Behavioral and psychophysiological monitoring in elite beach volleyball: performance consistency under environmental stress

Journal of Educational and Learning Studies August 27, 2026 Volume 9, Number 1 3 authors

Abstract

Beach volleyball is an outdoor Olympic team sport in which heat, humidity, wind, sand, and tournament density can interact with psychological and physiological strain. This systematic literature review synthesized evidence on monitoring athlete state and performance consistency, with particular attention to psychometric, physiological/biometric, neuromuscular-load, environmental, and computational modalities. The review followed PRISMA 2020 and used a structured Scopus search of TITLE-ABS-KEY fields, identifying 144 records. Forty-eight full texts were assessed and 10 studies were retained for the core qualitative synthesis; 50 additional sources were used only for contextual comparison and were not treated as included evidence. Eligibility required beach-volleyball athlete or athlete-performance data, direct relevance to state monitoring or performance, and sufficient empirical information for extraction. Because the included studies differed substantially in design, population, exposure, timing, and outcomes, quantitative pooling was not considered methodologically appropriate and a thematic synthesis was conducted instead. The evidence indicates that session-RPE, heart-rate variability, perceived well-being, neuromuscular measures, salivary hormones, mental-fatigue measures, sleep-related indicators, and computational performance models can each capture meaningful components of athlete state, but they are usually studied in isolation. The central gap is the absence of prospectively validated systems that combine psychological, physiological, load, environmental, and computational streams to predict stable performance across tournament days. The review therefore supports a multimodal monitoring agenda while emphasizing that the proposed phenotyping framework remains a research model rather than a validated predictive system.

Authors

  1. Rudyanto Rudyanto

    Universitas Negeri Padang

  2. Eval Edmizal

    Universitas Negeri Padang

  3. Jeki Haryanto

    Universitas Negeri Padang

Keywords

Digital psychologicalphenotypingBeach volleyballEnvironmental stressPerformance consistencyMultimodal monitoring

