# An observational study of the reliability and concurrent validity of heart rate variability devices in athletes

**Authors:** Hedvig Johansson, Emily Adderley, Seán Clarke, Patrick McIntyre, Garreth Reilly, Brian Caulfield, Sinead Holden

PMC · DOI: 10.3389/fphys.2025.1707318 · Frontiers in Physiology · 2026-01-07

## TL;DR

This study compares the accuracy of different heart rate variability devices in athletes, finding that a smartphone app is a viable low-cost option.

## Contribution

The study evaluates the reliability and validity of a smartphone PPG app for HRV measurement in athletes compared to ECG and a chest strap.

## Key findings

- All devices showed good intra-session reliability for HRV metrics.
- The Polar chest strap had the lowest error compared to ECG.
- The PPG app showed acceptable validity but with higher variability.

## Abstract

Heart rate variability (HRV) is a non-invasive indicator of autonomic nervous system function and is increasingly used in athlete monitoring. While electrocardiography (ECG) is the gold standard for HRV measurement, its use is limited in field settings.

To evaluate the intra-session reliability and concurrent validity of a smartphone-based PPG app for HRV measurement in athletes, compared to a Polar H10 chest strap and ECG.

This observational study included 37 trained participants (17 female; mean age 21.95 ± 3.69 years). HRV was recorded concurrently via ECG, Polar H10 chest strap, and the CameraHRV smartphone app in two repeated trials on the same day. Data were processed using device-specific software. Intra-class correlation coefficients (ICC), coefficient of variation (CV%), mean absolute percentage error (MAPE), and Bland–Altman plots were used to assess reliability and agreement.

All three devices showed good-to-excellent intra-session reliability for RMSSD (ICC range 0.83–0.90) and pNN50 (ICC range 0.87–0.92). The Polar chest strap had the highest consistency and lowest error compared to ECG (RMSSD MAPE: 2.16%). The PPG app also demonstrated strong validity (RMSSD MAPE: 17.49%) but wider limits of agreement.

Both the Polar chest strap and smartphone PPG app demonstrated acceptable reliability and validity for short-duration HRV assessment in athletes. While the chest strap outperformed the PPG app in precision, the PPG app may offers a practical, low-cost alternative for athlete monitoring.

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12819663/full.md

## References

19 references — full list in the complete paper: https://tomesphere.com/paper/PMC12819663/full.md

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Source: https://tomesphere.com/paper/PMC12819663