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Updated: Aug 22, 2025

Assessment of Physical Activity Intensity with Accelerometers and Oxygen Consumption
Published on: June 20, 2025
Heart Rate Does Not Accurately Predict Metabolic Intensity During Variable-Intensity Roller Skiing or Cycling
Craig A Staunton1, Erik P Andersson1,2, Knut Skovereng3
1Department of Health Sciences, Swedish Winter Sports Research Center, Mid Sweden University, Östersund,Sweden.
Heart rate (HR) has limited utility for predicting metabolic intensity during varied exercise like roller skiing and cycling. Power output (PO) offers a more consistent and reliable measure of metabolic rate and oxygen consumption.
Area of Science:
- Exercise Physiology
- Sports Science
- Biophysics
Background:
- Accurate prediction of metabolic rate (MR) and oxygen consumption (V˙O2) is crucial for training and performance monitoring in endurance sports.
- Heart rate (HR) and power output (PO) are commonly used surrogates for metabolic intensity, but their accuracy during variable-intensity exercise requires critical evaluation.
Purpose of the Study:
- To assess the predictive utility of HR and PO for MR and V˙O2 during variable-intensity roller skiing and cycling.
- To compare the accuracy and consistency of HR- and PO-based predictions across different exercise intensities.
Main Methods:
- National-level cyclists and cross-country skiers underwent a preliminary session to establish V˙O2max.
- A variable-intensity protocol involved alternating moderate (70% V˙O2max) and high (90% V˙O2max) intensity stages.
- Linear regressions (HR-MR, HR-V˙O2, PO-MR, PO-V˙O2) were derived and used to predict metabolic measures during the protocol, with mean differences and 95% limits of agreement (LOA) calculated.
Main Results:
- HR-based predictions showed minimal bias but wide LOA, overestimating MR/V˙O2 during moderate intensity and underestimating during high intensity.
- PO-based predictions exhibited tighter LOA, indicating greater consistency, despite a larger mean bias.
- These patterns were consistent for both roller skiing and cycling.
Conclusions:
- HR demonstrates limited utility for predicting metabolic intensity during variable-intensity roller skiing and cycling due to significant variability (wide LOA).
- PO provides a more consistent prediction of metabolic intensity, characterized by tighter LOA.
- PO is suggested as a superior predictor of metabolic intensity compared to HR, especially when preliminary testing includes longer exercise durations.
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