토픽 모델링을 활용한 국내 메이커교육 연구 동향 분석

An Analysis of Research Trends on Maker Education Using LDA-based Topic Modeling
  • 임종현
  • 오여진
  • 안미리

초록

This study aimed to examine the trend in change in keywords and topics of the research of the Maker Education 2015~2020 in Korea. Abstracts of 200 academic papers related to Maker Education for the period were analyzed to find out the research trend using LDA-based Topic Modeling and suggest the implications of the Educational Technology field. As a result of the Keyword Analysis based on the value of the TF-IDF, ‘makerspace’, ‘library’, and ‘program’ appeared at the top. Next LDA-based Topic Modeling Analysis extracted seven topics which were ‘1) Maker Education for Early Childhood Education and the Necessity of Teacher Re-education’, ‘2) Student Competency and Instructional Model of Maker Education’, ‘3) Maker Education at the Museum’, ‘4) Spread of Maker Culture’, ‘5) Maker Education in Science subjects in Elementary School’, ‘6) Makerspace in Library’, and ‘7) Maker Education with a Convergence of subjects in the Regular Curriculum’. And then time-series trends were analyzed for each of the seven topics with the result of the LDA-based Topic Modeling Analysis, and ‘Maker Education for Early Childhood Education and the Necessity of Teacher Re-education’, ‘Maker Education in Science subjects in Elementary School’, and ‘Maker Education with a Convergence of subjects in the Regular Curriculum’ showed a continuous increase. These three topics could be predicted to increase in the future too. This study is meaningful in its implications and the research methodology by using LDA-based Topic Modeling to analyze trends in the research of the Maker Education. The results of this study expect follow-up researchers could use as primary data for the research of Maker Education in the future.

키워드

Maker Educationtext miningLDAtopic modelingresearch trend메이커교육텍스트 마이닝LDA토픽 모델링연구 동향
제목
토픽 모델링을 활용한 국내 메이커교육 연구 동향 분석
제목 (타언어)
An Analysis of Research Trends on Maker Education Using LDA-based Topic Modeling
저자
임종현오여진안미리
DOI
10.15833/KAFEIAM.27.3.1189
발행일
2021-09
저널명
교육정보미디어연구
27
3
페이지
1189 ~ 1219