Use of multivariate statistics to analyze performance in Futsal competitions: a systematic review

Authors

DOI:

https://doi.org/10.47197/retos.v66.112361

Keywords:

Futsal, multivariate statistics, performance analysis, systematic review

Abstract

Introduction: Statistical analysis in sports has evolved toward multivariate techniques (MV) to explore complex relationships between variables and improve the understanding of performance. In futsal, although studies on physical and tactical aspects exist, the use of MV and the quality of such studies have not been analyzed. This study proposes a systematic review to identify and evaluate the use of MV in futsal competitions, offering improvements for performance analysis.Objective: The objective of this study was to collect, analyze, synthesize, and evaluate scientific literature that uses multivariate statistics in the analysis of futsal competitions.Methodology: A search strategy was conducted following PRISMA guidelines, using the Cochrane Consumers and Communication Review Group data extraction protocol and specific guidelines for reviews in Sports Science. A total of 27 studies were included in the qualitative synthesis.

Results: The results of this qualitative synthesis were organized into a) substantive aspects, b) methodological aspects, and c) study quality. The most significant findings showed that 55.6% of the studies analyzed technical-tactical aspects, 33.3% physical aspects, and 11.1% psychological aspects. Additionally, 14.8% were published in SJR-indexed journals and 85.2% in JCR-indexed journals, of which 74.1% were in Q1 and Q2 quartile journals.

Discussion: The discussion highlighted advances and limitations in the use of multivariate statistics in futsal, emphasizing the need for greater rigor and methodological standardization to optimize future studies on sports performance.

Conclusions: This review identified the use of multivariate methods in the analysis of futsal competitions and compared them with the available scientific information and recommendations. Thus, this review offered points for improvement in the use of multivariate statistics for performance analysis in sports.

References

Agras, H., Ferragut, C., & Abraldes, J. A. (2016). Match analysis in futsal: A systematic review. International Journal of Performance Analysis in Sport, 16(2), 652–686. https://doi.org/10.1080/24748668.2016.11868915

Alberto Casal-Sanjurjo, C., Angel Andujar, M., Arda, A., Maneiro, R., Rial, A., & Luis Losada, J. (2021). Multivariate analysis of defensive phase in football: Identification of successful behavior patterns of 2014 Brazil FIFA World Cup. Journal Of Human Sport And Exercise, 16(3), 503–516. https://doi.org/10.14198/jhse.2021.163.03

Almeida, J., Sarmento, H., Kelly, S., & Travassos, B. (2019). Coach decision-making in Futsal: From preparation to competition. International Journal of Performance Analysis in Sport, 19(5), 711–723. https://doi.org/10.1080/24748668.2019.1648717

Amatria, M., Álvarez, J., Ramírez, J., & Murillo, V. (2021). Identification of the Patterns Produced in the Offensive Sequences That End in a Goal in European Futsal. Frontiers in Psychology, 12. https://doi.org/10.3389/fpsyg.2021.578332

Anıl Duman, E., Sennaroğlu, B., & Tuzkaya, G. (2024). A cluster analysis of basketball players for each of the five traditionally defined positions. Journal of Sports Engineering and Technology, 238(1), 55–75. https://doi.org/10.1177/17543371211062064

Beato, M., Coratella, G., & Schena, F. (2016). Brief review of the state of art in futsal. The Journal of Sports Medicine and Physical Fitness, 56(4), 428–432.

Biddle, S. J. H., Markland, D., Gilbourne, D., Chatzisarantis, N. L. D., & Sparkes, A. C. (2001). Research methods in sport and exercise psychology: Quantitative and qualitative issues. Journal of Sports Sciences, 19(10), 777–809. https://doi.org/10.1080/026404101317015438

Carneiro, M. de L., Reis, M. A. M. D., Petiot, G. H., & Silva, T. C. de A. (2021). Analysis of patterns of ball recovery in youth futsal. Human Movement, 22(3), 84–91. https://doi.org/10.5114/hm.2021.100327

Cid, F. M. (2016). Estadística avanzada para Educación Física: Diseño de experimentos y estadística multivariante. Editorial Académica Española.