References

  1. Alkemade, P., De Korte, J. Q., Bongers, C. C. W. G., Daanen, H. A. M., Hopman, M. T. E., Janssen, T. W. J., & Eijsvogels, T. M. H. (2023). Humid Heat Equally Impairs Maximal Exercise Performance In Elite Para-Athletes And Able-Bodied Athletes. Medicine And Science In Sports And Exercise, 55(10), 1835–1844. Https://Doi.Org/10.1249/MSS.0000000000003222
  2. Alvarado-Ruano, R., & López-Martínez, A. B. (2022). Analysis Of Technical-Tactical Factors In Beach Volleyball: A Systematic Review. Cultura, Ciencia Y Deporte, 17(52), 15–35. Https://Doi.Org/10.12800/Ccd.V17i52.1839
  3. Bahr, R., & Reeser, J. C. (2012). New Guidelines Are Needed To Manage Heat Stress In Elite Sports - The Fédération Internationale De Volleyball (FIVB) Heat Stress Monitoring Programme. British Journal Of Sports Medicine, 46(11), 805–809. Https://Doi.Org/10.1136/Bjsports-2012-091102
  4. Barbosa, B. T., De Lima-Junior, D., Moreira, A., Nakamura, F. Y., Batista, G. R., Faro, H., & Fortes, L. D. S. (2025). Mental Fatigue And Sleep Restriction Effects On Perceptual-Cognitive Performance In Trained Beach Volleyball Athletes. Frontiers In Psychology, 16, Article 1537482. Https://Doi.Org/10.3389/Fpsyg.2025.1537482
  5. Belem, I. C., Caruzzo, N. M., Do Nascimento Junior, J. R. A., Vieira, J. L. L., & Vieira, L. F. (2014). Impact Of Coping Strategies On Resilience Of Elite Beach Volleyball Athletes. Revista Brasileira De Cineantropometria E Desempenho Humano, 16(4), 447–455. Https://Doi.Org/10.5007/1980-0037.2014v16n4p447
  6. Caruzzo, N. M., Vissoci, J. R. N., Contreira, A. R., Caruzzo, A. M., & Fiorese, L. (2021). Leadership, Mental Toughness, And Attachment Relationship In The World Beach Volleyball Context. Sustainability (Switzerland), 13(19), Article 10748. Https://Doi.Org/10.3390/Su131910748
  7. Cañal-Bruland, R., Mooren, M., & Savelsbergh, G. J. P. (2011). Differentiating Experts’ Anticipatory Skills In Beach Volleyball. Research Quarterly For Exercise And Sport, 82(4), 667–674. Https://Doi.Org/10.1080/02701367.2011.10599803
  8. Costa, Y., Domingos-Gomes, J., Lautenbach, F., Hayes, L., Nakamura, F., Lima, J., Castellano, L., & Batista, G. (2022). Salivary Hormone Concentrations And Technical-Tactical Performance Indicators In Beach Volleyball: Preliminary Evidence. Frontiers In Sports And Active Living, 4, Article 830185. Https://Doi.Org/10.3389/Fspor.2022.830185
  9. Costa, Y. P., Lopes-Da-Silva, B. S., Fonseca, F. S., Albuquerque, M., Batista, G. R., & Fortes, L. S. (2025). Effect Of Caffeine On Attack Decision-Making In Trained Beach Volleyball Players Following Prolonged Cognitive Effort Induced By Social Media Use: A Randomized, Single-Blind, Crossover Pilot Study. BMC Sports Science, Medicine And Rehabilitation, 17(1), Article 145. Https://Doi.Org/10.1186/S13102-024-01052-8
  10. Da Costa, Y. P., Fortes, L., Santos, R., Souza, E., Hayes, L., Soares-Silva, E., & Batista, G. R. (2023). Mental Fatigue Measured In Real-World Sport Settings: A Case Study Of World Class Beach Volleyball Players. Journal Of Physical Education And Sport, 23(5), 1237–1243. Https://Doi.Org/10.7752/Jpes.2023.05152
  11. Da Costa, Y. P., Martins, F., De Souza Fonseca, F., Albuquerque, M. R., Batista, G. R., & De Sousa Fortes, L. (2025). Transcranial Direct Current Stimulation Over Prefrontal Cortex Did Not Improve The Decision-Making Skill Of Athletes Exposed To Prolonged Social Media Use: A Crossover And Randomised Investigation. International Journal Of Sport And Exercise Psychology, 23(3), 520–536. Https://Doi.Org/10.1080/1612197X.2024.2325585
