Related Experiment Video
Updated: Feb 16, 2026

Evaluation of Commercial-Off-The-Shelf Wrist Wearables to Estimate Stress on Students
Published on: June 16, 2018
cHRV Uncovering Daily Stress Dynamics Using Bio-Signal from Consumer Wearables
Tian Hao1, Henry Chang1, Marion Ball1
1Center for Computational Health, IBM T.J. Watson Research Center, Yorktown Heights, NY, U.S.A.
A new heart rate variability (HRV) biomarker, cHRV, offers a practical way to monitor daily stress using wearable sensors. This low-maintenance method shows strong correlation with stress dynamics, enabling continuous stress assessment.
Area of Science:
- Smart and connected health
- Biomedical engineering
- Wearable technology
Background:
- Effective stress management requires understanding daily stress dynamics.
- Current methods for real-time, longitudinal stress monitoring are often impractical or obtrusive.
- Consumer wearables commonly use photoplethysmography (PPG) sensors for heart rate monitoring.
Purpose of the Study:
- To develop a convenient, low-maintenance heart rate variability (HRV)-based biomarker named cHRV for reliable stress dynamics reflection.
- To enable unobtrusive, day-to-day stress monitoring using readily available wearable technology.
Main Methods:
- Derived a novel cHRV biomarker using photoplethysmography (PPG) sensor data.
- Conducted 14 controlled in-lab experiments to evaluate cHRV feasibility and performance.
- Assessed the correlation between cHRV and actual stress dynamics.
Main Results:
- The proposed cHRV biomarker demonstrated a strong correlation (r > 0.95) with stress dynamics.
- cHRV calculations are efficient and practical, requiring only PPG sensor data.
- The biomarker is suitable for integration into mainstream consumer wearables.
Conclusions:
- cHRV shows significant potential as a reliable biomarker for continuous stress assessment.
- The practicality and low-maintenance nature of cHRV make it ideal for widespread adoption in daily stress monitoring.
- Leveraging PPG data from wearables facilitates unobtrusive, long-term stress tracking.
More Related Videos
Related Concept Videos
Dynamic Equilibrium
Classical Conditioning in Daily Life
John B. Watson and Rosalie Rayner famously demonstrated the development of fear through classical conditioning in their experiment with Little Albert. They paired the...
Applications of Integration to Find Consumer Surplus
Contact-dependent Signaling
Gap Junctions
In animal cells, gap junctions are formed...
Responses to Salt Stress
Responses to Heat and Cold Stress