Clemente, F. M., Couceiro, M. S., Martins, F. M. L., & Mendes, R. S. (2014). Using network metrics to investigate football team players’ connections: A pilot study. Motriz: Revista de Educação Física, 20, 262–271. https://doi.org/10.1590/S1980-65742014000300004

Corrêa, U. C., de Pinho, S. T., da Silva, S. L., Clavijo, F. A. R., Souza, T. de O., & Tani, G. (2016). Revealing the decision-making of dribbling in the sport of futsal. Journal of Sports Sciences, 34(24), 2321–2328. https://doi.org/10.1080/02640414.2016.1232488

Denardi, R. A., Romero Clavijo, F. A., Costa de Oliveira, T. A., Travassos, B., Tani, G., & Correa, U. C. (2017). The volleyball setter’s decision-making on attacking. International Journal Of Performance Analysis In Sport, 17(4), 442–457. https://doi.org/10.1080/24748668.2017.1350450

Downs, S. H., & Black, N. (1998). The feasibility of creating a checklist for the assessment of the methodological quality both of randomised and non-randomised studies of health care interventions. Journal of Epidemiology & Community Health, 52(6), 377–384. https://doi.org/10.1136/jech.52.6.377

Gómez, M. A., Méndez, C., Indaburu, A., & Travassos, B. (2019). Goal effectiveness after players’ dismissals in professional futsal teams. Journal of Sports Sciences, 37(8), 857–863. https://doi.org/10.1080/02640414.2018.1531498

Gómez, M.-Á., Moral, J., & Lago-Peñas, C. (2015). Multivariate analysis of ball possessions effectiveness in elite futsal. Journal of Sports Sciences, 33(20), 2173–2181. https://doi.org/10.1080/02640414.2015.1075168

Gomez, M.-A., Moral, J., & Lago-Penas, C. (2015). Multivariate analysis of ball possessions effectiveness in elite futsal. Journal Of Sports Sciences, 33(20), 2173–2181. https://doi.org/10.1080/02640414.2015.1075168

Gómez-Campos, R., Vidal-Espinoza, R., Muñoz-Muñoz, F., Vasquez, F. A., Portugal, M. R., Alul, L. U., Mendez-Cornejo, J., & Bolaños, M. C. (2023). Systematic review of the anthropometric profile of female futsal players 2010-2020. European Journal of Translational Myology, 33(1), 10986. https://doi.org/10.4081/ejtm.2023.10986

Hair, J., Anderson, R., Babin, B., & Black, W. (2013). Multivariate Data Analysis. Pearson Deutschland. https://elibrary.pearson.de/book/99.150005/9781292035116

Koehn, S., Pearce, A. J., & Morris, T. (2013). The Integrated Model of Sport Confidence: A Canonical Correlation and Mediational Analysis. https://doi.org/10.1123/jsep.35.6.644

Koo, D. H., Panday, S. B., Xu, D. Y., Lee, C. Y., & Kim, H. Y. (2016). Logistic Regression of Wins and Losses in Asia League Ice Hockey in the 2014-2015 Season. International Journal of Performance Analysis in Sport, 16(3), 871–880. https://doi.org/10.1080/24748668.2016.11868935

Lapresa, D., Álvarez, L., Arana, J., Garzón, B., & Caballero, V. (2013). Observational analysis of the offensive sequences that ended in a shot by the winning team of the 2010 UEFA Futsal Championship. Journal of Sports Sciences, 31(15), 1731–1739. https://doi.org/10.1080/02640414.2013.803584

Lapresa, D., Camerino, O., Cabedo, J., Anguera, M. T., Jonsson, G. K., & Arana, J. (2015). Degradación de T-patterns en estudios observacionales: Un estudio sobre la eficacia en el ataque de fútbol sala. Cuadernos de Psicología del Deporte, 15(1), Article 1.

Leonardi, T. J., Kunrath, C. A., Silva, I. F. da, Rucco, G. da S., Aires, H., Berger, A. G., & Cardoso, M. F. da S. (2022). El efecto de la edad relativa en la selección de jóvenes atletas y el rendimiento de los equipos brasileños de fútbol sala. Cuadernos de Psicología Del Deporte, 22(3), Article 3. https://doi.org/10.6018/cpd.482241

López, C. P. (2004). Técnicas de analisís multivariante de datos. Pearson Educación.

