Relationship of Individual Athlete External Load, Session Rating of Perceived Exertion, and Athlete Playing Status Across a Collegiate Women’s Basketball Season
Abstract
:1. Introduction
2. Materials and Methods
2.1. Participants
2.2. Procedure and Instrumentation
2.2.1. External Loads
2.2.2. Session Rating of Perceived Exertion
2.3. Statistical Analysis
3. Results
3.1. Athlete Playing Status and Practice
3.2. Growth Model
3.3. Location-Scale Model
4. Discussion
5. Limitations
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Sansone, P.; Tschan, H.; Foster, C.; Tessitore, A. Monitoring Training Load and Perceived Recovery in Female Basketball: Implications for Training Design. J. Strength Cond. Res. 2020, 34, 2929–2936. [Google Scholar] [CrossRef] [PubMed]
- West, S.W.; Clubb, J.; Torres-Ronda, L.; Howells, D.; Leng, E.; Vescovi, J.D.; Carmody, S.; Posthumus, M.; Dalen-Lorentsen, T.; Windt, J. More than a Metric: How Training Load is Used in Elite Sport for Athlete Management. Int. J. Sports Med. 2021, 42, 300–306. [Google Scholar] [CrossRef] [PubMed]
- Petway, A. Training Load and Match-Play Performance in Collegiate Division I Basketball. Int. J. Strength Cond. 2022, 2. Available online: https://journal.iusca.org/index.php/Journal/article/view/114 (accessed on 10 September 2022). [CrossRef]
- Aoki, M.S.; Ronda, L.T.; Marcelino, P.R.; Drago, G.; Carling, C.; Bradley, P.S.; Moreira, A. Monitoring Training Loads in Professional Basketball Players Engaged in a Periodized Training Program. J. Strength Cond. Res. 2017, 31, 348–358. [Google Scholar] [CrossRef]
- Heishman, A.; Curtis, M.; Saliba, E.; Hornett, R.J.; Malin, S.K.; Weltman, A.L. Noninvasive Assessment of Internal and External Player Load: Implications for Optimizing Athletic Performance. J. Strength Cond. Res. 2018, 32, 1280–1287. [Google Scholar] [CrossRef]
- Askow, A.T.; Lobato, A.L.; Arndts, D.J.; Jennings, W.; Kreutzer, A.; Erickson, J.L.; Esposito, P.E.; Oliver, J.M.; Foster, C.; Jagim, A.R. Session Rating of Perceived Exertion (sRPE) Load and Training Impulse Are Strongly Correlated to GPS-Derived Measures of External Load in NCAA Division I Women’s Soccer Athletes. J. Funct. Morphol. Kinesiol. 2021, 6, 90. [Google Scholar] [CrossRef]
- Jagim, A.R.; Askow, A.T.; Carvalho, V.; Murphy, J.; Luedke, J.A.; Erickson, J.L. Seasonal Accumulated Workloads in Collegiate Women’s Soccer: A Comparison of Starters and Reserves. J. Funct. Morphol. Kinesiol. 2022, 7, 11. [Google Scholar] [CrossRef]
- Fox, J.L.; O’Grady, C.J.; Scanlan, A.T. The Relationships Between External and Internal Workloads During Basketball Training and Games. Int. J. Sports Physiol. Perform. 2020, 15, 1081–1086. [Google Scholar] [CrossRef]
- Caparrós, T.; Casals, M.; Solana, Á.; Peña, J. Low External Workloads Are Related to Higher Injury Risk in Professional Male Basketball Games. J. Sports Sci. Med. 2018, 17, 289–297. [Google Scholar]
- Heishman, A.; Miller, R.M.; Freitas, E.D.S.; Brown, B.S.; Daub, B.D.; Bemben, M.G. Monitoring External Training Loads and Neuromuscular Performance For Division I Basketball Players Over the Pre-Season. Med. Sci. Sports Exerc. 2019, 51, 204–212. [Google Scholar] [CrossRef]
- Fox, J.L.; Scanlan, A.T.; Stanton, R. A Review of Player Monitoring Approaches in Basketball: Current Trends and Future Directions. J. Strength Cond. Res. 2017, 31, 2021–2029. [Google Scholar] [CrossRef] [PubMed]
- Reina Román, M.; García-Rubio, J.; Feu, S.; Ibáñez, S.J. Training and Competition Load Monitoring and Analysis of Women’s Amateur Basketball by Playing Position: Approach Study. Front. Psychol. 2019, 9, 2689. [Google Scholar] [CrossRef] [PubMed]
