Toward the Analysis of Office Workers’ Mental Indicators Based on Wearable, Work Activity, and Weather Data

Yusuke Nishimura, Tahera Hossain, Akane Sano, Shota Isomura, Yutaka Arakawa, Sozo Inoue

研究成果: 書籍/レポート タイプへの寄稿会議への寄与

抄録

In recent years, many organizations have prioritized efforts to detect and treat mental health issues. In particular, office workers are affected by many stressors, and physical and mental exhaustion, which is also a social problem. To improve the psychological situation in the workplace, we need to clarify the cause. In this paper, we conducted a 14-day experiment to collect wristband sensor data as well as behavioral and psychological questionnaire data from about 100 office workers. We developed machine learning models to predict psychological indexes using the data. In addition, we analyzed the correlation between behavior (work content and work environment) and psychological state of office workers to reveal the relationship between their work content, work environment, and behavior. As a result, we showed that multiple psychological indicators of office workers can be predicted with more than 80% accuracy using wearable sensors, behavioral data, and weather data. Furthermore, we found that in the working environment, the time spent in “web conferencing”, “working at home (living room)”, and “break time (work time)’ had a significant effect on the psychological state of office workers.

本文言語英語
ホスト出版物のタイトルSensor- and Video-Based Activity and Behavior Computing - Proceedings of 3rd International Conference on Activity and Behavior Computing ABC 2021
編集者Md Atiqur Ahad, Sozo Inoue, Daniel Roggen, Kaori Fujinami
出版社Springer Science and Business Media Deutschland GmbH
ページ1-26
ページ数26
ISBN(印刷版)9789811903601
DOI
出版ステータス出版済み - 2022
イベント3rd International Conference on Activity and Behavior Computing, ABC 2021 - Virtual, Online
継続期間: 10月 22 202110月 23 2021

出版物シリーズ

名前Smart Innovation, Systems and Technologies
291
ISSN(印刷版)2190-3018
ISSN(電子版)2190-3026

会議

会議3rd International Conference on Activity and Behavior Computing, ABC 2021
CityVirtual, Online
Period10/22/2110/23/21

!!!All Science Journal Classification (ASJC) codes

  • 決定科学(全般)
  • コンピュータ サイエンス(全般)

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