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

Area of Science:

• Psychology
• Health Sciences
• Artificial Intelligence

Background:

• Sisu, a Finnish concept, signifies mental resilience and fortitude.
• Understanding sisu's dual impact (beneficial vs. harmful) is crucial for well-being.
• Existing research lacks comprehensive analysis of sisu's multifaceted influence.

Purpose of the Study:

• To investigate the construct of sisu and its influence on well-being, work efficiency, and health.
• To differentiate and analyze the beneficial and harmful aspects of sisu.
• To identify demographic and emotional factors associated with sisu.

Main Methods:

• Advanced analytical methods were employed.
• Explainable Artificial Intelligence (XAI) was utilized for in-depth insights.
• Data analysis considered age, education, emotional states, and gender.

Main Results:

• Beneficial sisu positively correlates with mental/physical health, satisfaction, and professional achievements.
• Harmful sisu demonstrates adverse effects across the same domains.
• Significant trends were observed across age, education, emotional states, and gender.

Conclusions:

• Sisu has a significant, yet complex, impact on personal and professional life.
• Tailored interventions can promote beneficial sisu and mitigate harmful sisu.
• Further research can inform strategies for enhancing resilience in various settings.