Exploring a Mental Fatigue Signal Hidden in GPS Data: Acute Pre-to-Post-Match Psychomotor Performance and Exploratory Associations with External Load in Professional Soccer
This study examined acute pre- to post-match changes in perceived mental fatigue, subjective workload, and psychomotor performance in professional male soccer players, and whether cognitive changes were associated with GPS-derived external-load metrics, match outcome, and playing position. The dataset comprised 101 player–match measurements from 40 elite players, with paired pre–post psychomotor assessments yielding n = 202 total measurements. Pre–post comparisons were analysed using repeated-measures ANOVA, supplemented by linear mixed-effects models with a random intercept for player. Soccer matches produced large increases in perceived exertion, mental fatigue, mental demand, physical demand, and effort (all p < 0.001), and significant deteriorations in reaction time, accuracy, processing speed, and response variability (all p ≤ 0.005), confirmed in the mixed-effects analyses (all p ≤ 0.014). In the initial player–match-level analyses, high-intensity accelerations (>3 m·s−2) were weakly associated with greater Δreaction-time slowing (r = 0.203), increased response variability (r = 0.276), and reduced Rate Correct Score (r = −0.242), while high metabolic load distance was weakly associated with post-match perceived mental fatigue but not with psychomotor-performance changes. One-way ANOVAs indicated greater post-match psychomotor decrements following losses than draws. Once within-player dependence was modelled, the effects of match outcome, playing position, and most external-load metrics were attenuated, except for a residual match-outcome effect on accuracy and a high-intensity deceleration effect on accuracy. These findings indicate that competitive soccer match play is followed by acute psychomotor-performance decrements and increased perceived mental fatigue, whereas the contributions of mechanical load, match outcome, and playing position appear modest and partly reflect stable between-player differences.
Authors
- L. Salazar (ORCID: https://orcid.org/0000-0003-2665-2675)
- Walter Staiano (ORCID: https://orcid.org/0000-0002-1269-0016)
- Yiannis Michailidis (ORCID: https://orcid.org/0000-0002-9738-7373)
- Thomas I. METAXAS (ORCID: https://orcid.org/0000-0003-1438-5741)
- Ana Ferri-Caruana (ORCID: https://orcid.org/0000-0001-7793-1282)
- Nikolaos Tsigilis (ORCID: https://orcid.org/0000-0002-2388-959X)
- Marco Romagnoli (ORCID: https://orcid.org/0009-0000-0418-3543)
- Andreas Fousekis (ORCID: https://orcid.org/0000-0002-6878-3182)
- Konstantinos Chatzinikolaou (ORCID: https://orcid.org/0000-0003-0312-3471)
- Lazaros Vardakis (ORCID: https://orcid.org/0000-0002-0850-7354)
- Mert Isbilir
- Athanasios Mandroukas (ORCID: https://orcid.org/0000-0001-6600-2656)
- Andreas Stafylidis (ORCID: https://orcid.org/0000-0002-2120-0808)
Institutions
- Democritus University of Thrace (GR)
- Universitat de València (ES)
- Aristotle University of Thessaloniki (GR)
- Universidad Internacional SEK (EC)
Publication Details
- Journal
- Sports
- Published
- 2026-06-24
- DOI
- https://doi.org/10.3390/sports14070261
- Primary Topic
- Sports Performance and Training
- Type
- article
- Field-Weighted Citation Impact
- 0.00