SECTION III - SPORTS AND PHYSICAL ACTIVITY / RESEARCH PAPER
Analysis of Differential Perceived Training Loads in a Rugby Union Academy
 
More details
Hide details
1
Department of Physical Education and Sport, Faculty of Education and Sport, University of the Basque Country UPV/EHU, Vitoria-Gasteiz, Araba, Spain.
 
2
Zarautz Rugby Team, Zarautz Sporting Club, Zarautz, Gipuzkoa, Spain.
 
3
Society, Sports, and Exercise Research Group (GIKAFIT), University of the Basque Country UPV/EHU, Vitoria-Gasteiz, Araba, Spain.
 
4
Physical Activity, Exercise, and Health Group, Bioaraba Health Research Institute, Vitoria-Gasteiz, Araba, Spain.
 
 
Submission date: 2024-11-27
 
 
Final revision date: 2025-05-03
 
 
Acceptance date: 2025-08-12
 
 
Online publication date: 2026-03-16
 
 
Corresponding author
Asier Gonzalez-Artetxe   

Department of Physical Education and Sport, Faculty of Education and Sport, University of the Basque Country, UPV/EHU, Lasarteko atea 71, 01007, Vitoria-Gasteiz, Spain
 
 
 
KEYWORDS
TOPICS
ABSTRACT
This study analyzed weekly training and match loads through respiratory and muscular ratings of perceived exertion (RPEres and RPEmus) and investigated the relationship between differential RPE-training loads (TL) and fitness changes in rugby union players. Twenty-eight males from the U16 and U18 teams of the same club completed a 10-week longitudinal observational study with testing sessions (i.e., a countermovement jump, a 10-m running sprint and a 1.2-km shuttle run) before and after the monitoring phase. No changes in physical fitness were observed after this period (p > 0.05). RPEres-TL and RPEmus-TL four days before the match-day (MD−4) were greater than on the MD−2 (RPEres-TL: p = 0.004, d = 0.73; RPEmus-TL: p = 0.001, d = 1.02) and on the MD (RPEres-TL: p < 0.001, d = 0.90; RPEmus-TL: p < 0.001, d = 1.16) in U16 players. In U18 players, RPEmus-TL was higher on the MD−4 than on the MD−2 (p = 0.045, d = 0.73), while the dRM-Index (respiratory/muscular ratio) was higher on the MD−2 than on the MD−4 (p = 0.042, d = 0.55). No significant differences were found between RPEres-TL and RPEmus-TL for any session (p > 0.05). The accumulated RPEres-TL (p = 0.018, r = 0.59) and RPEmus-TL (p = 0.001, r = 0.76) were positively correlated with changes in shuttle running test performance in U18 players. Differential RPE-TLs provide additional insights to analyze and differentiate weekly load distribution between categories, and partially indicates fitness changes: players who accumulated more perceived loads during the season tended to maintain endurance performance. This practical available monitoring approach can assist academy rugby union practitioners in further individualizing training and optimizing performance.
REFERENCES (42)
1.
Alexiou, H., & Coutts, A. J. (2008). A comparison of methods used for quantifying internal training load in women soccer players. International Journal of Sports Physiology and Performance, 3(3), 320–330. https://doi.org/10.1123/ijspp.....
 
2.
Arregui-Martin, M. A., Garcia-Tabar, I., & Gorostiaga, E. M. (2020). Half soccer season induced physical conditioning adaptations in elite youth players. International Journal of Sports Medicine, 41(2), 106–112. https://doi.org/10.1055/A-1014....
 
3.
Atkinson, G., & Nevill, A. M. (1998). Statistical methods for assessing measurement error (reliability) in variables relevant to sports medicine. Sports Medicine, 26(4), 217–238. https://doi.org/10.2165/000072....
 
4.
Borg, G. A. V. (1982). Psychophysical bases of perceived exertion. Medicine and Science in Sports and Exercise, 14(5), 377–381. https://doi.org/10.1249/000057....
 
