Latent Structure of Anthropometric Characteristics in Male Adolescents Aged 12–14: A Two-Wave Factor Analytical Study
Volume 16, Issue V (2026)
Volume 16, Issue V (2026)
Latent Structure of Anthropometric Characteristics in Male Adolescents Aged 12–14: A Two-Wave Factor Analytical Study
Abstract:
Understanding the latent structure of morphological characteristics in adolescents is essential for monitoring their growth, biological maturity and physical development. This study included a sample of 388 male students aged 12 to 14 years from three primary schools in Pristina, in order to identify the dominant latent dimensions that structure anthropometric variability at two time points – initial and final measurement. The applied set of anthropometric measures was processed by factor analysis using the principal components method with Varimax rotation, and the selection of components was performed according to the Kaiser–Gutmann criterion. Two stable and clearly interpretable dimensions were distinguished in both time sections: a body mass and subcutaneous fat tissue factor and a longitudinal dimensionality factor. The high percentage of explained variance and the consistency of the model in both measurements indicate a replicable morphological structure, characteristic of this developmental period. The obtained results have significant practical value, as they provide a valid basis for systematic growth monitoring, identification of risky anthropometric profiles and planning of interventions in the context of education and sports training.
Keywords:
anthropometry, latent structure, adolescents, factor analysis, body mass, longitudinal dimensionality
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Bala, G. (2007) Dizajniranje istrazivanja u kineziologiji, Novi Sad, autorsko izdznje. Begu, B., Kryeziu, A. R., & Havolli, J. (2018). Latent structure of the morphological characteristics and motor basic abilities and situational to basketball players 14–15 years. Sport Mont Journal, 16(3), 69–74. https://doi.org/10.26773/smj.181012 Brunet, M., Chaput, J.,P., Tremblay, A. (2006). The association between low physical fitness and high body mass index or waist circumference is increasing with age in children: the ‘Quebec en Forme’ Project. Int J Obes (Lond). Brage, S., Wedderkopp, N., Ekelund, U., Franks, P.,W., Wareham, N.,J., Andersen., L.,B. (2004). Features of the metabolic syndrome are associated with objectively measured physical activity and fitness in Danish children: the European Youth Heart Study (EYHS). Diabetes Care, 27, 2141-8. Damsgaard, R., Bencke, J., Matthiesen, G., Petersen, J. H., & Müller, J. (2001). Body proportions, body composition and pubertal development of children in competitive sports. Scandinavian Journal of Medicine & Science in Sports, 11(1), 54–60. https://doi.org/10.1034/j.1600- 0838.2001.011001054.x Fryar, C. D., Carroll, M. D., & Ogden, C. L. (2018). Prevalence of overweight, obesity, and severe obesity among children and adolescents aged 2–19 years: United States, 2015–2016 (NCHS Data Brief No. 288) U.S. Department of Health and Human Services. Gudelj, I., Milat, S., Retelj, E., Zagorac, N., Ljubicić, M., & Katić, R. (2009). Sex differences in morphological dimensions in twelve-year-old children from Imotska krajina. Coll Antropol, 33(1), 131–138. https://pubmed.ncbi.nlm.nih.gov/19408616/ Gulati, M, Pandey, D., K., Arnsdorf, M.,F., Lauderdale D.,S, Thisted, R.,A. & Wicklund R.,H. (2003). Exercise capacity and the risk of death in women: the St James Women Take Heart Project. Circulation, 108, 1554-9. Gutin, B., Yin, Z., Humphries, M. C., Hoffman, W. H., Gower, B., & Barbeau, P. (2004). Relations of fatness and fitness to fasting insulin in black and white adolescents. The Journal of pediatrics, 145(6), 737-743 Katanic, B., Bjelica, D., Stankovic, M., Milosevic, Z., Vukovic, J., & Mekic, A. (2023). Anthropometric characteristics and weight status of early adolescents (aged 12–14) in Montenegro: Urban–rural and regional differences. Children, 10(10), 1664. https://doi.org/10.3390/children10101664 Malina, R. M., & Bouchard, C. (2004). Growth, maturation, and physical activity (2nd ed.). Human Kinetics. Mesa, J.,L., Ruiz, J.,R., Ortega, F.,B., Wamberg, J., Gonzalez-Lamuno, D., Moreno, L., A.