ArticleProceedings of the National Academy of Sciences of the United States of America2025
Decoding the elite soccer player's psychological profile.
Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 11 papers, 1 of them a synthesis that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
11 citing papers in PubMed, 1 synthesis or guideline pooled it.
- A scoping review of empirical research on executive functions and game intelligence in soccer.Frontiers in psychology · 2025Pooled it
- Enhancing the response inhibition skill of soccer players with repeated tDCS: a randomized controlled ERP study.Frontiers in human neuroscience · 2026Trial
- Artificial Intelligence and Psychophysiological Monitoring for Integrated Performance Modeling in Elite Soccer: A Scoping Review of Applications, Evidence Gaps, and Translational Challenges.Sports (Basel, Switzerland) · 2026Review
- The Influence of Body Fat Percentage on Physiological Responses and Performance in Professional Soccer Players During a Soccer Game Simulation Protocol on a Treadmill.Sports (Basel, Switzerland) · 2026Article
- Prevalence and Levels of Symptoms of Anxiety, Depression and Suicidal Ideation Amongst Elite Male Soccer Players: An Age- and Education-Matched Controlled Study.International journal of environmental research and public health · 2026Article
- Revisiting the cognitive advantages of professional soccer players.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Reply to Fitzgerald et al.: Mischaracterizing our findings; the cognitive profile of elite footballers remains robust.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Review
- Psychological mechanism of character strengths and psychological stress affecting the athletic performance in swimmers.Scientific reports · 2025Article
- Why "decoding the elite soccer player's psychological profile" fails to score.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Reply to Musculus et al.: A case of offside in scientific discourse?Proceedings of the National Academy of Sciences of the United States of America · 2025Article
Corrections and comments
- Erratum issued
Authors and funding
8 authors.
Funding
Abstract
Soccer is arguably the most widely followed sport worldwide, and many dream of becoming soccer players. However, only a few manage to achieve this dream, which has cast a significant spotlight on elite soccer players who possess exceptional skills to rise above the rest. Originally, such attention was focused on their great physical abilities. However, recently, a new perspective has emerged, suggesting that being an elite soccer player requires a deep understanding of the game, rapid information processing, and decision-making. This growing attention has led to several studies suggesting higher executive functions in soccer players compared to the general population. Unfortunately, these studies often had small and nonelite samples, focusing mainly on executive functions alone without employing advanced machine learning techniques. In this study, we used artificial neural networks to comprehensively investigate the personality traits and cognitive abilities of a sample of 328 participants, including 204 elite soccer players from the top teams in Brazil and Sweden. Our findings indicate that elite soccer players demonstrate heightened planning and memory capacities, enhanced executive functions, especially cognitive flexibility, elevated levels of conscientiousness, extraversion, and openness to experience, coupled with reduced neuroticism and agreeableness. This research provides insights into the psychology of elite soccer players, holding significance for talent identification, development strategies in soccer, and understanding the psychological traits and cognitive abilities linked to success.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.