- Staunton, C.; Wundersitz, D.; Gordon, B.; Kingsley, M. Construct Validity of Accelerometry-Derived Force to Quantify Basketball Movement Patterns. Int. J. Sports Med. 2017, 38, 1090–1096. [Google Scholar] [CrossRef]
- Foster, C.; Boullosa, D.; McGuigan, M.; Fusco, A.; Cortis, C.; Arney, B.E.; Orton, B.; Dodge, C.; Jaime, S.; Radtke, K.; et al. 25 Years of Session Rating of Perceived Exertion: Historical Perspective and Development. Int. J. Sports Physiol. Perform. 2021, 16, 612–621. [Google Scholar] [CrossRef]
- Foster, C.; Florhaug, J.A.; Franklin, J.; Gottschall, L.; Hrovatin, L.A.; Parker, S.; Doleshal, P.; Dodge, C. A New Approach to Monitoring Exercise Training. J. Strength Cond. Res. 2001, 15, 109–115. [Google Scholar]
- Haddad, M.; Stylianides, G.; Djaoui, L.; Dellal, A.; Chamari, K. Session-RPE Method for Training Load Monitoring: Validity, Ecological Usefulness, and Influencing Factors. Front. Neurosci. 2017, 11, 612. [Google Scholar] [CrossRef]
- Impellizzeri, F.M.; Marcora, S.M.; Coutts, A.J. Internal and External Training Load: 15 Years On. Int. J. Sports Physiol. Perform. 2019, 14, 270–273. [Google Scholar] [CrossRef]
- Casamichana, D.; Castellano, J.; Calleja-Gonzalez, J.; San Román, J.; Castagna, C. Relationship Between Indicators of Training Load in Soccer Players. J. Strength Cond. Res. 2013, 27, 369–374. [Google Scholar] [CrossRef]
- Bartlett, J.D.; O’Connor, F.; Pitchford, N.; Torres-Ronda, L.; Robertson, S.J. Relationships Between Internal and External Training Load in Team-Sport Athletes: Evidence for an Individualized Approach. Int. J. Sports Physiol. Perform. 2017, 12, 230–234. [Google Scholar] [CrossRef]
- Scanlan, A.T.; Wen, N.; Tucker, P.S.; Dalbo, V.J. The Relationships Between Internal and External Training Load Models During Basketball Training. J. Strength Cond. Res. 2014, 28, 2397–2405. [Google Scholar] [CrossRef]
- Svilar, L.; Jukić, I. Load monitoring system in top-level basketball team: Relationship between external and internal training load. Kinesiology 2018, 50, 25–33. [Google Scholar] [CrossRef]
- Hallam, L.C.; Amorim, F.T. Expanding the Gap: An Updated Look Into Sex Differences in Running Performance. Front. Physiol. 2022, 12, 804149. [Google Scholar] [CrossRef] [PubMed]
- Paulauskas, H.; Kreivyte, R.; Scanlan, A.T.; Moreira, A.; Siupsinskas, L.; Conte, D. Monitoring Workload in Elite Female Basketball Players During the In-Season Phase: Weekly Fluctuations and Effect of Playing Time. Int. J. Sports Physiol. Perform. 2019, 14, 941–948. [Google Scholar] [CrossRef] [PubMed]
- Russell, J.L.; McLean, B.D.; Impellizzeri, F.M.; Strack, D.S.; Coutts, A.J. Measuring Physical Demands in Basketball: An Explorative Systematic Review of Practices. Sports Med. 2021, 51, 81–112. [Google Scholar] [CrossRef] [PubMed]
- Brown, F.S.A.; Fields, J.B.; Jagim, A.R.; Baker, R.E.; Jones, M.T. Analysis of In-Season External Load and Sport Performance in Women’s Collegiate Basketball. J. Strength Cond. Res. 2024, 38, 318–324. [Google Scholar] [CrossRef]
- Ibáñez, S.J.; Gómez-Carmona, C.D.; Mancha-Triguero, D. Individualization of Intensity Thresholds on External Workload Demands in Women’s Basketball by K-Means Clustering: Differences Based on the Competitive Level. Sensors 2022, 22, 324. [Google Scholar] [CrossRef]
- Palmer, J.; Wundersitz, D.; Bini, R.; Kingsley, M. Effect of Player Role and Competition Level on Player Demands in Basketball. Sports 2021, 9, 38. [Google Scholar] [CrossRef]