Lord, F., Pyne, D. B., Welvaert, M., & Mara, J. K. (2020). Methods of performance analysis in team invasion sports: A systematic review. Journal of Sports Sciences, 38(20), 2338–2349. https://doi.org/10.1080/02640414.2020.1785185

Mardia, K. V., Kent, J. T., & Taylor, C. C. (2024). Multivariate Analysis. John Wiley & Sons.

Méndez, C., Gómez, M. A., Rúiz, L. M., & Travassos, B. (2019). Goalkeeper as an outfield player: Shooting chances at critical moments in elite futsal. International Journal of Performance Analysis in Sport, 19(2), 179–191. https://doi.org/10.1080/24748668.2019.1581967

Méndez, C., Gonçalves, B., Santos, J., Ribeiro, J. N., & Travassos, B. (2019). Attacking Profiles of the Best Ranked Teams From Elite Futsal Leagues. Frontiers in Psychology, 10, 1370. https://doi.org/10.3389/fpsyg.2019.01370

Méndez-Domínguez, C., Gómez-Ruano, M. A., Rúiz-Pérez, L. M., & Travassos, B. (2019). Goals scored and received in 5vs4 GK game strategy are constrained by critical moment and situational variables in elite futsal. Journal of Sports Sciences, 37(21), 2443–2451. https://doi.org/10.1080/02640414.2019.1640567

Méndez-Domínguez, C., Bores-García, D., Ruiz-Barquín, R., Gómez-Ruano, M., & Ruiz-Pérez, L. M. (2021). Condicionantes situacionales y del juego en goles marcados con portero-jugador de futsal. Apunts Educación Física y Deportes, 37(143), 33-43. https://doi.org/10.5672/apunts.2014-0983.es.(2021/1).143.05

Milanez, V. F., Ramos, S. P., Okuno, N. M., Boullosa, D. A., & Nakamura, F. Y. (2014). Evidence of a Non-Linear Dose-Response Relationship between Training Load and Stress Markers in Elite Female Futsal Players. Journal of Sports Science & Medicine, 13(1), 22–29.

Moore, R., Bullough, S., Goldsmith, S., & Edmondson, L. (2014). A Systematic Review of Futsal Literature. American Journal of Sports Science and Medicine, 2(3), Article 3. https://doi.org/10.12691/ajssm-2-3-8

Müller, C., Willberg, C., Reichert, L., & Zentgraf, K. (2022). External Load Analysis in Beach Handball Using a Local Positioning System and Inertial Measurement Units. Sensors, 22(8), Article 8. https://doi.org/10.3390/s22083011

Nosek, P., Andrew, M., Sormaz, M., Drust, B., & Brownlee, T. E. (2023). The Use of Principal Component Analysis for Reduction of Training Load Data in Professional Soccer. Kinesiology, 55(2), 202–212.

O’donoghue, P., Ball, D., Eustace, J., Mcfarlan, B., & Nisotaki, M. (2016). Predictive models of the 2015 Rugby World Cup: Accuracy and application. International Journal of Computer Science in Sport, 15(1), 37–58. https://doi.org/10.1515/ijcss-2016-0003

Oliva-Lozano, J. M., Muyor, J. M., Puche Ortuño, D., Rico-González, M., & Pino-Ortega, J. (2023). 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

Oliveira, J. P., Sampaio, T., Marinho, D. A., Barbosa, T. M., & Morais, J. E. (2024). Exploring Injury Prevention Strategies for Futsal Players: A Systematic Review. Healthcare, 12(14), Article 14. https://doi.org/10.3390/healthcare12141387

Oliveira, P., Manuel Clemente, F., & M. L. Martins, F. (2016). Identifying the centrality levels of futsal players: A network approach. Journal of Physical Education and Sport, 16(1), 8–12. https://doi.org/10.7752/jpes.2016.01002

Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ, 372, n71. https://doi.org/10.1136/bmj.n71

Panoutsakopoulos, V., Kotzamanidou, M. C., Giannakos, A. K., & Kollias, I. A. (2022). Relationship of Vertical Jump Performance and Ankle Joint Range of Motion: Effect of Knee Joint Angle and Handedness in Young Adult Handball Players. Sports, 10(6), Article 6. https://doi.org/10.3390/sports10060086

Passos, P., Milho, J., Fonseca, S., Borges, J., Araújo, D., & Davids, K. (2011). Interpersonal Distance Regulates Functional Grouping Tendencies of Agents in Team Sports. Journal of Motor Behavior, 43(2), 155–163. https://doi.org/10.1080/00222895.2011.552078

Pic, M. (2018). Performance and Home Advantage in Handball. Journal of Human Kinetics, 63, 61–71. https://doi.org/10.2478/hukin-2018-0007

Pizarro, D., Práxedes, A., Travassos, B., & Moreno, A. (2020). Development of Defensive Actions in Small-Sided and Conditioned Games With Offensive Purposes in Futsal. Frontiers in Psychology, 11. https://doi.org/10.3389/fpsyg.2020.591572

Preciado, M., Anguera, M. T., Olarte, M., & Lapresa, D. (2022). Systematic review in futsal: Impact on methodological quality. Proceedings from the 9th European Congress of Methodology, 1, 246–250. http://dx.doi.org/10.7203/PuV-oa-438-5

Rada, V. D. de. (2018). Técnicas multivariantes de Interdependencia. Ra-Ma Editorial.

Ribeiro, J. N., Gonçalves, B., Coutinho, D., Brito, J., Sampaio, J., & Travassos, B. (2020). Activity Profile and Physical Performance of Match Play in Elite Futsal Players. Frontiers in Psychology, 11. https://doi.org/10.3389/fpsyg.2020.01709

Ribeiro, J. N., Monteiro, D., Gonçalves, B., Brito, J., Sampaio, J., & Travassos, B. (2021). Variation in Physical Performance of Futsal Players During Congested Fixtures. https://doi.org/10.1123/ijspp.2020-0922

Rico González, M., Los Arcos Larumbe, A., Rojas Valverde, D., & Pino Ortega, J. (2021). A Principal Com-ponent Analysis in futsal according to game halves: A case study of an amateur futsal cup final. RICYDE. Revista Internacional de Ciencias Del Deporte, 17(63), 88–101.

Rico-Gonzalez, M., Pino-Ortega, J., Clemente, F. M., & Los Arcos, A. (2022). Guidelines for performing systematic reviews in sports science. Biology Of Sport, 39(2), 463–471. https://doi.org/10.5114/biolsport.2022.106386

Rico-González, M., Puche-Ortuño, D., Clemente, F. M., Aquino, R., & Pino-Ortega, J. (2022). The Most Demanding Exercise in Different Training Tasks in Professional Female Futsal: A Mid-Season Study through Principal Component Analysis. Healthcare, 10(5), Article 5. https://doi.org/10.3390/healthcare10050838

Rico-Lara, T., Mateo-Orcajada, A., Abenza-Cano, L., Esparza-Ros, F., & Vaquero-Cristóbal, R. (2023). Differences in Psychological Variables and the Performance of Female Futsal Players according to Playing Position, Match Result and Menstruation. International Journal of Environmental Research and Public Health, 20(8), Article 8. https://doi.org/10.3390/ijerph20085429

Rinaldo, M. A., de Souza, E. G., da Silva, K. A., Cardoso, P. C., Milanez, V. F., & de Paula Ramos, S. (2022). Contextual situations in competitions that influence well-being and recovery of Futsal athletes before home official matches. Apunts Sports Medicine, 57(214), 100385. https://doi.org/10.1016/j.apunsm.2022.100385

Rojas-Valverde, D., Pino-Ortega, J., Gomez-Carmona, C. D., & Rico-Gonzalez, M. (2020). A Systematic Review of Methods and Criteria Standard Proposal for the Use of Principal Component Analysis in Team’s Sports Science. International journal of environmental research and public health, 17(23), 8712. https://doi.org/10.3390/ijerph17238712

