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...

Full description

Bibliographic Details
Main Authors: Xue Zhang, Chunyang Zhao, Yuqiao Xu, Shanhuai Liu, Zhihui Wu
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-08-01
Series:Frontiers in Psychology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpsyg.2021.694961/full
_version_ 1818433669176492032
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.
record_format Article
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
work_keys_str_mv AT xuezhang kernelcausalityamongteacherselfefficacyjobsatisfactionschoolclimateandworkplacewellbeingandstressintalis
AT chunyangzhao kernelcausalityamongteacherselfefficacyjobsatisfactionschoolclimateandworkplacewellbeingandstressintalis
AT yuqiaoxu kernelcausalityamongteacherselfefficacyjobsatisfactionschoolclimateandworkplacewellbeingandstressintalis
AT shanhuailiu kernelcausalityamongteacherselfefficacyjobsatisfactionschoolclimateandworkplacewellbeingandstressintalis
AT zhihuiwu kernelcausalityamongteacherselfefficacyjobsatisfactionschoolclimateandworkplacewellbeingandstressintalis