- Williams, M.N.C.; Dalbo, V.J.; Fox, J.L.; O’Grady, C.J.; Scanlan, A.T. Comparing Weekly Training and Game Demands According to Playing Position in a Semiprofessional Basketball Team. Int. J. Sports Physiol. Perform. 2021, 16, 772–778. [Google Scholar] [CrossRef]
- Sansone, P.; Gasperi, L.; Tessitore, A.; Gomez, M. Training load, recovery and game performance in semiprofessional male basketball: Influence of individual characteristics and contextual factors. Biol. Sport 2021, 38, 207–217. [Google Scholar] [CrossRef]
- Power, C.J.; Fox, J.L.; Dalbo, V.J.; Scanlan, A.T. External and Internal Load Variables Encountered During Training and Games in Female Basketball Players According to Playing Level and Playing Position: A Systematic Review. Sports Med.-Open 2022, 8, 107. [Google Scholar] [CrossRef]
- García, F.; Fernández, D.; Martín, L. Relationship Between Game Load and Player’s Performance in Professional Basketball. Int. J. Sports Physiol. Perform. 2022, 17, 1473–1479. [Google Scholar] [CrossRef] [PubMed]
- Johnston, R.J.; Watsford, M.L.; Kelly, S.J.; Pine, M.J.; Spurrs, R.W. Validity and Interunit Reliability of 10 Hz and 15 Hz GPS Units for Assessing Athlete Movement Demands. J. Strength Cond. Res. 2014, 28, 1649–1655. [Google Scholar] [CrossRef] [PubMed]
- Nicolella, D.P.; Torres-Ronda, L.; Saylor, K.J.; Schelling, X. Validity and reliability of an accelerometer-based player tracking device. PLoS ONE 2018, 13, e0191823. [Google Scholar] [CrossRef] [PubMed]
- Boyd, L.J.; Ball, K.; Aughey, R.J. The Reliability of MinimaxX Accelerometers for Measuring Physical Activity in Australian Football. Int. J. Sports Physiol. Perform. 2011, 6, 311–321. [Google Scholar] [CrossRef]
- Minett, G.M.; Fels-Camilleri, V.; Bon, J.J.; Impellizzeri, F.M.; Borg, D.N. Peer Presence Increases Session Ratings of Perceived Exertion. Int. J. Sports Physiol. Perform. 2022, 17, 106–110. [Google Scholar] [CrossRef]
- Williams, D.R.; Martin, S.R.; Liu, S.; Rast, P. Bayesian Multivariate Mixed-Effects Location Scale Modeling of Longitudinal Relations Among Affective Traits, States, and Physical Activity. Eur. J. Psychol. Assess. 2020, 36, 981–997. [Google Scholar] [CrossRef]
- Cohen, J. Statistical Power Analysis for the Behavioral Sciences, 2nd ed.; Hillsdale, N.J., Ed.; L. Erlbaum Associates: Mahwah, NJ, USA, 1988. [Google Scholar]
- Ben Abdelkrim, N.; Chaouachi, A.; Chamari, K.; Chtara, M.; Castagna, C. Positional Role and Competitive-Level Differences in Elite-Level Men’s Basketball Players. J. Strength Cond. Res. 2010, 24, 1346–1355. [Google Scholar] [CrossRef]
- Gabbett, T.J. The training—Injury prevention paradox: Should athletes be training smarter and harder? Br. J. Sports Med. 2016, 50, 273–280. [Google Scholar] [CrossRef]
- Gabbett, T.J.; Hulin, B.T.; Blanch, P.; Whiteley, R. High training workloads alone do not cause sports injuries: How you get there is the real issue. Br. J. Sports Med. 2016, 50, 444–445. [Google Scholar] [CrossRef]
- Coyne, J.O.C.; Coutts, A.J.; Newton, R.U.; Gregory Haff, G. Relationships Between Different Internal and External Training Load Variables and Elite International Women’s Basketball Performance. Int. J. Sports Physiol. Perform. 2021, 16, 871–880. [Google Scholar] [CrossRef]
- Fox, J.L.; Conte, D.; Stanton, R.; McLean, B.; Scanlan, A.T. The Application of Accelerometer-Derived Moving Averages to Quantify Peak Demands in Basketball: A Comparison of Sample Duration, Playing Role, and Session Type. J. Strength Cond. Res. 2020. Publish Ahead of Print. Available online: https://journals.lww.com/10.1519/JSC.0000000000003486 (accessed on 6 August 2021).