5.
Bosco, C., Luhtanen, P., & Komi, P. V. (1983). A simple method for measurement of mechanical power in jumping. European Journal of Applied Physiology and Occupational Physiology, 50(2), 273–282. https://doi.org/10.1007/BF0042....
 
6.
Brew, D. J., & Kelly, V. G. (2014). The reliability of the 1.2km shuttle run test for intermittent sport athletes. Journal of Australian Strength and Conditioning, 22(5), 127–131.
 
7.
Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Lawrence Erlbaum Associates.
 
8.
Comyns, T., & Hannon, A. (2018). Strength and conditioning coaches’ application of the session rating of perceived exertion method of monitoring within professional rugby union. Journal of Human Kinetics, 61(1), 155–166. https://doi.org/10.1515/hukin-....
 
9.
Dobbin, N., Gardner, A., Daniels, M., & Twist, C. (2018). The influence of preseason training phase and training load on body composition and its relationship with physical qualities in professional junior rugby league players. Journal of Sports Sciences, 36(24), 2778–2786. https://doi.org/10.1080/026404....
 
10.
Douchet, T., Paizis, C., Carling, C., & Babault, N. (2024). Influence of a modified versus a typical microcycle periodization on the weekly external loads and match day readiness in elite academy soccer players. Journal of Human Kinetics, 93, 133–144. https://doi.org/10.5114/jhk/18....
 
11.
Dudley, C., Johnston, R., Jones, B., Till, K., Westbrook, H., & Weakley, J. (2023). Methods of monitoring internal and external loads and their relationships with physical qualities, injury, or illness in adolescent athletes: a systematic review and best-evidence synthesis. Sports Medicine, 53(8), 1559–1593. https://doi.org/10.1007/S40279....
 
12.
Ekblom, B., & Golobarg, A. N. (1971). The influence of physical training and other factors on the subjective rating of perceived exertion. Acta Physiologica Scandinavica, 83(3), 399–406. https://doi.org/10.1111/J.1748....
 
13.
Foster, C., Florhaug, J. A., Franklin, J., Gottschall, L., Hrovatin, L. A., Parker, S., Doleshal, P., & Dodge, C. (2001). A new approach to monitoring exercise training. Journal of Strength and Conditioning Research, 15(1), 109–115. https://doi.org/10.1519/001242....
 
14.
Gil-Rey, E., Lezaun, A., & Los Arcos, A. (2015). Quantification of the perceived training load and its relationship with changes in physical fitness performance in junior soccer players. Journal of Sports Sciences, 33(20), 2125–2132. https://doi.org/10.1080/026404....
 
15.
Haugen, T. (2024). How can we make research more relevant for sport practice? International Journal of Sports Physiology and Performance, 19(8), 725–726. https://doi.org/10.1123/ijspp.....
 
16.
Hutchinson, J. C., & Tenenbaum, G. (2006). Perceived effort — Can it be considered gestalt? Psychology of Sport and Exercise, 7(5), 463–476. https://doi.org/10.1016/J.PSYC....
 
17.
Iglesias-Torres, E., Gonzalez-Artetxe, A., Scanlan, A. T., & Los Arcos, A. (2024). Differential ratings of perceived exertion to quantify weekly and sessional internal load in basketball: an exploratory team-based case series. Montenegrin Journal of Sports Science and Medicine, 13(1), 75–80. https://doi.org/10.26773/mjssm....
 
18.
Impellizzeri, F. M., Marcora, S. M., & Coutts, A. J. (2019). Internal and external training load: 15 years on. International Journal of Sports Physiology and Performance, 14(2), 270–273. https://doi.org/10.1123/IJSPP.....
 
19.
Impellizzeri, F. M., Shrier, I., McLaren, S. J., Coutts, A. J., McCall, A., Slattery, K., Jeffries, A. C., & Kalkhoven, J. T. (2023). Understanding training load as exposure and dose. Sports Medicine, 53(9), 1667–1679. https://doi.org/10.1007/s40279....
 
