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Estimating Group Stress Level by Measuring Body Motion
Satomi Tsuji1, Nobuo Sato1, Koji Ara1
1Hitachi, Ltd., Research & Development Group, Tokyo, Japan.
Frontiers in Psychology
|April 19, 2021
Summary
This study introduces a new method to measure employee stress using body motion data. It offers a practical, quantitative approach for companies to monitor workforce well-being and inform management strategies.
Area of Science:
- Occupational Health
- Data Science
- Organizational Psychology
Background:
- Employee stress is critical for corporate growth and risk management.
- Current methods like annual employee satisfaction surveys (ESs) lack quantitative and continuous data collection.
- A frequent, low-burden measurement for group stress is needed.
Purpose of the Study:
- To propose and evaluate a practical method for frequently measuring group employee stress levels.
- To assess the effectiveness of using body motion data for stress estimation.
- To provide a quantitative management guide for companies.
Main Methods:
- Utilized body motion data to analyze activity/rest duration distributions.
- Developed estimation models on both individual and group bases.
- Evaluated four combinations of modeling approaches.
Main Results:
- Group-based modeling using activity duration distribution yielded optimal results.
- Achieved a high correlation (r = 0.928, p < 0.001) with a low estimation error (1.36%).
- Demonstrated the feasibility of quantitative and easy stress assessment.
Conclusions:
- The proposed method enables quantitative and easy assessment of employee stress.
- This approach can serve as a valuable management guide for companies.
- Body motion data offers a practical solution for continuous organizational health monitoring.
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