 m test, and the Yo-Yo test were applied, with VO₂max estimated indirectly from the latter.

Results and discussion: Principal component analysis identified three components explaining 51.5% of the total variance in physical performance, highlighting a primary axis dominated by speed and agility in contrast to aerobic endurance and power. PCA derived indices, particularly the weighted index and the IRR, demonstrated a high discriminative capacity between playing positions, with large effect sizes.

Conclusions: PCA enabled the identification of key functional axes of physical performance and the development of a sensitive index reflecting the position-specific demands of youth football.

References

Alanen, A.-M., et al. (2023). Differences in situational patterns during change of direction in elite soc-cer. Journal of Human Kinetics, 89, 149–160. https://doi.org/10.5114/jhk/169524

Ammann, L., & Altmann, S. (2023). Training and match load ratios in professional soccer: A systematic review. Frontiers in Sports and Active Living, 5, 1151828. https://doi.org/10.3389/fspor.2023.1151828

Asian-Clemente, J. A., Beltrán-Garrido, J. V., & Requena, B. (2025a). Different sizes of position games in soccer: Effects on external load. Biology of Sport, 42(2), 177–185. https://doi.org/10.5114/biolsport.2025.144297

Asian-Clemente, J. A., Beltrán-Garrido, J. V., & Requena, B. (2025b). Assessing individual running de-mands in position games: A comparison between official matches and different task sizes in young professional soccer players. European Journal of Sport Science. https://doi.org/10.1002/ejsc.12251 onlinelibrary.wiley.com

Asian-Clemente, J. A., et al. (2024). Analysis of differences in running demands in soccer small-sided games: Effects of pitch dimensions. Journal of Human Kinetics, 89, 69–80. https://doi.org/10.5114/jhk/175339

Azzami, S. Y. A., Hadi, H. P., Alzami, F., Irawan, C., Nurhindarto, A., & Sulistyono, M. T. (2025). Cluster-ing and Profiling Analysis for FIFA Football Player using K-Means. Jurnal Informatika Jurnal Pengembangan IT, 10(1), 178–189. https://doi.org/10.30591/jpit.v10i1.7897

Bangsbo, J., Iaia, F. M., & Krustrup, P. (2008). The Yo-Yo Intermittent Recovery Test. Sports Medicine, 38(1), 37–51. https://doi.org/10.2165/00007256-200838010-00004

Baptista, I., et al. (2018). Position-specific player load during match-play in professional football. PLOS ONE, 13(5), e0198115. https://doi.org/10.1371/journal.pone.0198115

Baze, A., Delia, B., Muca, G., & Derhemi, L. (2025). Impact of a structured training program on agility, strength, and sprint performance in U-13 soccer players. Edelweiss Applied Science and Tech-nology, 9(7), 66–73. https://doi.org/10.55214/25768484.v9i7.8534

Becerra Patiño, J., Rodríguez-Agudelo, Y., Lucumí-Perea, J., Franco-Montoya, A., & Martínez-Cervera, F. (2025). Characterization of fitness profiles in youth soccer players in response to playing roles through Principal Component Analysis. Journal of Functional Morphology and Kinesiology, 10, 40.https://doi.org/10.3390/jfmk10010040

Caldbeck, P., & Dos’Santos, T. (2023). How do soccer players sprint from a tactical context? Observa-tions of an English Premier League soccer team. Journal of Sports Sciences, 40(23), 2669–2680. https://doi.org/10.1080/02640414.2023.2183605

Castro-Infantes, S., Soto Hermoso, V. M., Martín-Moya, R., Manuel Clemente, F., Sarmento, H., Castillo-Rodríguez, A., & González-Fernández, F. T. (2024). Principal Component Approach and Rela-tionship between Nomination Scale for Identification of Football Talent and Physical Fitness in Young Soccer Players. Applied Sciences, 14(17), 7569. https://doi.org/10.3390/app14177569

Castro-Piñero, J., Ortega, F. B., Artero, E. G., Girela-Rejón, M. J., Mora, J., Sjöström, M., & Ruiz, J. R. (2010). Assessing muscular strength in youth: usefulness of standing long jump as a general index of muscular fitness. Journal of strength and conditioning research, 24(7), 1810–1817. https://doi.org/10.1519/JSC.0b013e3181ddb03d

