SynthesisSports medicine (Auckland, N.Z.)2017
Relationships Between Training Load Indicators and Training Outcomes in Professional Soccer.
Synthesis in Sports medicine (Auckland, N.Z.), 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 70 papers, 7 of them syntheses 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
70 citing papers in PubMed, 7 syntheses or guidelines pooled it.
- Metabolomics analyses and physical interventions in soccer: a systematic review.Metabolomics : Official journal of the Metabolomic Society · 2024Pooled it
- The Role of Biomarkers in Monitoring Chronic Fatigue Among Male Professional Team Athletes: A Systematic Review.Sensors (Basel, Switzerland) · 2024Pooled it
- Relationships between External, Wearable Sensor-Based, and Internal Parameters: A Systematic Review.Sensors (Basel, Switzerland) · 2023Pooled it
- Training in women soccer players: A systematic review on training load monitoring.Frontiers in psychology · 2022Pooled it
- Monitoring Accumulated Training and Match Load in Football: A Systematic Review.International journal of environmental research and public health · 2021Pooled it
- The Association Between Training Load and Performance in Team Sports: A Systematic Review.Sports medicine (Auckland, N.Z.) · 2018Pooled it
- The Relationships Between Internal and External Measures of Training Load and Intensity in Team Sports: A Meta-Analysis.Sports medicine (Auckland, N.Z.) · 2018Pooled it
- Trial
- An updated conceptual framework on physical performance and training in soccer: a narrative review.Sports medicine - open · 2026Review
- Assessment of Internal Load and External Load in Senior Football Players: Differences Between Competitive Levels.Journal of functional morphology and kinesiology · 2026Article
- Multifactorial Thresholds of Psychomotor Fatigue in Soccer: A Systematic Review and Meta-Analysis of Randomized Controlled Trials.Journal of human kinetics · 2026Review
- The dRM-Index: Applicability of the Differential Respiratory-to-Muscular Training Load Index in Young Female Soccer Players.Journal of human kinetics · 2026Article
- Article
- A distributed event-triggered framework for coordinating athlete autonomic states via wearable sensor networks.Frontiers in psychology · 2026Article
- A new conceptual framework for managing hamstring injury risk in soccer - implementing a data-informed approach: a narrative review.Biology of sport · 2026Review
- Competition Stress Prolongs Exercise Recovery in Female Division I Collegiate Soccer Players.Sports (Basel, Switzerland) · 2025Article
- Relationship Between Internal and External Load in Under-16 Soccer Players: Heart Rate, Rating of Perceived Exertion, and GPS-Derived Variables.Sports (Basel, Switzerland) · 2025Article
- Comparison of the worst-case scenarios between training and competition weeks for each playing position in an elite football season.Biology of sport · 2025Article
- Variation in weekly internal training load in professional soccer players.Scientific reports · 2025Article
- Effects of Different Training Load Parameters on Physical Performance Adaptation in Soccer Players: How Complex Intensities Influence The Magnitude of Adaptations.Journal of sports science & medicine · 2025Article
10 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundIn professional senior soccer, training load monitoring is used to ensure an optimal workload to maximize physical fitness and prevent injury or illness. However, to date, different training load indicators are used without a clear link to training outcomes.
objectiveThe aim of this systematic review was to identify the state of knowledge with respect to the relationship between training load indicators and training outcomes in terms of physical fitness, injury, and illness.
methodsA systematic search was conducted in four electronic databases (CINAHL, PubMed, SPORTDiscus, and Web of Science). Training load was defined as the amount of stress over a minimum of two training sessions or matches, quantified in either external (e.g., duration, distance covered) or internal load (e.g., heart rate [HR]), to obtain a training outcome over time.
resultsA total of 6492 records were retrieved, of which 3304 were duplicates. After screening the titles, abstracts and full texts, we identified 12 full-text articles that matched our inclusion criteria. One of these articles was identified through additional sources. All of these articles used correlations to examine the relationship between load indicators and training outcomes. For pre-season, training time spent at high intensity (i.e., >90 % of maximal HR) was linked to positive changes in aerobic fitness. Exposure time in terms of accumulated training, match or combined training, and match time showed both positive and negative relationships with changes in fitness over a season. Muscular perceived exertion may indicate negative changes in physical fitness. Additionally, it appeared that training at high intensity may involve a higher injury risk. Detailed external load indicators, using electronic performance and tracking systems, are relatively unexamined. In addition, most research focused on the relationship between training load indicators and changes in physical fitness, but less on injury and illness.
conclusionHR indicators showed relationships with positive changes in physical fitness during pre-season. In addition, exposure time appeared to be related to positive and negative changes in physical fitness. Despite the availability of more detailed training load indicators nowadays, the evidence about the usefulness in relation to training outcomes is rare. Future research should implement continuous monitoring of training load, combined with the individual characteristics, to further examine their relationship with physical fitness, injury, and illness.
Indexed as
Identifiers
27459866What OpenQuestion holds
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.