Training load management

ACWR, session-RPE, and the honest limits of load monitoring.

The most self-critical section in the library. It contains the consensus statement on monitoring athlete training loads and the validation work on session-RPE, but it also contains a paper explicitly on the conceptual and methodological pitfalls of load research, and a recent meta-analysis testing whether the acute-to-chronic workload ratio actually predicts injury.

It largely does not, at least not with the confidence with which it is marketed. That finding shapes how Leo works: he tracks your load and watches the trend, but he does not hand you an ACWR number and call it a risk score. Load is one input among several, cross-referenced with rest days, how you say you feel, and recurring body signals, precisely because this section shows that any single metric used alone will mislead you.

Papers in this domain

6 peer-reviewed references. Titles link to the publisher via DOI.

  1. ACWR for Predicting Sports Injury Risk: Systematic Review & Meta-Analysis (2025)

    Chen, Wang et al. · 2025 · DOI 10.1186/s13102-025-01332-x

  2. The Association Between Running Injuries and Training Parameters: A Systematic Review

    Fredette et al. · 2021 · DOI 10.4085/1062-6050-0195.21

  3. Monitoring Athlete Training Loads: Consensus Statement

    Bourdon et al. · 2017 · DOI 10.1123/IJSPP.2017-0208

  4. Session-RPE Method for Training Load Monitoring: Validity, Ecological Usefulness, and Influencing Factors

    Haddad, Stylianides, Djaoui, Dellal, Chamari · 2017 · DOI 10.3389/fnins.2017.00612

  5. Training Load and Fatigue Marker Associations with Injury and Illness: A Systematic Review of Longitudinal Studies

    Jones et al. · 2017 · DOI 10.1007/s40279-016-0619-5

  6. Training Load and Its Role in Injury Prevention, Part 2: Conceptual and Methodologic Pitfalls

    Drew, Finch · 2016

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