Claudino, J. G., Cronin, J., Mezêncio, B., McMaster, D. T., McGuigan, M., Tricoli, V., Amadio, A. C., & Serrão, J. C. (2017). The countermovement jump to monitor neuromuscular status: A meta-analysis. Journal of science and medicine in sport, 20(4), 397–402. https://doi.org/10.1016/j.jsams.2016.08.011

Da Silva, M. H. A. F., Gonçalves, E., Aquino, R., Liparotti, J. R., Alves, M. J., Ribeiro, R. D., & Figueiredo, A. J. (2022). Effects of maturity status on anthropometric measures, physical fitness, and training load in young Brazilian soccer players. Human Movement, 23(1), 28–36. https://doi.org/10.5114/hm.2021.104184

Dolci, F., Hart, N. H., Kilding, A. E., Chivers, P., Piggott, B., & Spiteri, T. (2020). Physical and energetic demand of soccer: A brief review. Strength & Conditioning Journal, 42(3), 70–77. https://doi.org/10.1519/SSC.0000000000000533R

Duque, A. F., Delgado Gutierrez, K. A., Prado Velez, J. S., Gaviria Chavarro, J., Galeano Virgen, J. D., Ore-juela Aristizabal, D. F., & Motato Rodriguez, L. A. (2025). Influencia entre edad, nivel académi-co y selección de modelos de periodización en entrenadores de fútbol. Retos, 70, 632–643. https://doi.org/10.47197/retos.v70.113783

Ferro, A., Villacieros, J., Floría, P., & Graupera, J. L. (2014). Analysis of speed performance in soccer by a playing position and a sports level using a laser system. Journal of human kinetics, 44, 143–153. https://doi.org/10.2478/hukin-2014-0120

Gabbett, T. J. (2010). The development of a test of Repeated-Sprint ability for elite women’s soccer play-ers. The Journal of Strength and Conditioning Research, 24(5), 1191–1194. https://doi.org/10.1519/jsc.0b013e3181d1568c

Gaviria Chavarro, J., Motato Rodriguez, L. A., Galeano Virgen, J. D., Ortegon castaño, J. C., Muñoz Cha-vez, L. F., & Hurtado Hurtado, J. S. (2025). Comportamiento del perfil de movimiento en un club de fútbol femenino profesional durante competencia según algunas variables contextuales. Re-tos, 65, 520–531. https://doi.org/10.47197/retos.v65.111287

González-Conde, A., González-Devesa, D., Suárez-Iglesias, D., & Ayán, C. (2022). The validity and reliabil-ity of a portable device (ADR-Jumping) to estimate vertical jump performance. Proceedings of the Institution of Mechanical Engineers Part P Journal of Sports Engineering and Technology, 239(3), 349–355. https://doi.org/10.1177/17543371221127079

Huang, J., Zhang, Y., Xu, M., Lv, Y., Zhang, J., & Shafieezadeh, M. M. (2025). Hybrid FAHP-FTOPSIS methodology for objective football player selection and ranking. Scientific Reports, 15(1). https://doi.org/10.1038/s41598-025-13973-6

Jimenez-Olmedo, J. M., Penichet-Tomas, A., Pueo, B., & Villalon-Gasch, L. (2023). Reliability of ADR Jump-ing Photocell: Comparison of Beam Cut at Forefoot and Midfoot. International journal of envi-ronmental research and public health, 20(11), 5935. https://doi.org/10.3390/ijerph20115935

Jiménez-Rubio, S., García-Albín, D., Estévez Rodríguez, J. L., & Jiménez-Sáiz, S. L. (2025). Effects of Neuromuscular Training on Stable Versus Unstable Surfaces on Unilateral Force Production and Stability in Elite Male Soccer Players. Journal of Functional Morphology and Kinesiology, 10(4), 379. https://doi.org/10.3390/jfmk10040379

Krawczyk, M., Pociecha, M., Tallent, J., & Ehiogu, U. D. (2024). Effects of vertical and horizontal strength exercises on sprint performance and sprint mechanical outputs in amateur soccer players. Journal of Kinesiology and Exercise Sciences, 34(105), 60–67. https://doi.org/10.5604/01.3001.0054.3294

Kühberger, A., Fritz, A., Lermer, E., & Scherndl, T. (2015). The significance fallacy in inferential statis-tics. BMC Research Notes, 8(1). https://doi.org/10.1186/s13104-015-1020-4