- Towner, R.; Larson, A.; Gao, Y.; Ransdell, L.B. Longitudinal monitoring of workloads in women’s division I (DI) collegiate basketball across four training periods. Front. Sports Act. Living 2023, 5, 1108965. [Google Scholar] [CrossRef]
- Espasa-Labradoor, J.; Calleja-González, J.; Montalvo, A.M.; Fort-Vanmeerhaeghe, A. External Load Monitoring in Female Basketball: A Systematic Review. J. Hum. Kinet. 2023. Available online: https://jhk.termedia.pl/External-Load-Monitoring-in-Female-Basketball-nA-Systematic-Review,166881,0,2.html (accessed on 22 February 2024).
Position | Game Minutes | % of Practices HMA | P-sRPE (AU) (n = 53) | ST Load (AU) (n = 16) | P-PL (AU) (n = 53) |
---|---|---|---|---|---|
Forward | 34.11 ± 6.16 | 100 | 641.8 ± 342.0 | 146.4 ± 60.2 | 430.2 ± 177.4 |
Guard | 27.89 ± 6.51 | 94 | 649.0 ± 350.3 | 184.6 ± 93.4 | 493.8 ± 167.9 |
Guard | 25.30 ± 8.86 | 92 | 696.8 ± 381.8 | 193.9 ± 62.5 | 476.4 ± 183.0 |
Forward | 20.44 ± 9.64 | 87 | 613.0 ± 309.6 | 201.8 ± 65.7 | 287.9 ± 112.2 |
Guard | 29.07 ± 9.64 | 87 | 588.9 ± 313.0 | 156.3 ± 47.3 | 401.2 ± 142.6 |
Center | 17.30 ± 8.93 | 79 | 704.8 ± 367.6 | 123.6 ± 59.3 | 386.0 ± 144.4 |
Guard | 14.78 ± 10.68 | 72 | 617.9 ± 315.8 | 141.8 ± 59.8 | 440.5 ± 149.8 |
Guard | 18.78 ± 11.17 | 58 | 613.6 ± 344.9 | 168.1 ± 62.5 | 339.6 ± 135.6 |
Guard | 4.41 ± 5.93 | 4 | 569.0 ± 281.1 | 149.3 ± 40.6 | 482.9 ± 172.6 |
Forward | 2.63 ± 3.87 | 0 | 610.9 ± 355.4 | 201.7 ± 53.9 | 346.5 ± 127.0 |
Guard | 0.30 ± 1.07 | 0 | 499.5 ± 367.2 | 165.0 ± 53.1 | 375.9 ± 151.7 |
Position | P-sRPE (AU) (n = 53) | ST Load (AU) (n = 16) | P-PL (AU) (n = 53) |
---|---|---|---|
Guard (n = 7) | 609.7 ± 337.6 | 164.8 ± 61.6 | 432.0 ± 166.9 |
Forward (n = 3) | 646.9 ± 345.9 | 176.67 ± 73.2 | 367.85 ± 152.1 |
Center (n = 1) | 704.8 ± 367.6 | 123.6 ± 59.3 | 386.0 ± 144.4 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Brown, F.S.A.; Fields, J.B.; Jagim, A.R.; King, E.L.; Baker, R.E.; Miller, A.; Jones, M.T. Relationship of Individual Athlete External Load, Session Rating of Perceived Exertion, and Athlete Playing Status Across a Collegiate Women’s Basketball Season. Sports 2024, 12, 340. https://doi.org/10.3390/sports12120340
Brown FSA, Fields JB, Jagim AR, King EL, Baker RE, Miller A, Jones MT. Relationship of Individual Athlete External Load, Session Rating of Perceived Exertion, and Athlete Playing Status Across a Collegiate Women’s Basketball Season. Sports. 2024; 12(12):340. https://doi.org/10.3390/sports12120340
Chicago/Turabian StyleBrown, Faith S. A., Jennifer B. Fields, Andrew R. Jagim, Erica L. King, Robert E. Baker, Angela Miller, and Margaret T. Jones. 2024. "Relationship of Individual Athlete External Load, Session Rating of Perceived Exertion, and Athlete Playing Status Across a Collegiate Women’s Basketball Season" Sports 12, no. 12: 340. https://doi.org/10.3390/sports12120340
APA StyleBrown, F. S. A., Fields, J. B., Jagim, A. R., King, E. L., Baker, R. E., Miller, A., & Jones, M. T. (2024). Relationship of Individual Athlete External Load, Session Rating of Perceived Exertion, and Athlete Playing Status Across a Collegiate Women’s Basketball Season. Sports, 12(12), 340. https://doi.org/10.3390/sports12120340