Objectives: This study aimed to analyze review articles on soccer performance analysis (PA) using a bibliometric approach to address three main research questions: (a) How has the publication of review articles related to soccer PA evolved over time? (b) Which authors and journals have been the most influential in this field and what are the collaboration networks between them? (c) What are the dominant topics, methodological issues, and gaps in the relevant literature? Methods: A systematic search was conducted in the Scopus database on 24 January 2025, using a comprehensive Boolean expression to identify relevant review articles. The extracted data were analyzed using VOSviewer (1.6.20.0). We employed bibliometric performance analysis, science mapping, and clustering techniques including co-authorship, co-occurrence, bibliographic coupling, and co-citation analyses. Results: The study included 314 review articles, demonstrating an exponential increase in publications since 2017. The most influential journal was Sports Medicine, while the leading authors included F. M. Clemente and H. Sarmento. Co-occurrence analysis revealed five thematic clusters covering physical performance, nutrition, coaching strategies, tactical analysis, and emerging data-driven approaches. Notably, significant gaps in the literature were identified in the areas of set pieces, key performance indicators, and contextual variables. Conclusions: This bibliometric analysis, creating a comprehensive map of the review articles on soccer PA, highlights the diverse and interdisciplinary nature of soccer PA research, identifies gaps in the literature, and offers practical considerations for researchers and journal editors aiming to advance the field of soccer PA.
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