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Exploring the Nexus of Psychological Safety and Physical Health in the Workplace: A Machine Learning Augmented Study

„Аз-буки“ от „Аз-буки“
30-09-2024
in Uncategorized
A A

Dr. Satoshi Maeda
Chuo University (Japan)

https://doi.org/10.53656/phil2024-03-07

Abstract. This paper investigates the connection between psychological safety at work and physical health outcomes. Employing data from roughly a thousand respondents in Tokyo in 2021 and utilizing machine learning techniques along with traditional statistics, the study reveals that this popular concept in the field of business management and organization behavior, “psychological safety” at work, can enhance physical health of workers under certain conditions. The finding that its effect remains even when mental stress levels are controlled along with basic ascriptive variables, extends the conventional notion around “psychological safety.” The recently developed Causal Forest Double Machine Learning (Causal Forest DML) analysis was used to generate a decision tree, shedding light on the structure of causal inference and indicating the key role of “age” and “personal income” as determinants of the effect of psychological safety on physical health.
Keywords: Psychological safety, workplace stress, Tokyo, Causal Forest DML, machine learning, physical health

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Tags Causal Forest DMLmachine learningphysical healthPsychological safetyTokyoworkplace stress

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  • Monographs, Proceedings
    • Proceedings of 3-rd International Scientific Conference “Industrial Growth Conference 2024”
    • ННП „Oпазване на околната среда и намаляване на риска от неблагоприятни явления и природни бедствия“
    • Помагало по български език „Приятели“ A2
    • Приятели А1 – А2 част 2
    • Приятели А1 – А2 част 1
    • Fascination: E.T.A. Hoffmann
    • III Национална училищна конференция ,,Споделени педагогически практики в преподаването на природни науки”
    • Да литна високо в небето… / Volare in Alto nel Cielo…
    • ПЛАМЕННИ НАДЕЖДИ
    • АТЛАС „КИРИЛ И МЕТОДИЙ“
    • Demographic Situation and Labour Market in Blagoevgrad and Kyustendil Districts
    • Proceeding of 1st International Conference on Environmental Protection and Disaster RISKs
    • Bulgaria - North Macedonia - Slovenia: Intercultural Dialogues in XXI Century
    • Methodology for strategic planning of national energy
    • Europe’s Core-Periphery Relations and Horizontal Disparities
    • Bulgaria - Macedonia - Slovenia: Intercultural Dialogues in the 21st Century, Part II
    • Local and Regional Aspects of Natural Hazards
    • ADAPTED METHODOLOGY OF HISTORY EDUCATION
    • VASIL LEVSKI. FROM THE CURVES OF LITERARY ICONOGRAPHY
    • Bulgaria - Macedonia - Slovenia: Intercultural Dialogues in the 21st Century
    • Gender World In Different Cultural Models
    • ADAPTED METHODOLOGY OF HISTORY EDUCATION 2
    • THEORETICAL MODEL FOR A CUMULATIVE LEXICOGRAPHING OF WORDS OF FOREIGN ORIGIN IN THE BULGARIAN LANGUAGE
    • БЪЛГАРСКИЯТ ЕЗИК, ЛИТЕРАТУРА И КУЛТУРА: ПЪТИЩА ПРЕЗ МУЛТИКУЛТУРНИЯ СВЯТ
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