  12. Da Silva, G. M., De Moura Simim, M. A., Nakamura, F. Y., Coswig, V., Assumpção, C. O., & Medeiros, A. I. A. (2023). The Impact Of Sleep Quality On Mood In Beach Volleyball Athletes: A Cross-Sectional Study. Retos, 48, 883–888. Https://Doi.Org/10.47197/RETOS.V48.96972
  13. Domingos-Gomes, J., Costa, Y. P., Lima-Junior, D., Lanzoni, I., & Batista, G. (2024). The Mental Fatigue Impaired Beach Volleyball Attack Technical-Tactical Performance: A Crossover And Randomized Study. Cuadernos De Psicologia Del Deporte, 24(2), 42–252. Https://Doi.Org/10.6018/CPD.582971
  14. Hank, M., Cabell, L., Zahalka, F., Miřátský, P., Cabrnoch, B., Mala, L., & Maly, T. (2024). Differences In External Load Among Indoor And Beach Volleyball Players During Elite Matches. Peerj, 12, Article E16736. Https://Doi.Org/10.7717/Peerj.16736
  15. Hayati, H., Eager, D., Peham, C., & Qi, Y. (2020). Dynamic Behaviour Of High Performance Of Sand Surfaces Used In The Sports Industry. Vibration, 3(4), 410–424. Https://Doi.Org/10.3390/Vibration3040026
  16. Ittlinger, S., Lang, S., Link, D., & Raab, M. (2024). Sequential Decision Making In Beach Volleyball—A Mixed-Method Approach. Journal Of Sport And Exercise Psychology, 46(5), 255–265. Https://Doi.Org/10.1123/Jsep.2024-0060
  17. Ittlinger, S., Lang, S., Schubert, A., & Raab, M. (2025). How Cognitive Biases Affect Winning Probability Perception In Beach Volleyball Experts. Scientific Reports, 15(1), Article 32408. Https://Doi.Org/10.1038/S41598-025-17770-Z
  18. Aromataris, E., Lockwood, C., Porritt, K., Pilla, B., & Jordan, Z. (Eds.). (2024). JBI Manual For Evidence Synthesis. JBI.
  19. João, P. V., Medeiros, A., Ortigão, H., Lee, M., & Mota, M. P. (2021). Global Position Analysis During Official Elite Female Beach Volleyball Competition: A Pilot Study. Applied Sciences (Switzerland), 11(20), Article 9382. Https://Doi.Org/10.3390/App11209382
  20. Kais, K., & Raudsepp, L. (2004). Cognitive And Somatic Anxiety And Self-Confidence In Athletic Performance Of Beach Volleyball. Perceptual And Motor Skills, 98(2), 439–449. Https://Doi.Org/10.2466/Pms.98.2.439-449
  21. Kasprzak, M., & Łopuch, M. (2022). Sand: A Critical Component For Beach Volleyball Courts. Applied Sciences (Switzerland), 12(14), Article 6985. Https://Doi.Org/10.3390/App12146985
  22. Klatt, S., Rückel, L.-M., Wagener, S., & Noël, B. (2021). Personality Traits And Emotion Regulation Styles Of Elite Beach Volleyball Dyads: Examination Of Intra-Team Differences, Performance And Satisfaction Levels. Frontiers In Psychology, 12, Article 719572. Https://Doi.Org/10.3389/Fpsyg.2021.719572
  23. Knoblochova, M., Mudrak, J., & Slepicka, P. (2021). Achievement Goal Orientations, Sport Motivation And Competitive Performance In Beach Volleyball Players. Acta Gymnica, 51, Article E2021.016. Https://Doi.Org/10.5507/Ag.2021.016
  24. Lillich, L., Schweizer, G., & Nießner, M. (2023). Searching For The Effects Of Momentum In Beach Volleyball: An Empirical Comparison Of Different Models. Zeitschrift Fur Sportpsychologie, 30(2), 64–74. Https://Doi.Org/10.1026/1612-5010/A000393
  25. Link, D., & Wenninger, S. (2019). Performance Streaks In Elite Beach Volleyball - Does Failure In One Sideout Affect Attacking In The Next? Frontiers In Psychology, 10(APR), Article 919. Https://Doi.Org/10.3389/Fpsyg.2019.00919