Ruiz-Pérez, I., López-Valenciano, A., Elvira, J. L., García-Gómez, A., De Ste Croix, M., & Ayala, F. (2021). Epidemiology of injuries in elite male and female futsal: A systematic review and meta-analysis. Science and Medicine in Football, 5(1), 59–71. https://doi.org/10.1080/24733938.2020.1789203

Santos, J., Mendez-Domínguez, C., Nunes, C., Gómez, M. A., & Travassos, B. (2020). Examining the key performance indicators of all-star players and winning teams in elite futsal. International Journal of Performance Analysis in Sport, 20(1), 78–89. https://doi.org/10.1080/24748668.2019.1705643

Sarmento, H., Bradley, P., Anguera, M. T., Polido, T., Resende, R., & Campaniço, J. (2016). Quantifying the offensive sequences that result in goals in elite futsal matches. Journal of Sports Sciences, 34(7), 621–629. https://doi.org/10.1080/02640414.2015.1066024

Soler-López, A., Gómez-Carmona, C. D., Moreno-Villanueva, A., Gutiérrez, A. M., & Pino-Ortega, J. (2024). Effects of Congested Matches and Training Schedules on Salivary Markers in Elite Futsal Players. Applied Sciences, 14(12), Article 12. https://doi.org/10.3390/app14124968

Spyrou, K., Freitas, T. T., Marín-Cascales, E., & Alcaraz, P. E. (2020). Physical and Physiological Match-Play Demands and Player Characteristics in Futsal: A Systematic Review. Frontiers in Psychology, 11. https://doi.org/10.3389/fpsyg.2020.569897

Spyrou, K., Ribeiro, J. N., Ferraz, A., Alcaraz, P. E., Freitas, T. T., & Travassos, B. (2023). Interpreting match performance in elite futsal: Considerations for normalizing variables using effective time. Frontiers in Sports and Active Living, 5. https://doi.org/10.3389/fspor.2023.1256424

Szwarc, A., & Oszmaniec, M. (2020). A model of the efficiency of goalkeepers’ actions in futsal. Human Movement, 21(4), 44–53. https://doi.org/10.5114/hm.2020.95990

Tabachnick, B. G., & Fidell, L. S. (2013). Using Multivariate Statistics. Pearson Education.

Travassos, B., Davids, K., Araújo, D., & Esteves, T. P. (2013). Performance analysis in team sports: Advances from an Ecological Dynamics approach. International Journal of Performance Analysis in Sport, 13(1), 83–95. https://doi.org/10.1080/24748668.2013.11868633

Tribolet, R., Sheehan, W. B., Novak, A. R., Rennie, M. J., Watsford, M. L., & Fransen, J. (2022). Match simulation practice may not represent competitive match play in professional Australian football. Journal of Sports Sciences, 40(4), 413–421. https://doi.org/10.1080/02640414.2021.1995245

Varley, M. C., Gabbett, T., & Aughey, R. J. (2014). Activity profiles of professional soccer, rugby league and Australian football match play. Journal of Sports Sciences, 32(20), 1858–1866. https://doi.org/10.1080/02640414.2013.823227

Vicente-Vila, P., & Lago-Peñas, C. (2016). The goalkeeper influence on ball possession effectiveness in futsal. Journal of Human Kinetics, 51, 217–224. https://doi.org/10.1515/hukin-2015-0185

Zhang, S., Lorenzo, A., Woods, C. T., Leicht, A. S., & Gomez, M.-A. (2019). Evolution of game-play characteristics within-season for the National Basketball Association. International Journal Of Sports Science & Coaching, 14(3), 355–362. https://doi.org/10.1177/1747954119847171

Published

2025-03-10

How to Cite

Villarejos García, D. H., Navarro Martínez, C., & Pino Ortega, J. (2025). Use of multivariate statistics to analyze performance in Futsal competitions: a systematic review. Retos, 66, 539–554. https://doi.org/10.47197/retos.v66.112361

Issue

Section

Theoretical systematic reviews and/or meta-analysis