20.
Jaspers, A., Brink, M. S., Probst, S. G. M., Frencken, W. G. P., & Helsen, W. F. (2017). Relationships between training load indicators and training outcomes in professional soccer. Sports Medicine, 47(3), 533–544. https://doi.org/10.1007/s40279....
 
21.
Koo, T. K., & Li, M. Y. (2016). A guideline of selecting and reporting intraclass correlation coefficients for reliability research. Journal of Chiropractic Medicine, 15(2), 155–163. https://doi.org/10.1016/j.jcm.....
 
22.
Los Arcos, A., Martínez-Santos, R., Yanci, J., Mendiguchia, J., & Méndez-Villanueva, A. (2015). Negative associations between perceived training load, volume and changes in physical fitness in professional soccer players. Journal of Sports Science and Medicine, 14(2), 394–401.
 
23.
Loturco, I., Pereira, L. A., Moura, T. B. M. A., Mercer, V. P., Betelli, M. T., Ramos, M. S., Zabaloy, S., & Pareja-Blanco, F. (2024). Jump squats performed with both light and heavy loads have similar effects on the physical performance of elite rugby players during the initial phase of the competitive period. Journal of Human Kinetics, 91, 175–188. https://doi.org/10.5114/JHK/18....
 
24.
Martínez-Santos, R., Founaud, M. P., Aracama, A., & Oiarbide, A. (2020). Sports teaching, traditional games, and understanding in physical education: a tale of two stories. Frontiers in Psychology, 11, 581721. https://doi.org/10.3389/fpsyg.....
 
25.
McKay, A. K. A., Stellingwerff, T., Smith, E. S., Martin, D. T., Mujika, I., Goosey-Tolfrey, V. L., Sheppard, J., & Burke, L. M. (2022). Defining training and performance caliber: a participant classification framework. International Journal of Sports Physiology and Performance, 17(2), 317–331. https://doi.org/10.1123/IJSPP.....
 
26.
McLaren, S. J., Graham, M., Spears, I. R., & Weston, M. (2016). The sensitivity of differential ratings of perceived exertion as measures of internal load. International Journal of Sports Physiology and Performance, 11(3), 404–406. https://doi.org/10.1123/IJSPP.....
 
27.
McLaren, S. J., Macpherson, T. W., Coutts, A. J., Hurst, C., Spears, I. R., & Weston, M. (2018a). The relationships between internal and external measures of training load and intensity in team sports: a meta-analysis. Sports Medicine, 48(3), 641–658. https://doi.org/10.1007/S40279....
 
28.
McLaren, S. J., Smith, A., Bartlett, J. D., Spears, I. R., & Weston, M. (2018b). Differential training loads and individual fitness responses to pre-season in professional rugby union players. Journal of Sports Sciences, 36(21), 2438–2446. https://doi.org/10.1080/026404....
 
29.
McLaren, S. J., Smith, A., Spears, I. R., & Weston, M. (2017). A detailed quantification of differential ratings of perceived exertion during team-sport training. Journal of Science and Medicine in Sport, 20(3), 290–295. https://doi.org/10.1016/J.JSAM....
 
30.
Parlebas, P. (2013). Motor praxeology: a new scientific paradigm. In M. Vaczi (Ed.), Playing fields: power, practice, and passion in sport (pp. 127–144). Center for Basque Studies.
 
31.
Phibbs, P. J., Jones, B., Roe, G., Read, D. B., Darrall-Jones, J., Weakley, J., Rock, A., & Till, K. (2018a). Organized chaos in late specialization team sports: weekly training loads of elite adolescent rugby union players. Journal of Strength and Conditioning Research, 32(5), 1316–1323. https://doi.org/10.1519/JSC.00....
 