  26. Lupo, C., Ungureanu, A. N., & Brustio, P. R. (2020). Session-Rpe Is A Valuable Internal Load Evaluation Method In Beach Volleyball For Both Genders, Elite And Amateur Players, Conditioning And Technical Sessions, But Limited For Tactical Training And Games. Kinesiology, 52(1), 30–38. Https://Doi.Org/10.26582/K.52.1.4
  27. Maemichi, T., Ichikawa, S., & Kumai, T. (2024). Effect Of Training In A Sandy Environment On Foot Morphology And Function. Journal Of Bodywork And Movement Therapies, 40, 1657–1663. Https://Doi.Org/10.1016/J.Jbmt.2024.09.001
  28. Magnaguagno, L., & Beck, D. (2025). Decision-Making Process In Game Sports: What Do Top-Level Players Think Of Current Research? Frontiers In Sports And Active Living, 7, Article 1653834. Https://Doi.Org/10.3389/Fspor.2025.1653834
  29. Marzano-Felisatti, J. M., Martínez-Gallego, R., Pino-Ortega, J., García-De-Alcaraz, A., Priego-Quesada, J. I., & Guzmán Luján, J. F. (2024). Analysing Physical Performance Indicators Measured With Electronic Performance Tracking Systems In Men’s Beach Volleyball Formative Stages. Sensors, 24(23), Article 7524. Https://Doi.Org/10.3390/S24237524
  30. Marzano-Felisatti, J. M., Pino-Ortega, J., García-De-Alcaraz, A., Portillo, J., Guzmán-Luján, J. F., & Priego-Quesada, J. I. (2025). Validation Of The WIMU PRO™ Device For Jump Detection In Beach Volleyball: A Gender-Based Analysis During Official Competitions. Journal Of Human Kinetics, 98, 183–193. Https://Doi.Org/10.5114/Jhk/196549
  31. Muniz-Santos, R., Bachini, F., Bassini, A., Alexandre, P. C. B., Jurisica, I., Chandran, V., & Cameron, L. C. (2025). The Influence Of Competition Day Loads On The Metabolic And Immune Response Of Olympic Female Beach Volleyball Athletes: A Sportomics Analysis. Nutrients, 17(11), Article 1924. Https://Doi.Org/10.3390/Nu17111924
  32. Nakamura, F. Y., Torres, V. B. C., Da Silva, L. S., Gantois, P., Andrade, A. D., Ribeiro, A. L. B., Brasileiro-Santos, M. D. S., & Batista, G. R. (2022). Monitoring Heart Rate Variability And Perceived Well-Being In Brazilian Elite Beach Volleyball Players: A Single-Tournament Pilot Study. Journal Of Strength And Conditioning Research, 36(6), 1708–1714. Https://Doi.Org/10.1519/JSC.0000000000003654
  33. Niering, M., Engel, N., Beurskens, R., & Seifert, J. (2026). Prevalence Of Depression And Anxiety Symptoms Among Elite Female Beach Volleyball Players In The FIVB Top 200. Discover Mental Health, 6(1), Article 17. Https://Doi.Org/10.1007/S44192-026-00378-8
  34. Noël, B., Hüttermann, S., Van Der Kamp, J., & Memmert, D. (2016). Courting On The Beach: How Team Position Implicitly Influences Decision-Making In Beach Volleyball Serves. Journal Of Cognitive Psychology, 28(7), 868–876. Https://Doi.Org/10.1080/20445911.2016.1194847
  35. Nunes, R. F. H., Carvalho, R. R., Palermo, L., Souza, M. R., Char, M., & Nakamura, F. Y. (2020). Match Analysis And Heart Rate Of Top-Level Female Beach Volleyball Players During International And National Competitions. Journal Of Sports Medicine And Physical Fitness, 60(2), 189–197. Https://Doi.Org/10.23736/S0022-4707.19.10042-4
  36. Oliveira, W. K., De Jesus, K., Andrade, A. D., Nakamura, F. Y., Assumpção, C. O., & Medeiros, A. I. (2018). Monitoring Training Load In Beach Volleyball Players: A Case Study With An Olympic Team. Motriz. Revista De Educacao Fisica, 24(1), Article E1018155. Https://Doi.Org/10.1590/S1980-6574201800010004
