의미연결망 분석과 토픽모델링을 활용한 유아교사의 교사효능감 연구 동향 분석

Analysis of Research Trends on Teacher Efficacy in Early Childhood Teachers Using Semantic Network Analysis and Topic Modeling

초록

This study aimed to analyze research trends in teacher efficacy among early childhood educators using semantic network analysis and topic modeling. 792 papers on teacher efficacy among early childhood educators, indexed in the Korea Citation Index (KCI) from 2005 to March 2025, were analyzed. The keyword frequency (TF) analysis and the keyword frequency-inverse document frequency (TF-IDF) analysis revealed that job satisfaction, environment, experience, professionalism, teacher education, play, and competence emerged as essential. The semantic network analysis, conducted by dividing the timeline into three periods, revealed that in the first period (2005–2012), education, employment, career, general, and perception had high degree centrality and betweenness centrality. In the second period (2013–2019), education, program, influence, perception, and structure showed high betweenness centrality. In the third period (2020–2025), education, support, provision, foundation, and influence were identified as having a high degree of centrality and betweenness centrality. The topic modeling results identified six major topics: enhancing play competence, overcoming psychological burnout, professional development, managing well-being, teaching strategies, and social interaction. This study is significant because it analyzes research trends in teacher efficacy among early childhood educators using text mining techniques and suggests directions for future research.

키워드

유아교사교사효능감연구 동향의미연결망토픽모델링Early childhood teacherTeacher efficacyResearch trendsSemantic networkTopic modeling
제목
의미연결망 분석과 토픽모델링을 활용한 유아교사의 교사효능감 연구 동향 분석
제목 (타언어)
Analysis of Research Trends on Teacher Efficacy in Early Childhood Teachers Using Semantic Network Analysis and Topic Modeling
저자
정선영조한익
DOI
10.17643/KJCE.2025.34.3.03
발행일
2025-08
유형
Y
저널명
아동교육
34
3
페이지
45 ~ 72