Analysis of the influence of opposition level on intensity and contextual variables related to soccer outcomes: a one-year observational study

Authors

  • Leandro Lima e Silva Exercise and Sport Laboratory (LABEES), State University of Rio de Janeiro (UERJ), Rio de Janeiro, Brazil.
  • Rodrigo Gomes de Souza Vale State University of Rio de Janeiro
  • Yuri Rolim Lopes Silva
  • Juliano Spineti dos Santos Fluminense Football Club
  • Eduardo Borba Neves Graduate Program in Biomedical Engineering, Federal Technological University of Paraná
  • Vicente Pinheiro Lima State University of Rio de Janeiro
  • Luciano Valente dos Santos Federal University of Rio de Janeiro
  • Gustavo Casimiro Lopes State University of Rio de Janeiro
  • Renato Tavares Fonseca Prev Sport
  • Rodolfo de Alkmim Moreira Nunes State University of Rio de Janeiro

DOI:

https://doi.org/10.47197/retos.v74.116096

Keywords:

opposition, Football, contextual factor, Global Positioning System, physical performance

Abstract

Introduction and Objective. To analyze the influence of contextual factors, focusing on opposition level, on the physical performance of an elite Brazilian team over one year.

Methodology. A total of 54 matches involving 38 players from an elite Brazilian team were analyzed, resulting in 786 performance records collected via GPS during national and international competitions. Fourteen intensity variables and twelve contextual variables were considered. Spearman’s correlations were used to examine the associations between intensity variables and performance, controlling for opposition level.

Results. The goal difference was positively correlated with intensity in center-backs (ρ = 0.721, p < 0.001), full-backs (ρ = 0.638, p < 0.001), and midfielders (ρ = 0.863, p < 0.001). The total intensity of forwards was correlated with that of full-backs (ρ = 0.500, p < 0.001) and total distance covered (ρ = 0.605, p < 0.001). Mechanical load (PlayerLoad) was correlated with center-back intensity (ρ = 0.619, p < 0.001) and high-intensity distance (ρ = 0.921, p < 0.001). Sprint distance was correlated with total intensity (ρ = 0.591, p < 0.001).

Conclusions. Opposition level was associated with the team's physical demands, requiring greater defensive intensity against strong opponents and yielding better goal difference performance against moderate-level opponents.

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Published

08-11-2025

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Section

Original Research Article

How to Cite

Lima e Silva, L., Gomes de Souza Vale, R., Lopes Silva, Y. R., Spineti dos Santos, J., Borba Neves, E., Pinheiro Lima, V., Valente dos Santos, L., Casimiro Lopes, G., Tavares Fonseca, R., & Moreira Nunes, R. de A. (2025). Analysis of the influence of opposition level on intensity and contextual variables related to soccer outcomes: a one-year observational study. Retos, 74, 109-123. https://doi.org/10.47197/retos.v74.116096