  37. Rabelo, I. S. R., Da Costa, Y. P., De Freitas C.G., Jr, Batista, G. R., Uchoa, A., Lopes, C., & Joãoa, P. V. (2025). Training Loads During Training Camps Of The Brazilian Women’s U 19 Beach Volleyball Team. Revista Brasileira De Ciencias Do Esporte, 47, Article E20240014. Https://Doi.Org/10.1590/Rbce.47.E20240014
  38. Raudsepp, L., & Kais, K. (2002). The Relationship Between State Anxiety And Performance In Beach Volleyball Players. Journal Of Human Movement Studies, 43(5), 403–416.
  39. Raudsepp, L., Rikberg, A., & Kais, K. (2008). Affect And Performance Of An Expert Beach Volleyball Player According To An Idiosyncratic Probabilistic Method. Gazzetta Medica Italiana Archivio Per Le Scienze Mediche, 167(5), 213–220.
  40. Ribeiro, J., Silva Dias, T., Dias, C., & Fonseca, A. M. (2025). Mental Imagery Use: The Perspective Of National Team Coaches In The U-19 Beach Volleyball World Championship. Sports Coaching Review, 14(2), 199–219. Https://Doi.Org/10.1080/21640629.2022.2078558
  41. Rikberg, A., Raudsepp, L., & Kais, K. (2011). Congruence Of Actual And Retrospective Reports Of Precompetition Affect And Anxiety For Young Volleyball Players. Perceptual And Motor Skills, 112(1), 44–54. Https://Doi.Org/10.2466/05.20.PMS.112.1.44-54
  42. Schläppi-Lienhard, O., & Hossner, E.-J. (2015). Decision Making In Beach Volleyball Defense: Crucial Factors Derived From Interviews With Top-Level Experts. Psychology Of Sport And Exercise, 16(P1), 60–73. Https://Doi.Org/10.1016/J.Psychsport.2014.07.005
  43. Silva, K. F., Da Silva, J. C. G., Torres, V. B. C., Waske, R., & Batista, G. R. (2025). Monitoring Psychophysiological And Neuromuscular Parameters In Beach Volleyball High-Performance Athletes. Revista Brasileira De Ciencias Do Esporte, 47, 1–9. Https://Doi.Org/10.1590/RBCE.47.E20230101
  44. Stefanello, J. M. F. (2007). Regulation Of Activation Levels In High Performance Beach Volleyball: A Case Study With Olympic Champions. Revista Brasileira De Cineantropometria E Desempenho Humano, 9(4), 372–379.
  45. Tertipi, N., Sfyri, E., Kefala, V., & Rallis, E. (2024). Prevalence Of Sunscreen Use And Sunburn In Greek Athletes: A Cross-Sectional Study. Journal Of Sports Medicine And Physical Fitness, 64(5), 496–503. Https://Doi.Org/10.23736/S0022-4707.23.15559-9
  46. Vanessa Wergin, V., Beckmann, J., Kouba, J. A., & Haehl, W. (2026). Dealing With Failure In Junior Elite Beach Volleyball Teams: Why Trying To Help Can Make Things Worse. Psychology Of Sport And Exercise, 85, Article 103144. Https://Doi.Org/10.1016/J.Psychsport.2026.103144
  47. Wenninger, S., Link, D., & Lames, M. (2019). Data Mining In Elite Beach Volleyball-Detecting Tactical Patterns Using Market Basket Analysis. International Journal Of Computer Science In Sport, 18(2), 1–19. Https://Doi.Org/10.2478/Ijcss-2019-0010
  48. Wenninger, S., Link, D., & Lames, M. (2020). Performance Of Machine Learning Models In Application To Beach Volleyball Data. International Journal Of Computer Science In Sport, 19(1), 24–36. Https://Doi.Org/10.2478/Ijcss-2020-0002
  49. Wergin, V. V., Beckmann, J., Gröpel, P., & Mesagno, C. (2020). Investigating Cumulative Effects Of Preperformance Routine Interventions In Beach Volleyball Serving. Plos ONE, 15(1), Article E0228012. Https://Doi.Org/10.1371/Journal.Pone.0228012
  50. Yago, C., Bianca L.-D.-S., Bianca, M., Soares-Silva, & Gilmário, E. B. (2024). Analyzing The Psychological Variables Linked To Performance In Beach Volleyball: An Integrative Review And Practical Recommendations. Cuadernos De Psicologia Del Deporte, 24(1), 33–59. Https://Doi.Org/10.6018/Cpd.582951