토픽모델링과 의미연결망 분석을 활용한 중등학교 학기제 교육실습 연구 동향 분석

A Study on Research Trends of Semester-Based Educational Practice through Topic Modeling and Semantic Network Analysis

초록

This study aimed to analyze studies on semester-based educational practices in secondary schools using topic modeling and semantic network analysis. We examined 23 studies related to semester-based educational practices in secondary schools, as listed by the KCI, utilizing text mining techniques from 2022 to July 2025. The term frequency (TF) analysis showed that semester-based educational practice, teaching practice, and classes appeared frequently. The TF-IDF analysis identified study, participation, analysis, and semester-based educational practice as highly ranked terms. From the LDA (Latent Dirichlet Allocation) analysis of semester-based teaching practices, two main topics emerged: (1) study on semester-based teaching practice policy, and (2) collaborative operations of semester-based teaching practices. The semantic network analysis revealed the following for each topic: Topic 1 included terms such as study, semester-based teaching practices, analysis, and teachers, while Topic 2 comprised semester-based teaching practices, study, cooperation, and implementation. This study is significant as it utilizes text mining to analyze studies on semester-based teaching practices in secondary schools, draws insights from past trends, and seeks to explore future directions in this field.

키워드

Semester based educational practice; secondary school; topic modeling; semantic network analysis; research trend; 학기제 교육실습; 중등학교; 토픽모델링; 의미연결망; 연구 동향
제목
토픽모델링과 의미연결망 분석을 활용한 중등학교 학기제 교육실습 연구 동향 분석
제목 (타언어)
A Study on Research Trends of Semester-Based Educational Practice through Topic Modeling and Semantic Network Analysis
저자
김용진; 허인화; 정선영; 하아영; 조한익
DOI
10.34226/gcl.2025.15.3.65
발행일
2025-09
유형
Y
저널명
Global Creative Leader
권
15
호
3
페이지
65 ~ 87