Your new experience awaits. Try the new design now and help us make it even better

ORIGINAL RESEARCH article

Front. Physiol.

Sec. Cardiac Electrophysiology

An Observational Study of the Reliability and Concurrent Validity of HRV Monitors in Athletes

Provisionally accepted
Hedvig  JohanssonHedvig Johansson1Emily  AdderleyEmily Adderley1Sean  ClarkeSean Clarke1Patrick  McintyrePatrick Mcintyre1Garreth  ReillyGarreth Reilly1Brian  CaulfieldBrian Caulfield1Sinead  HoldenSinead Holden1,2*
  • 1School of Public Health, Physiotherapy and Sports Science, University College Dublin, Dublin, Ireland
  • 2institute for sport and health university college dublin, dublin, Ireland

The final, formatted version of the article will be published soon.

Background: 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. Objective: 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. Methods: 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 coeRicients (ICC), coeRicient of variation (CV%), mean absolute percentage error (MAPE), and Bland–Altman plots were used to assess reliability and agreement. Results: 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. Conclusion: 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 oRers a practical, low-cost alternative for athlete monitoring.

Keywords: athlete monitoring, Heart rate variability, Photoplethysmography, pNN50, Reliability, RMSSD, validity

Received: 17 Sep 2025; Accepted: 29 Nov 2025.

Copyright: © 2025 Johansson, Adderley, Clarke, Mcintyre, Reilly, Caulfield and Holden. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Sinead Holden

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.