# Academic stress and mental fatigue predict subjective but not objective internal load in adolescent soccer players—a prospective cohort study

**Authors:** Rick Nijland, Tynke Toering, Andreas Ivarsson, Johan de Jong, Koen A. P. M. Lemmink

PMC · DOI: 10.3389/fpsyg.2026.1770781 · Frontiers in Psychology · 2026-03-17

## TL;DR

This study finds that academic stress and mental fatigue in young soccer players affect how hard they feel they're working during training, but not actual physical workload.

## Contribution

The study is the first to show that academic stress and mental fatigue predict subjective but not objective training load in adolescent athletes.

## Key findings

- Academic stress and mental fatigue were positively associated with rating of perceived exertion.
- Academic stress and mental fatigue did not predict heart-rate-derived training impulse after controlling for external load indicators.

## Abstract

Adolescent soccer players aspiring to reach the elite level are usually involved in a dual career. Moreover, they experience rapid physical and psychological development with unique social environments. Non-training stressors, such as educational responsibilities, can induce stress and mental fatigue, potentially negatively affecting training load. The relationship between non-training stressors and training load has received little investigation. Therefore, this study aimed to investigate the relationship between academic stress, mental fatigue and training load; specifically, the extent to which academic stress and mental fatigue predict internal load.

Using a prospective cohort study design, 35 players from an Under-16 and Under-18 youth academy team were monitored daily for half a season. Measures for mental fatigue, academic stress, external load and internal load were collected before, during or after on-field training sessions. Using multilevel modelling, academic stress, mental fatigue and external load indicators served as independent variables to predict the rating of perceived exertion and the heart-rate-derived training impulse (TRIMP).

Final multilevel models indicated that academic stress and mental fatigue were positively associated with rating of perceived exertion, but academic stress and mental fatigue did not predict TRIMP after controlling for external load indicators.

We conclude that academic stress and mental fatigue could lead to unwanted alterations in the rating of perceived exertion. Coaches should therefore remain alert to deviations from normal scores and relatively high levels of academic stress or mental fatigue. Given the multifaceted nature of non-training stressors, a holistic monitoring approach is recommended.

## Full-text entities

- **Diseases:** mental fatigue (MESH:D005222)

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC13035501/full.md

## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13035501/full.md

## References

59 references — full list in the complete paper: https://tomesphere.com/paper/PMC13035501/full.md

---
Source: https://tomesphere.com/paper/PMC13035501