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Understanding the impact of sisu on workforce and well-being: A machine learning-based analysis

Authors :
Umair Ali Khan
Janne Kauttonen
Pentti Henttonen
Ilmari Määttänen
Source :
Heliyon, Vol 10, Iss 2, Pp e24148- (2024)
Publication Year :
2024
Publisher :
Elsevier, 2024.

Abstract

This study investigates the construct of sisu, a Finnish attribute representing mental resilience and fortitude when confronted with difficult situations. By leveraging advanced analytical methods and explainable Artificial Intelligence, we gain insights into how sisu factors influence well-being, work efficiency, and overall health. We investigate how the beneficial aspects of sisu contribute significantly to mental and physical health, satisfaction, and professional accomplishments. Conversely, we analyze the harmful sisu and its adverse impacts on the same domains. Our findings, including intriguing trends related to age, educational level, emotional states, and gender, pave the way for developing tailored solutions and initiatives to nurture the beneficial aspects of sisu and curtail the damaging consequences of sisu within professional settings and personal welfare.

Details

Language :
English
ISSN :
24058440
Volume :
10
Issue :
2
Database :
Directory of Open Access Journals
Journal :
Heliyon
Publication Type :
Academic Journal
Accession number :
edsdoj.1f2a6298a13949a2b19a9f7ee5cc7b10
Document Type :
article
Full Text :
https://doi.org/10.1016/j.heliyon.2024.e24148