Exploring predictors of teacher efficacy among elementary and secondary school teachers in Seoul using Sparse group lasso: focusing on differences across school levels

Teacher efficacy, a key factor in teacher professionalism, enhances both teachers’ intrinsic motivation and students’ academic achievement and school adjustment. However, the level of teacher efficacy in Korea is among the lowest in the world. In order to create conditions and provide policy support to increase teacher efficacy, this study categorized teacher efficacy into three subdomains: teaching strategies, life guidance, and learning motivation. It explored the predictors of each subdomain, distinguishing between elementary and secondary school teachers due to their different tasks and roles. To this end, we applied Sparse group lasso regression analysis, which explores predictors by considering both group and individual variable selection in a penalized regression model. We used data from the first year of the Seoul Teacher Longitudinal Study 2020. The results showed that the predictors of teacher efficacy varied by school level and sub-domain of teacher efficacy. Based on these findings, policy implications for improving teacher efficacy were proposed.

Authors

Publication Details

Journal
Korean Society for Educational Evaluation
Published
2024-09-30
DOI
https://doi.org/10.31158/jeev.2024.37.3.579
Primary Topic
Educational Systems and Policies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Exploring predictors of teacher efficacy among elementary and secondary school teachers in Seoul using Sparse group lasso: focusing on differences across school levels

Ukil Kim, Hyun-Jeong Park, Young In Lee, Sujin Baeg
Korean Society for Educational Evaluation
Educational Systems and Policies
article

Exploring predictors of teacher efficacy among elementary and secondary school teachers in Seoul using Sparse group lasso: focusing on differences across school levels

Ukil Kim, Hyun-Jeong Park, Young In Lee, Sujin Baeg
article en

Abstract

Teacher efficacy, a key factor in teacher professionalism, enhances both teachers’ intrinsic motivation and students’ academic achievement and school adjustment. However, the level of teacher efficacy in Korea is among the lowest in the world. In order to create conditions and provide policy support to increase teacher efficacy, this study categorized teacher efficacy into three subdomains: teaching strategies, life guidance, and learning motivation. It explored the predictors of each subdomain, distinguishing between elementary and secondary school teachers due to their different tasks and roles. To this end, we applied Sparse group lasso regression analysis, which explores predictors by considering both group and individual variable selection in a penalized regression model. We used data from the first year of the Seoul Teacher Longitudinal Study 2020. The results showed that the predictors of teacher efficacy varied by school level and sub-domain of teacher efficacy. Based on these findings, policy implications for improving teacher efficacy were proposed.

Korean Society for Educational EvaluationVol. 37(3)
Openalex Percentile: Top 73%
Educational Systems and Policies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Exploring predictors of teacher efficacy among elementary and secondary school teachers in Seoul using Sparse group lasso: focusing on differences across school levels — Ukil Kim, Hyun-Jeong Park, et al. · Korean Society for Educational Evaluation (2024) | TGRS Research Map | TGRS