Skip to main content

Research Repository

Advanced Search

Multiple measures are needed to quantify training loads in professional rugby league

Weaving, Daniel; Jones, Ben; Marshall, Phil; Till, Kevin; Abt, Grant


Daniel Weaving

Ben Jones

Kevin Till


To investigate the effect of training mode (conditioning and skills) on multivariate training load relationships in professional rugby league via principal component analysis. Four measures of training load (internal: heart rate exertion index, session rating of perceived exertion; external: PlayerLoad™, individualised high-speed distance) were collected from 23 professional male rugby league players over the course of one 12-wk preseason period. Training was categorised by mode (skills or conditioning) and then subjected to a principal component analysis. Extraction criteria were set at an eigenvalue of greater than 1. Modes that extracted more than 1 principal component were subject to a Varimax rotation. Skills extracted 1 principal component, explaining 57% of the variance. Conditioning extracted 2 principal components (1st: internal; 2nd: external), explaining 85% of the variance. The presence of multiple training load dimensions (principal components) during conditioning training provides further evidence of the influence of training mode on the ability of individual measures of external or internal training load to capture training variance. Consequently, a combination of internal- and external- training load measures is required during certain training modes.


Weaving, D., Jones, B., Marshall, P., Till, K., & Abt, G. (2017). Multiple measures are needed to quantify training loads in professional rugby league. International journal of sports medicine, 38(10), 735-740.

Acceptance Date May 31, 2017
Online Publication Date Aug 7, 2017
Publication Date Sep 1, 2017
Deposit Date Jun 1, 2017
Publicly Available Date Oct 27, 2022
Journal International journal of sports medicine
Print ISSN 0172-4622
Electronic ISSN 1439-3964
Publisher Thieme Gruppe
Peer Reviewed Peer Reviewed
Volume 38
Issue 10
Pages 735-740
Keywords Orthopedics and Sports Medicine
Public URL
Publisher URL
Additional Information This is a description of an article which has been published in: International journal of sports medicine, v.38, issue 10


You might also like

Downloadable Citations