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15(4)2025

Understanding stress and satisfaction of private teachers: A correlation analysis and K-means clustering


Author - Affiliation:
Leomarich Fortugaliza Casinillo - Visayas State University, Baybay City, Leyte
Jonecis Adolfo Dayap - University of San Jose-Recoletos, Cebu City
Melbert Odo Hungo - Southern Leyte State University-Tomas Oppus, Southern Leyte
Eduardo Estobio Lleve, Jr. - Western Philippines University-Main Campus, Aborlan, Palawan
Corresponding author: Leomarich Fortugaliza Casinillo - leomarichcasinillo02011990@gmail.com
Submitted: 22-01-2024
Accepted: 19-03-2024
Published: 11-10-2024

Abstract
Stress is caused by weariness at work due to unpleasant experiences, adversely affecting job satisfaction and well-being. This article study focuses on elucidating the level of job stress and satisfaction of private teachers in Abuyog and Jaro, Leyte, Philippines. Additionally, the study investigated the association between stress and satisfaction across different levels. A crosssectional study was employed to gather primary data through a census of private teachers. Data was collected through a
constructed questionnaire and summarized with standard descriptive metrics in statistics. The K-means clustering approach determined the relationship among variables (stress and satisfaction) across different levels. Results disclosed that, on average, private teachers are moderately stressed and satisfied at their work. In addition, it is shown that the higher the stress level at work, the lower their satisfaction is based on their correlation. Moreover, the K-means clustering approach has portrayed that
private teachers can be categorized into two clusters. The first cluster (Cluster 0) comprises teachers with a lower level of stress and a higher level of satisfaction. The second cluster (Cluster 1) comprises teachers with moderate stress and satisfaction levels. Conclusively, teaching in a private institution can be stressful due to the high demand for work, which can negatively affect the wellbeing of teachers. Hence, the study suggests that school heads must consider adjusting the work assignments and provide enough incentives to boost teachers’ satisfaction and promote productivityand well-being.

Keywords
K-means clustering; private teachers; stress and satisfaction; teachers’ well-being

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