Understanding the impact of sisu on workforce and well-being: A machine learning-based analysis
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, w...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Elsevier
2024-01-01
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| Series: | Heliyon |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S2405844024001798 |
| _version_ | 1797328712786509824 |
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| author | Umair Ali Khan Janne Kauttonen Pentti Henttonen Ilmari Määttänen |
| author_facet | Umair Ali Khan Janne Kauttonen Pentti Henttonen Ilmari Määttänen |
| author_sort | Umair Ali Khan |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-03-08T06:55:38Z |
| format | Article |
| id | doaj.art-1f2a6298a13949a2b19a9f7ee5cc7b10 |
| institution | Directory Open Access Journal |
| issn | 2405-8440 |
| language | English |
| last_indexed | 2024-03-08T06:55:38Z |
| publishDate | 2024-01-01 |
| publisher | Elsevier |
| record_format | Article |
| series | Heliyon |
| spelling | doaj.art-1f2a6298a13949a2b19a9f7ee5cc7b102024-02-03T06:36:20ZengElsevierHeliyon2405-84402024-01-01102e24148Understanding the impact of sisu on workforce and well-being: A machine learning-based analysisUmair Ali Khan0Janne Kauttonen1Pentti Henttonen2Ilmari Määttänen3Haaga-Helia University of Applied Sciences, Helsinki, Finland; Corresponding author.Haaga-Helia University of Applied Sciences, Helsinki, FinlandUniversity of Helsinki, Helsinki, FinlandUniversity of Helsinki, Helsinki, FinlandThis 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.http://www.sciencedirect.com/science/article/pii/S2405844024001798SisuMental resilienceWork-life satisfactionMental wellbeingWork performanceWork efficiency |
| spellingShingle | Umair Ali Khan Janne Kauttonen Pentti Henttonen Ilmari Määttänen Understanding the impact of sisu on workforce and well-being: A machine learning-based analysis Heliyon Sisu Mental resilience Work-life satisfaction Mental wellbeing Work performance Work efficiency |
| title | Understanding the impact of sisu on workforce and well-being: A machine learning-based analysis |
| title_full | Understanding the impact of sisu on workforce and well-being: A machine learning-based analysis |
| title_fullStr | Understanding the impact of sisu on workforce and well-being: A machine learning-based analysis |
| title_full_unstemmed | Understanding the impact of sisu on workforce and well-being: A machine learning-based analysis |
| title_short | Understanding the impact of sisu on workforce and well-being: A machine learning-based analysis |
| title_sort | understanding the impact of sisu on workforce and well being a machine learning based analysis |
| topic | Sisu Mental resilience Work-life satisfaction Mental wellbeing Work performance Work efficiency |
| url | http://www.sciencedirect.com/science/article/pii/S2405844024001798 |
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