Related Experiment Video
Updated: Aug 11, 2026

Reliability of A Vibration-Based Elastography Protocol For Assessing Achilles Tendon Stiffness Across Multiple Joint Angles In Elite Athletes
Published on: June 16, 2026
Multivariate analysis of between- and within-athlete technical variability during pole vault
James Baker1, Arlo Hook2, Aaron Balloch3
1School of Human Sciences (Exercise and Sport Science), The University of Western Australia, Perth, WA, Australia; High Performance Sports Research Centre, Western Australian Institute of Sport, Perth, WA, Australia.
Pole vaulters exhibit varied movement strategies, coordinating centre of mass (COM) motion and pole bend timing to optimize energy transfer. Multilevel analysis reveals distinct patterns in how athletes manage pole mechanics for consistent performance.
Area of Science:
- Biomechanics
- Sports Science
- Movement Analysis
Background:
- Limited research exists on the interplay between centre of mass (COM) movement and pole bend mechanics during the pole-support phase of pole vaulting.
- Understanding these functional time series is crucial for optimizing athletic performance and injury prevention.
Purpose of the Study:
- To investigate the complex relationship between COM kinematics and pole bend dynamics during the pole-support phase.
- To identify distinct movement strategies employed by pole vaulters using advanced statistical analysis.
Main Methods:
- Utilized markerless motion capture to collect joint centre trajectories from 11 pole vaulters across 64 trials.
- Derived centre of mass (COM) position and pole cord length data from pole plant to top-hand release.
- Applied multilevel, multivariate, functional principal component analysis (MMFPCA) to analyze movement patterns.
Main Results:
- Identified two between-participant modes of variation related to COM motion and pole bend timing.
- Discovered four within-participant modes, highlighting variations in pole bend during the critical final phase of support.
- Demonstrated that athletes employ multiple strategies to regulate pole energy storage and release.
Conclusions:
- Athletes exhibit technical variability within constrained performance outcomes in pole vaulting.
- MMFPCA is a powerful tool for comprehensively describing coordinated movement in complex tasks.
- This methodology offers potential for future analysis of athletic performance and technique optimization.
Related Concept Videos
Variability: Analysis
The range is a simple measure of variability, indicating the difference between the highest and...
Coefficient of Variation
The coefficient of variation is a practical statistical tool in finance. It allows investors to assess the volatility or...
Pole and System Stability
Simple poles are unique roots of the denominator polynomial. Each simple pole corresponds to a distinct solution to the system's characteristic equation, typically resulting in exponential decay terms in the system's response.
Variation
When independent and dependent variables are plotted on a scatter plot, the slope of a line is a value that describes the rate of change between the two...
Two-Way ANOVA
The two-way ANOVA analysis initially begins by stating the null hypothesis that there is an interaction effect between the two factors of a dataset. This effect can be visualized using line segments formed by joining the means for...
Empirical Method to Interpret Standard Deviation
This rule is used widely in statistics to calculate the proportion of data values...

