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Systematic Review

The Role of Veracity on the Load Monitoring of Professional Soccer Players: A Systematic Review in the Face of the Big Data Era

by
João Gustavo Claudino
1,2,*,
Carlos Alberto Cardoso Filho
1,
Daniel Boullosa
3,4,5,
Adriano Lima-Alves
6,
Gustavo Rejano Carrion
1,
Rodrigo Luiz da Silva GianonI
2,
Rodrigo dos Santos Guimarães
7,8,
Fúlvio Martins Ventura
9,
André Luiz Costa Araujo
10,
Sebastián Del Rosso
11,
José Afonso
12 and
Julio Cerca Serrão
1
1
Laboratory of Biomechanics, School of Physical Education and Sport, Campus São Paulo, Universidade de São Paulo, São Paulo 05508-030, State of São Paulo, Brazil
2
Research and Development Department, LOAD CONTROL, Contagem 32280-440, Minas Gerais, Brazil
3
College of Healthcare Sciences, Campus Townsville, James Cook University, Townsville 4811, Australia
4
INISA, Graduate Program of Movement Sciences, Campus Campo Grande, Federal University of Mato Grosso do Sul, Campo Grande 79070-900, Mato Grosso do Sul, Brazil
5
Research and Development Department, iLOAD Solutions, Campo Grande 79118-280, Mato Grosso do Sul, Brazil
6
Department of Physiology, Fortaleza Esporte Clube, Fortaleza 60510-290, Ceará, Brazil
7
Department of Physiology, América Futebol Clube, Contagem 32180-060, Minas Gerais, Brazil
8
Program de Doctorado en Ciencias del Deporte, Facultad de Ciencias del Deporte, Universidad de Extremadura, 10071 Cáceres, Spain
9
Department of Performance, Guarani Futebol Clube, Campinas 13100-200, State of São Paulo, Brazil
10
Health and Performance Department, GoiásEsporte Clube, Goiânia 74343-010, Goiás, Brazil
11
Centro de Investigaciones en Nutrición Humana, Escuela de Nutrición, Facultad de CienciasMédicas, Campus Córdoba, Universidad Nacional de Córdoba, Córdoba 5000, Argentina
12
Centre for Research, Education, Innovation and Intervention in Sport, Faculty of Sport, Campus Porto, University of Porto, 4099-002 Porto, Portugal
 
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*
Author to whom correspondence should be addressed.
Appl. Sci. 2021, 11(14), 6479; https://doi.org/10.3390/app11146479
Submission received: 24 May 2021 / Revised: 7 July 2021 / Accepted: 9 July 2021 / Published: 14 July 2021
(This article belongs to the Special Issue Big Data: Advanced Methods, Interdisciplinary Study and Applications)
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Abstract

Big Data has real value when the veracity of the collected data has been previously identified. However, data veracity for load monitoring in professional soccer players has not been analyzed yet. This systematic review aims to evaluate the current evidence from the scientific literature related to data veracity for load monitoring in professional soccer. Systematic searches through the PubMed, Scopus, and Web of Science databases were conducted for reports onthe data veracity of diverse load monitoring tools and the associated parameters used in professional soccer. Ninety-four studies were finally included in the review, with 39 different tools used and 578 associated parameters identified. The pooled sample consisted of 2066 footballers (95% male: 24 ± 3 years and 5% female: 24 ± 1 years). Seventy-three percent of these studies did not report veracity metrics for anyof the parameters from these tools. Thus, data veracity was found for 54% of tools and 23% of parameters. The current information will assist in the selection of the most appropriate tools and parameters to be used for load monitoring with traditional and Big Data approaches while identifying those still requiring the analysis of their veracity metrics or their improvement to acceptable veracity levels.
Keywords: data analytics; fitness; illness; injury; performance; recovery data analytics; fitness; illness; injury; performance; recovery

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MDPI and ACS Style

Claudino, J.G.; Cardoso Filho, C.A.; Boullosa, D.; Lima-Alves, A.; Carrion, G.R.; GianonI, R.L.d.S.; Guimarães, R.d.S.; Ventura, F.M.; Araujo, A.L.C.; Del Rosso, S.; et al. The Role of Veracity on the Load Monitoring of Professional Soccer Players: A Systematic Review in the Face of the Big Data Era. Appl. Sci. 2021, 11, 6479. https://doi.org/10.3390/app11146479

AMA Style

Claudino JG, Cardoso Filho CA, Boullosa D, Lima-Alves A, Carrion GR, GianonI RLdS, Guimarães RdS, Ventura FM, Araujo ALC, Del Rosso S, et al. The Role of Veracity on the Load Monitoring of Professional Soccer Players: A Systematic Review in the Face of the Big Data Era. Applied Sciences. 2021; 11(14):6479. https://doi.org/10.3390/app11146479

Chicago/Turabian Style

Claudino, João Gustavo, Carlos Alberto Cardoso Filho, Daniel Boullosa, Adriano Lima-Alves, Gustavo Rejano Carrion, Rodrigo Luiz da Silva GianonI, Rodrigo dos Santos Guimarães, Fúlvio Martins Ventura, André Luiz Costa Araujo, Sebastián Del Rosso, and et al. 2021. "The Role of Veracity on the Load Monitoring of Professional Soccer Players: A Systematic Review in the Face of the Big Data Era" Applied Sciences 11, no. 14: 6479. https://doi.org/10.3390/app11146479

APA Style

Claudino, J. G., Cardoso Filho, C. A., Boullosa, D., Lima-Alves, A., Carrion, G. R., GianonI, R. L. d. S., Guimarães, R. d. S., Ventura, F. M., Araujo, A. L. C., Del Rosso, S., Afonso, J., & Serrão, J. C. (2021). The Role of Veracity on the Load Monitoring of Professional Soccer Players: A Systematic Review in the Face of the Big Data Era. Applied Sciences, 11(14), 6479. https://doi.org/10.3390/app11146479

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