On the relationship between external and internal load variables in elite youth soccer players

N Nils Haller T Thomas Stanin T Tilmann Strepp J Julia Blumkaitis M Manfred Düring T Thomas Mroz W Wolfgang Trutschnig T Thomas Leonhard Stöggl

Abstract

Abstract The study investigated the relationship between external and internal training load measures in 25 male elite youth soccer players (age: 16.6 ± 0.9 years, VO 2max : 59 ± 4 ml/min/kg) over 3 months. External load (i.e., total distance, high metabolic power distance, high-speed running) was quantified using a local positioning system and related to subjective (RPE, sleep quality, drive (energy level)), biochemical (creatine kinase (CK), lactate dehydrogenase (LDH), C-reactive protein (CRP), urea, cortisol, transferrin), and neuromuscular (CMJ) markers. Single day workload (1DL), exponential 7-day workload (7DL), and the acute: chronic workload ratio (ACWR) were calculated. 1DL parameters were correlated (Spearman’s rho) with RPE (range r  = 0.24 to 0.43, p  < 0.01) and 1DL distance was negatively related to drive ( r  = − 0.28, p  < 0.001). LDH correlated positively with training load across all calculation methods (up to r  = 0.27, p  < 0.01). CK exhibited positive correlations to ACWR training load ( r  = 0.23 to 0.27, p  < 0.05), while transferrin (ACWR) and CRP (1DL) showed negative associations to training load ( r  = − 0.21 to − 0.28, p  < 0.05). CMJ eccentric mean force was negatively correlated with all ACWR training load variables ( r  = − 0.22 to − 0.25, p  < 0.01). In summary, subjective measures showed stronger and more consistent associations with training load than biomarkers or neuromuscular testing. Practitioners may confidently use well-structured questionnaires for load monitoring in elite youth soccer.

Article Details

Volume / Issue Vol. 16, Issue 1
Published January 22, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (8)

N

Nils Haller

T

Thomas Stanin

T

Tilmann Strepp

J

Julia Blumkaitis

M

Manfred Düring

T

Thomas Mroz

W

Wolfgang Trutschnig

T

Thomas Leonhard Stöggl