(2006). Aerobic physical fitness in relation to blood lipids and fasting glycaemia in adolescents: Influence of weight status. Nutr Metab Cardiovasc Dis, 16, 285-93. Momirović, K. (1969). The factor structure of anthropometric variables. Institute for Kinesiology / School of Physical culture, Zagreb. Moliner-Urdiales, D., Ortega, F.,B., Vicente-Rodriguez, G., Rey-Lopez J., P., Gracia-Marco L.,Widhalm., K. (2010). Association of physical activity with muscular strength and fat-free mass in adolescents: the HELENA study. Eur J Appl Physiol ; 109: 1119–1127 Ortega, F. B., Artero, E. G., Ruiz, J. R., España-Romero, V., Jiménez-Pavón, D., Vicente-Rodríguez, G., & Castillo, M. J. (2011). Physical fitness levels among European adolescents: the HELENA study. British journal of sports medicine, 45(1), 20-29. Ogden, C. L., Carroll, M. D., Lawman, H. G., Fryar, D., Kruszon-Moran, D., Kit, B., K., & Flegal, K. M. (2016). Trends in obesity prevalence among children and adolescents in the United States, 1988–1994 through 2013–2014. JAMA, 315(21), 2292–2299 Ortega, F. B., Ruiz, J. R., Castillo, M. J., & Sjöström, M. (2008). Physical fitness in childhood and adolescence: a powerful marker of health. International journal of obesity, 32(1), 1-11. 10.1001/jama.2016.6361 Ostrowska, B., Domaradzki, J., & Ignasiak, Z. (2006). Factor analysis of anthropometric characteristics in young swimmers aged 11 and 12. Acta Universitatis Palackianae Olomucensis. Gymnica, 36(1), 59–68. Paineau, D., Chiheb, S., Banu, I., Valensi, P., Fontan, J., E., Gaudelus, J., Chapalain, V., Chumlea, C., Bornet, F. and Boulier, A. (2008) Comparison of field methods to estimate fat mass in children. Annals of Human Biology, 35, 185-197/ Popovic, D., Boli, E., Stankovic, V., Popovic, M., Popovic, J., & Savic, V. (2016). Estimation of the Lower Bound Reliability of Latent Dimensions of Morphological Variables of Handball Players. Open Access Library Journal, 3(1), 1-10. Rađo, I., Mahmutović, I., Manić, G., & Mahmutović, I. (2011). Structure of the ontogeny of the morphological indicators of boys aged from 11 to 14. HealthMED, 5(4):942-948 Rodriguez-Martinez, A., Zhou, B., Sophiea, M. K., Bentham, J., Paciorek, C. J., Iurilli, M. L. C., Carrillo-Larco, R. M., Bennett, J. E. D., Cesare, M., Taddei, C., & NCD Risk Factor Collaboration (NCD-RisC). (2020). Height and body-mass index trajectories of school-aged children and adolescents from 1985 to 2019 in 200 countries and territories: A pooled analysis of 2181 population-based studies with 65 million participants. The Lancet, 396(10261), 1511–1524. https://doi.org/10.1016/S0140-6736(20)31859-6 Rodriguez, G., Moreno, L.A., Blay, M.G., Blay, V.A., Fleta, J., Sarria, A. & Bueno, M. (2005) Body fat measurement in adolescents: Comparison of skinfold thickness equations with dualenergy X-ray absorptiometry. European Journal of Clinical Nutrition, 59, 1158-1166. Ruiz, J. R., Castro-Piñero, J., Artero, E. G., Ortega, F. B., Sjöström, M., Suni, J., & Castillo, M. J. (2009). Predictive validity of health-related fitness in youth: a systematic review. British journal of sports medicine, 43(12), 909-923. Ruiz, J. R., Ortega, F. B., Rizzo, N. S., Villa, I., Hurtig-Wennlöf, A., Oja, L., & Sjöström, M. (2007). High cardiovascular fitness is associated with low metabolic risk score in children: the European Youth Heart Study. Pediatric research, 61(3), 350-355. Ruiz, J.,R., Ortega, F., B., Meusel, D., Harro, M., Oja, P., Sjostrom M. (2006). Cardiorespiratory fitness is associated with features of metabolic risk factors in children. Should cardiorespiratory fitness be assessed in a European health monitoring system? The European Youth Heart Study. J Public Health, 14, 94-102. Sallis, J.,F., Patterson, T.,L., Buono, M., J., Nader, P.,R. (1998). Relation of cardiovascular fitness and physical activity to cardiovascular disease risk factors in children and adults. Am J Epidemiol, 127, 933-41. Scepanović, T., & Protić-Gava, B. (2013). Factor structure of morphological status in adolescents. In Research in Kinesiology: Proceedings of the International Scientific Conference Resеarch in Kinesiology. Federation of the Sports Pedagogues of the Republic of Macedonia Vol. 41, No. 2, pp. 160-163 Spiotta, R. T., & Luma, G. B. (2008). Evaluating obesity and cardiovascular risk factors in children and adolescents. American Family Physician, 78(9), 1052–1058. Viskić-Štalec N. (1974). The Dimension Relations of Movement Regulation with Morphological and Some Dimensions of Energy Regulation. In Croatian. (Unpublished Master’s thesis, University of Zagreb), Zagreb: Fakultet za fizičku kulturu Wang, Y., & Lobstein, T. (2006). Worldwide trends in childhood overweight and obesity. International Journal of Pediatric Obesity, 1(1), 11–25. https://doi.org/10.1080/17477160600586747 Weiner, J. S., & Lourie, J. A. (1981). Practical human biology. London: Academic Press World Health Organization. (2016). Report of the commission on ending childhood obesity. World Health Organization.
