Applying Classification Techniques in Machine Learning to Predict Job Satisfaction of University Professors: A Sociodemographic and Occupational Perspective DOI Creative Commons
Carlos Alberto Espinosa-Pinos,

Paúl Bladimir Acosta-Pérez,

Camila Alessandra Valarezo-Calero

et al.

Computers, Journal Year: 2024, Volume and Issue: 13(12), P. 344 - 344

Published: Dec. 17, 2024

This article investigates the factors that affect job satisfaction of university teachers for which 400 from 4 institutions (public and private) in Ecuador were stratified, resulting a total 1600 data points collected through online forms. The research was cross-sectional design quantitative used machine learning techniques classification prediction to analyze variables such as ethnic identity, field knowledge, gender, number children, burnout, perceived stress, occupational risk. results indicate best model is neural networks with precision 0.7304; most significant predicting are: children they have, scores related professional risk, province at teacher surveyed works, city where works. contrast marital status, does not contribute its prediction. These findings highlight need inclusive policies effective strategies improve well-being academic environment.

Language: Английский

Uncovering the mediating role of resilience between EFL teacher turnover intention and wellbeing: A conservation-of-resources theory perspective DOI
Honggang Liu

System, Journal Year: 2024, Volume and Issue: 124, P. 103394 - 103394

Published: July 2, 2024

Language: Английский

Citations

11

The influence of environmental factors on the job burnout of physical education teachers in tertiary education DOI Creative Commons

KunZhan Li,

Xiaoshu Xu, Yunfeng Zhang

et al.

Scientific Reports, Journal Year: 2024, Volume and Issue: 14(1)

Published: April 21, 2024

Abstract This study takes environmental factors and individual as variables to explore the deep internal mechanism of impact a comprehensive environment on higher education physical (PE) teachers’ job burnout. Little research has been done how affect college university PE burnout through (e.g., professional pressure teaching efficacy). In this study, participants were 231 teachers from seven universities, four questionnaires administered measure participants’ burnout, perceived overall environment, efficacy, occupational stress. Research found that have significant negative stress, stress plays an important mediating role between shown differences in external environments lead varying levels personal among teachers, which turn affects their level The concludes good social, working, living helps reduce work improves sense inhibits occurrence

Language: Английский

Citations

4

<span>Emotional Intelligence and Burnout Levels of Higher Education Institutions Faculty Members Basis for an Intervention Program</span> DOI

Lance Eleazar Bargo,

Lyka Mae Materum,

Leanne Moraleda

et al.

SSRN Electronic Journal, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 1, 2025

Language: Английский

Citations

0

Ecological factors influencing early-career teachers retention and attrition: insights from Bhutan DOI
Karma Sonam Rigdel, Thinley Wangdi,

Pema Lhadon

et al.

Asia Pacific Journal of Education, Journal Year: 2025, Volume and Issue: unknown, P. 1 - 15

Published: Feb. 5, 2025

Language: Английский

Citations

0

Features of the relationship between emotional burnout and socio-psychological attitudes of personality at various stages of subjectogenesis of young teachers DOI
Lyudmila N. Molchanova, Alesya A. Kuznetsova,

K. V. Kasyanova

et al.

Proceedings of the Southwest State University Series Linguistics and Pedagogy, Journal Year: 2025, Volume and Issue: 14(4), P. 132 - 149

Published: April 21, 2025

The increased interest in the problem of emotional burnout teachers is associated with high staff turnover educational institutions. Research shows that common reasons for leaving are and professional deformation. purpose study to peculiarities relationship between socio–psychological attitudes individual at various stages subjectogenesis young teachers. It was attended by 64 higher education from Federal State Budgetary Educational Institution KSMU Ministry Health Russian Federation Southwestern University aged 22 36 years, experience one year 13 years. In accordance criterion duration activity, three experimental groups were formed (young a length service up 5 years; 10 over years) school Observation conversation used collect data, as well standardized methods diagnosing sociopsychological personality burnout. results processed using computer program "Statistica 10.0". has been empirically proven all susceptible burnout, but greatest number existing symptoms phase "Resistance" observed years experience. features structure socio-psychological revealed: process orientation an increase work experience, altruistic orientation, decreased reflection, difficulties controlling emotions observed. main catalysts less than immersion focus on process; caution actions selfishness; more entering into social contact.

Language: Английский

Citations

0

A Complex Systems View of Teacher Burnout DOI
Carol Griffiths, Hassan Mohebbi, Ali Panahi

et al.

Published: Jan. 1, 2025

Language: Английский

Citations

0

Burnout: What Every Teacher Should Know DOI
Carol Griffiths

Published: Jan. 1, 2025

Language: Английский

Citations

0

Introduction DOI
Carol Griffiths

Published: Jan. 1, 2025

Citations

0

Leader–Member Exchange: Investigation of its Impact on Job Demands, Job Satisfaction, and Turnover Intentions and its Moderating Effect on the Relationship Between Job Demands and the Satisfaction of IT Employees DOI
Ying‐Lien Lin, Wei‐Tsong Wang

Psychological Studies, Journal Year: 2025, Volume and Issue: unknown

Published: May 15, 2025

Language: Английский

Citations

0

Exploring Relationships of Job Satisfaction and Burnout with Turnover Intention Among Chinese English Language Teachers DOI
Huiyu Zhang, Yayu Shi, Lin Sophie Teng

et al.

The Asia-Pacific Education Researcher, Journal Year: 2023, Volume and Issue: 33(3), P. 587 - 601

Published: July 18, 2023

Language: Английский

Citations

9