How fitness trackers measure heart rate
Most consumer fitness trackers use photoplethysmography, often abbreviated as PPG, which measures changes in light absorption at the skin to estimate pulse. Medical-grade measurement uses electrocardiography recorded by chest electrodes as the clinical reference standard for heart rate and rhythm. Research led by Anna Shcherbina at Scripps Research Translational Institute compared several wrist-worn devices against electrocardiogram and chest-strap references and reported that optical sensors generally agree well with reference measurements at rest and during light activity but show increasing discrepancies during vigorous exercise. Eric Topol at Scripps Research has emphasized that the underlying sensor technology and the signal-processing algorithms determine how well a device performs across different conditions and populations.
Why accuracy varies
Accuracy depends on hardware, algorithms, and human factors. Photoplethysmography is sensitive to motion artifacts because wrist motion changes the relative position of the sensor and underlying blood vessels. Skin tone and perfusion influence the optical signal because melanin and tissue thickness alter light absorption. Device fit and placement affect contact and stability; a loose band or placement over hair can degrade the signal. Manufacturers use proprietary filtering and machine-learning algorithms to remove noise, but those algorithms are tuned to the datasets used during development, which can leave gaps in performance for underrepresented groups. Regulators have noted both the promise and the limits of consumer devices. Jeff Shuren at the Food and Drug Administration Center for Devices and Radiological Health has described a regulatory approach that balances innovation with the need for evidence when devices are marketed for medical use rather than general wellness.
Consequences for users and clinicians
For everyday fitness tracking, many wrist-worn trackers provide sufficiently accurate heart-rate trends to guide exercise intensity, recovery awareness, and long-term monitoring of activity patterns. However, clinically relevant use requires caution. When heart-rate readings drive medical decisions, diagnostic confirmation with electrocardiography or clinically validated monitors is appropriate because optical devices can produce false negatives and false positives under certain conditions. False alarms may provoke unnecessary anxiety and healthcare visits, while missed abnormalities can delay diagnosis of arrhythmias. Public health and clinical communities have begun integrating wearable data into care pathways, but experts warn that validation across diverse populations is necessary to avoid widening disparities.
Contextual and cultural considerations
Environmental factors such as cold temperatures reduce peripheral blood flow and can lower signal quality, which affects outdoor workers and communities in colder climates. Cultural differences in clothing and wrist ornamentation influence how and when devices are worn, altering the quantity and quality of data captured. Equity in validation matters: researchers and clinicians increasingly call for testing across a range of skin tones, ages, and activity types to ensure that benefits of wearable technology reach diverse populations without introducing bias.
Bottom line
Fitness trackers offer useful heart-rate estimates for general fitness monitoring, but their accuracy varies with activity, physiology, and device design. For any clinical concern or treatment decision, confirmatory testing with medical-grade equipment and professional evaluation is essential.
Tech · Wearable Devices
How accurate are fitness trackers for heart rate?
February 25, 2026· By Doubbit Editorial Team