32.
Phibbs, P. J., Jones, B., Roe, G., Read, D., Darrall-Jones, J., Weakley, J., Rock, A., & Till, K. (2018b). The organised chaos of English adolescent rugby union: influence of weekly match frequency on the variability of match and training loads. European Journal of Sport Science, 18(3), 341–348. https://doi.org/10.1080/174613....
 
33.
Quarrie, K. L., Raftery, M., Blackie, J., Cook, C. J., Fuller, C. W., Gabbett, T. J., Gray, A. J., Gill, N., Hennessy, L., Kemp, S., Lambert, M., Nichol, R., Mellalieu, S. D., Piscione, J., Stadelmann, J., & Tucker, R. (2017). Managing player load in professional rugby union: a review of current knowledge and practices. British Journal of Sports Medicine, 51(5), 421–427. https://doi.org/10.1136/BJSPOR....
 
34.
Sella, F. S., Hébert-Losier, K., Beaven, C. M., McMaster, D. T., Harvey, M., & Gill, N. D. (2021). Performance in the 1.2 km shuttle run test reflects fitness capacities in rugby players. Journal of Australian Strength and Conditioning, 29(5), 7–14.
 
35.
Silva, J. R., Rumpf, M. C., Hertzog, M., Castagna, C., Farooq, A., Girard, O., & Hader, K. (2018). Acute and residual soccer match-related fatigue: a systematic review and meta-analysis. Sports Medicine, 48(3), 539–583. https://doi.org/10.1007/s40279....
 
36.
Simmons, R., Leicht, A., Sinclair, W., Bowman, P., Dobbin, M., & Doma, K. (2024). Acute response to training after returning from the off-season in elite rugby league athletes. Journal of Human Kinetics, 92, 133–146. https://doi.org/10.5114/JHK/18....
 
37.
Till, K., Weakley, J., Read, D. B., Phibbs, P., Darrall-Jones, J., Roe, G., Chantler, S., Mellalieu, S., Hislop, M., Stokes, K., Rock, A., & Jones, B. (2020). Applied sport science for male age-grade rugby union in England. Sports Medicine - Open, 6(1), 14. https://doi.org/10.1186/S40798....
 
38.
Vachon, A., Berryman, N., Mujika, I., Paquet, J. B., & Bosquet, L. (2021). Fitness determinants of repeated high-intensity effort ability in elite rugby union players. International Journal of Sports Physiology and Performance, 16(8), 1103–1110. https://doi.org/10.1123/IJSPP.....
 
39.
Weakley, J. J. S., Till, K., Darrall-Jones, J., Roe, G. A. B., Phibbs, P. J., Read, D. B., & Jones, B. L. (2019). Strength and conditioning practices in adolescent rugby players: relationship with changes in physical qualities. Journal of Strength and Conditioning Research, 33(9), 2361–2369. https://doi.org/10.1519/JSC.00....
 
40.
Woods, C. T., McKeown, I., Shuttleworth, R. J., Davids, K., & Robertson, S. (2019). Training programme designs in professional team sport: an ecological dynamics exemplar. Human Movement Science, 66, 318–326. https://doi.org/10.1016/J.HUMO....
 
41.
Zabaloy, S., Healy, R., Pereira, L. A., Tondelli, E., Tomaghelli, L., Aparicio, J., Vega, F., Medrano, J., Giráldez, J., Comyns, T., Freitas, T. T., & Loturco, I. (2025). A randomized controlled trial of unresisted vs. heavy resisted sprint training programs: effects on strength, jump, unresisted and resisted sprint performance in youth rugby union players. Journal of Human Kinetics, 95, 199–214. https://doi.org/10.5114/jhk/20....
 
42.
Zanin, M., Ranaweera, J., Darrall-Jones, J., Weaving, D., Till, K., & Roe, G. (2021). A systematic review of small sided games within rugby: acute and chronic effects of constraints manipulation. Journal of Sports Sciences, 39(14), 1633–1660. https://doi.org/10.1080/026404....
 
eISSN:1899-7562
ISSN:1640-5544
Journals System - logo
Scroll to top