Li, J., & Khongsuebsor, W. (2025). A data-driven multidimensional performance evaluation framework for university soccer midfielders. International Journal of Innovation, Creativity and Change (IJIRSS), 8(2), 1855–1863. https://doi.org/10.53894/ijirss.v8i2.5555

Martín-Moya, R. (2022). Periodización táctica y metodología de enseñanza-entrenamiento-aprendizaje en fútbol. Modelo de Juego (Tactical periodization and teaching-training-learning methodology in soccer. Game model). Retos, 45, 693–703. https://doi.org/10.47197/retos.v45i0.92675

Motato, L. A., Ortegon Castaño, J. C., Galeano Virgen, J. D., Gaviria Chavarro, J., Orejuela Aristizabal, D. F., & Mena Montañez, L. K. (2024). Efectos fijos y aleatorios de la carga física con respecto a la posición de juego, según el tipo de microciclo en fútbol femenino con Tecnología IMU (Fixed and random effects of physical load across playing position, according to the type of microcycle in women’s soccer with IMU Technology). Retos, 59, 953–962. https://doi.org/10.47197/retos.v59.106782

Oliva-Lozano, J. M., Cefis, M., Fortes, V., López-Del Campo, R., & Resta, R. (2024). Summarizing physical performance in professional soccer: Development of a new composite index. Scientific Reports, 14, 14453. https://doi.org/10.1038/s41598-024-65581-5 Nature

Oliva-Lozano, J. M., Muyor, J. M., Ortuño, D. P., Rico-González, M., & Pino-Ortega, J. (2021). Analysis of key external and internal load variables in professional female futsal players: a longitudinal study. Research in Sports Medicine, 31(4), 309–318. https://doi.org/10.1080/15438627.2021.1963728

Pérez-Castilla, A., Rojas, F. J., Gómez-Martínez, F., & García-Ramos, A. (2021). Vertical jump perfor-mance is affected by the velocity and depth of the countermovement. Sports biomecha-nics, 20(8), 1015–1030. https://doi.org/10.1080/14763141.2019.1641545

Pérez-Contreras, J., Villaseca-Vicuña, R., Aedo-Muñoz, E., Inostroza-Ríos, F., Brito, C. J., Bustamante-Garrido, A., Cortés-Roco, G., Loro-Ferrer, J. F., & Merino-Muñoz, P. (2025). External load in elite youth soccer players according to age category and playing position in official international matches. Biomechanics, 5(4), 78. https://doi.org/10.3390/biomechanics5040078

Perlaza Estupiñán, A. A., Burgos Angulo, D. J., Menoscal Burgos, J. F., Vivero Quintero, C. E., Figueroa Silva, M. F., & Coello Castro, M. A. (2025). Metodología de entrenamiento integral vs enfoque tradicional para el desarrollo del rendimiento físico en futbolistas de 12-14 años. Retos, 70, 907–920. https://doi.org/10.47197/retos.v70.113899

Pino-Ortega, J., Rojas-Valverde, D., Gómez-Carmona, C. D., & Rico-González, M. (2021). Training De-sign, Performance Analysis, and Talent Identification-A Systematic Review about the Most Rel-evant Variables through the Principal Component Analysis in Soccer, Basketball, and Rug-by. International journal of environmental research and public health, 18(5), 2642. https://doi.org/10.3390/ijerph18052642

Rábano-Muñoz, A., et al. (2023). Internal and external loads in professional soccer players: A systemat-ic review. Journal of Human Kinetics, 87, 179–188. https://doi.org/10.5114/jhk/162027

Rasid, A. M. A., Musa, R. M., Majeed, A. P. P. A., Eswaramoorthi, V., Raj, N. B., & Mohamed, Z. (2025). Longitudinal study of match load zones and performance in elite football: a multivariate analy-sis and machine learning technique. Retos, 65, 773–784. https://doi.org/10.47197/retos.v65.111326

Ryan, S., Kempton, T., & Coutts, A. J. (2020). Data reduction approaches to athlete monitoring in pro-fessional Australian football. International Journal of Sports Physiology and Performance, 16(1), 59–65. https://doi.org/10.1123/ijspp.2020-0083

Sampieri, R. & Mendoza, C (2018). Metodología de la investigación. Las rutas cuantitativa, cualitativa y mixta

