Kernel Causality Among Teacher Self-Efficacy, Job Satisfaction, School Climate, and Workplace Well-Being and Stress in TALIS
Teachers play an important role in the educational system. Teacher self-efficacy, job satisfaction, school climate, and workplace well-being and stress are four individual characteristics shown to be associated with tendency to turnover. In this article, data from the Teaching and Learning Internati...
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Format: | Article |
Language: | English |
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Frontiers Media S.A.
2021-08-01
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Series: | Frontiers in Psychology |
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Online Access: | https://www.frontiersin.org/articles/10.3389/fpsyg.2021.694961/full |
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author | Xue Zhang Chunyang Zhao Yuqiao Xu Shanhuai Liu Zhihui Wu |
author_facet | Xue Zhang Chunyang Zhao Yuqiao Xu Shanhuai Liu Zhihui Wu |
author_sort | Xue Zhang |
collection | DOAJ |
description | Teachers play an important role in the educational system. Teacher self-efficacy, job satisfaction, school climate, and workplace well-being and stress are four individual characteristics shown to be associated with tendency to turnover. In this article, data from the Teaching and Learning International Survey (TALIS) 2018 teacher questionnaire are analyzed, with the goal to understand the interplay amongst these four individual characteristics. The main purposes of this study are to (1) measure extreme response style for each scale using unidimensional nominal response models, and (2) investigate the kernel causal paths among teacher self-efficacy, job satisfaction, school climate, and workplace well-being and stress in the TALIS-PISA linked countries/economies. Our findings support the existence of extreme response style, the rational non-normal distribution assumption of latent traits, and the feasibility of kernel causal inference in the educational sector. Results of the present study inform the development of future correlational research and policy making in education. |
first_indexed | 2024-12-14T16:24:46Z |
format | Article |
id | doaj.art-50ab5488ef0b48c1bbf573810fddd7c9 |
institution | Directory Open Access Journal |
issn | 1664-1078 |
language | English |
last_indexed | 2024-12-14T16:24:46Z |
publishDate | 2021-08-01 |
publisher | Frontiers Media S.A. |
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series | Frontiers in Psychology |
spelling | doaj.art-50ab5488ef0b48c1bbf573810fddd7c92022-12-21T22:54:43ZengFrontiers Media S.A.Frontiers in Psychology1664-10782021-08-011210.3389/fpsyg.2021.694961694961Kernel Causality Among Teacher Self-Efficacy, Job Satisfaction, School Climate, and Workplace Well-Being and Stress in TALISXue Zhang0Chunyang Zhao1Yuqiao Xu2Shanhuai Liu3Zhihui Wu4China Institute of Rural Education Development, Northeast Normal University, Changchun, ChinaSchool of Mathematics and Statistics, Northeast Normal University, Changchun, ChinaFaculty of Education, Northeast Normal University, Changchun, ChinaChina Institute of Rural Education Development, Northeast Normal University, Changchun, ChinaChina Institute of Rural Education Development, Northeast Normal University, Changchun, ChinaTeachers play an important role in the educational system. Teacher self-efficacy, job satisfaction, school climate, and workplace well-being and stress are four individual characteristics shown to be associated with tendency to turnover. In this article, data from the Teaching and Learning International Survey (TALIS) 2018 teacher questionnaire are analyzed, with the goal to understand the interplay amongst these four individual characteristics. The main purposes of this study are to (1) measure extreme response style for each scale using unidimensional nominal response models, and (2) investigate the kernel causal paths among teacher self-efficacy, job satisfaction, school climate, and workplace well-being and stress in the TALIS-PISA linked countries/economies. Our findings support the existence of extreme response style, the rational non-normal distribution assumption of latent traits, and the feasibility of kernel causal inference in the educational sector. Results of the present study inform the development of future correlational research and policy making in education.https://www.frontiersin.org/articles/10.3389/fpsyg.2021.694961/fullkernel causalitygeneralized measure of correlationnominal response modelextreme response styleTALIS |
spellingShingle | Xue Zhang Chunyang Zhao Yuqiao Xu Shanhuai Liu Zhihui Wu Kernel Causality Among Teacher Self-Efficacy, Job Satisfaction, School Climate, and Workplace Well-Being and Stress in TALIS Frontiers in Psychology kernel causality generalized measure of correlation nominal response model extreme response style TALIS |
title | Kernel Causality Among Teacher Self-Efficacy, Job Satisfaction, School Climate, and Workplace Well-Being and Stress in TALIS |
title_full | Kernel Causality Among Teacher Self-Efficacy, Job Satisfaction, School Climate, and Workplace Well-Being and Stress in TALIS |
title_fullStr | Kernel Causality Among Teacher Self-Efficacy, Job Satisfaction, School Climate, and Workplace Well-Being and Stress in TALIS |
title_full_unstemmed | Kernel Causality Among Teacher Self-Efficacy, Job Satisfaction, School Climate, and Workplace Well-Being and Stress in TALIS |
title_short | Kernel Causality Among Teacher Self-Efficacy, Job Satisfaction, School Climate, and Workplace Well-Being and Stress in TALIS |
title_sort | kernel causality among teacher self efficacy job satisfaction school climate and workplace well being and stress in talis |
topic | kernel causality generalized measure of correlation nominal response model extreme response style TALIS |
url | https://www.frontiersin.org/articles/10.3389/fpsyg.2021.694961/full |
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