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

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 investigate...

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Main Authors: Leomarich Fortugaliza Casinillo, Jonecis Adolfo Dayap, Melbert Odo Hungo, Eduardo Estobio Lleve, Jr.
Format: Article
Language:English
Published: HO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCE 2024-10-01
Series:Ho Chi Minh City Open University Journal of Science - Social Sciences
Subjects:
Online Access:https://journalofscience.ou.edu.vn/index.php/soci-en/article/view/3205
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author Leomarich Fortugaliza Casinillo
Jonecis Adolfo Dayap
Melbert Odo Hungo
Eduardo Estobio Lleve, Jr.
author_facet Leomarich Fortugaliza Casinillo
Jonecis Adolfo Dayap
Melbert Odo Hungo
Eduardo Estobio Lleve, Jr.
author_sort Leomarich Fortugaliza Casinillo
collection DOAJ
description 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 cross-sectional 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 well-being 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 productivity and well-being.
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spelling doaj-art-35d8bd407437476a96cfdc61e32757ce2025-08-20T03:36:49ZengHO CHI MINH CITY OPEN UNIVERSITY JOURNAL OF SCIENCEHo Chi Minh City Open University Journal of Science - Social Sciences2734-93572734-96242024-10-0115411212610.46223/HCMCOUJS.soci.en.15.4.3205.20252233Understanding stress and satisfaction of private teachers: A correlation analysis and K-means clusteringLeomarich Fortugaliza Casinillo0Jonecis Adolfo Dayap1Melbert Odo Hungo2Eduardo Estobio Lleve, Jr.3Visayas State University, Baybay City, LeyteUniversity of San Jose-Recoletos, Cebu CitySouthern Leyte State University-Tomas Oppus, Southern LeyteWestern Philippines University-Main Campus, Aborlan, PalawanStress 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 cross-sectional 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 well-being 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 productivity and well-being.https://journalofscience.ou.edu.vn/index.php/soci-en/article/view/3205k-means clusteringprivate teachersstress and satisfactionteachers’ well-being
spellingShingle Leomarich Fortugaliza Casinillo
Jonecis Adolfo Dayap
Melbert Odo Hungo
Eduardo Estobio Lleve, Jr.
Understanding stress and satisfaction of private teachers: A correlation analysis and K-means clustering
Ho Chi Minh City Open University Journal of Science - Social Sciences
k-means clustering
private teachers
stress and satisfaction
teachers’ well-being
title Understanding stress and satisfaction of private teachers: A correlation analysis and K-means clustering
title_full Understanding stress and satisfaction of private teachers: A correlation analysis and K-means clustering
title_fullStr Understanding stress and satisfaction of private teachers: A correlation analysis and K-means clustering
title_full_unstemmed Understanding stress and satisfaction of private teachers: A correlation analysis and K-means clustering
title_short Understanding stress and satisfaction of private teachers: A correlation analysis and K-means clustering
title_sort understanding stress and satisfaction of private teachers a correlation analysis and k means clustering
topic k-means clustering
private teachers
stress and satisfaction
teachers’ well-being
url https://journalofscience.ou.edu.vn/index.php/soci-en/article/view/3205
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