Sánchez Barba, M. (2024). Influencia de las variables contextuales en las acciones técnicas de jugado-res de fútbol profesional durante la competición. Retos, 57, e105125. https://doi.org/10.47197/retos.v57.105125

Santacruz Marín, C. A., España Chacua, W. A., Gaviria Chavarro, J., Motato Rodríguez, L. A., & Galeano Virgen, J. D. (2025). Predictive model of sprint performance based on countermovement jump and body mass index in football players. Sportis: Scientific Technical Journal of School Sport, Physical Education and Psychomotricity, 11(4). https://doi.org/10.17979/sportis.2025.11.4.11646

Sarmento, H., Martinho, D. V., Gouveia, É. R., Afonso, J., Chmura, P., Field, A., … Clemente, F. M. (2024). The influence of playing position on physical, physiological, and technical demands in adult male soccer matches: A systematic scoping review with evidence gap map. Sports Medicine, 54, 2841–2864. https://doi.org/10.1007/s40279-024-02088-z

Saward, C., Hulse, M., Morris, J. G., Goto, H., Sunderland, C., & Nevill, M. E. (2020). Longitudinal Physical Development of Future Professional Male Soccer Players: Implications for Talent Identification and Development? Frontiers in Sports and Active Living, 2. https://doi.org/10.3389/fspor.2020.578203

Silva, H., Nakamura, F. Y., Gómez-Díaz, A., Menezes, P., & Marcelino, R. (2025). Match peak speed of elite male soccer players across a full season. Kinesiology, 57(1), 83–91. https://doi.org/10.26582/k.57.1.7

Stewart, P. F., Turner, A. N., & Miller, S. C. (2014). Reliability, factorial validity, and interrelationships of five commonly used change of direction speed tests. Scandinavian journal of medicine & science in sports, 24(3), 500–506. https://doi.org/10.1111/sms.12019

Stone, J. D., Merrigan, J. J., Ramadan, J., Brown, R. S., Cheng, G. T., Hornsby, W. G., Smith, H., Galster, S. M., & Hagen, J. A. (2022). Simplifying External Load Data in NCAA Division-I Men's Basketball Competitions: A Principal Component Analysis. Frontiers in sports and active living, 4, 795897. https://doi.org/10.3389/fspor.2022.795897

Svynos, G., Michailidis, Y., Kotsakis, P., Mandroukas, A., Metaxas, I., Gissis, I., & Metaxas, T. I. (2024). Effects of vertical and horizontal jumping asymmetries on linear and Change-of-Direction speed performance of female soccer players. Applied Sciences, 14(9), 3901. https://doi.org/10.3390/app14093901

Teixeira, J. E., Forte, P., Ferraz, R., Branquinho, L., Morgans, R., Silva, A. J., Monteiro, A. M., & Barbosa, T. M. (2023). Resultant equations for training load monitoring during a standard microcycle in sub-elite youth football: a principal components approach. PeerJ, 11, e15806. https://doi.org/10.7717/peerj.15806

White, A., Hills, S. P., Hobbs, M., Cooke, C. B., Kilduff, L. P., Cook, C., Roberts, C., & Russell, M. (2020). The physical demands of professional soccer goalkeepers throughout a week-long competitive microcycle and transiently throughout match-play. Journal of Sports Sciences, 38(8), 848–854. https://doi.org/10.1080/02640414.2020.1736244

Xiong, Z. (2025). Effects of Different Training Load Parameters on Physical Performance Adaptation in Soccer Players: How Complex Intensities Influence The Magnitude of Adaptations. Journal of Sports Science and Medicine, 475–484. https://doi.org/10.52082/jssm.2025.475

Yu, L., Altieri, C., Bird, S. P., Corcoran, G., & Jiuxiang, G. (2021). The Importance of In-Season Strength and Power Training in Football Athletes: A Brief review and recommendations. International Journal of Strength and Conditioning, 1(1). https://doi.org/10.47206/ijsc.vi0.23

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29-05-2026

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Melo Ipiales, L. F., Gómez García, M. Ángel, Motato Rodriguez, L. A., Galeano Virgen, J. D., & Gaviria Chavarro, J. (2026). Positional performance index in youth football through principal component analysis. Retos, 82, 164-179. https://doi.org/10.47197/retos.v82.118527