Browse > Article
http://dx.doi.org/10.5392/JKCA.2022.22.03.105

An Analysis for the Student's Needs of non-face-to-face based Software Lecture in General Education using Text Mining  

Jeong, Hwa-Young (경희대학교 후마니타스칼리지)
Publication Information
The Journal of the Korea Contents Association / v.22, no.3, 2022 , pp. 105-111 More about this Journal
Abstract
Multiple-choice survey types have been mainly performed to analyze students' needs for online classes. However, in order to analyze the exact needs of students, unstructured data analysis by answer for essay question is required. Big data is applied in various fields because it is possible to analyze unstructured data. This study aims to investigate and analyze what students want subjects or topics for software lecture in general education that process on non-face-to-face online teaching methods. As for the experimental method, keyword analysis and association analysis of big data were performed with unstructured data by giving a subjective questionnaire to students. By the result, we are able to know the keyword what the students want for software lecture, so it will be an important data for planning and designing software lecture of liberal arts in the future as students can grasp the topics they want to learn.
Keywords
Big Data; Text Mining; Student's Needs; Software Lecture; Online Learning;
Citations & Related Records
Times Cited By KSCI : 4  (Citation Analysis)
연도 인용수 순위
1 T. Muthuprasad, S. Aiswarya, K. S. Aditya, and Girish K. Jha, "Students' perception and preference for online education in India during COVID -19 pandemic," Social Sciences & Humanities Open, Vol.3, Issue1, 2021, 100101, https://doi.org/10.1016/j.ssaho.2020.100101.   DOI
2 H. U. Leen and T. U. Jeong, "Relationship between Academic Burnout and Learning Immersion in Non-face-to-face Learning Situations: The Mediation Effects of Meta-cognition Strategy and Emotional Support," Asian Journal of Education, Vol.22, No.3, pp.641-663, Sep. 2021.   DOI
3 김한나, 김성원, "코로나19로 인한 비대면 동영상 수업의 강의만족도가 학습효과에 미치는 영향과 자아효능감의 매개 효과 연구," 학습자중심교과교육연구, 제21권, 제1호, pp.363-387, 2021.
4 홍수민, 이정민, "온라인 영어학습공동체에서 학습실 재감과 학습몰입이 학습성과에 미치는 영향," 외국어교육연구, 제35권, 제2호, pp.53-70, 2021.   DOI
5 T. M. Song and J. Y. Song, "Prediction of risk factors of cyberbullying-related words in Korea: Application of data mining using social big data," Telematics and Informatics, Vol.58, May 2021, 101524, https://doi.org/10.1016/j.tele.2020.101524   DOI
6 Alexandra Amado, Paulo Cortez, Paulo Rita, Sergio Moro, "Research trends on Big Data in Marketing: A text mining and topic modeling based literature analysis," European Research on Management and Business Economics, Vol.24, Issue 1, pp.1-7, January-April, 2018.   DOI
7 Yong Cui, Xiao Song, Qinglei Hu, Ying Li, A. Shanthini, and Thanjai Vadivel, "Big data visualization using multimodal feedback in education," Computers & Electrical Engineering, Vol.96, Part A, Dec. 2021, 107544, https://doi.org/10.1016/j.compeleceng.2021.107544   DOI
8 Amelec Viloria, Ingrid Regina Petro Gonzalez, and Omar Bonerge Pineda Lezama, "Learning Style Preferences of College Students Using Big Data," Procedia Computer Science, Vol.160, pp.461-466, 2019.   DOI
9 이동혁, 김상춘, 박남재, "포스트코로나 시대의 언택트 교육 환경을 대비한 블록체인 기반의 온라인 학습 플랫폼," 한국정보기술학회논문지, 제18권, 제11호, pp.109-121, 2020(11).
10 Xiao-Yuan Liu, "Agricultural products intelligent marketing technology innovation in big data era," Procedia Computer Science, Vol.183, pp.648-654, 2021.   DOI
11 이현주, 유선진, "인터랙티브 미디어 기반 체험형 콘텐츠의 제작기법," 한국정보기술학회논문지, 제18권, 제12호, pp.121-129, 2020(12).
12 B. K. Potu, H. Atwa, W. A. Nasr El-Din, M. A. Othman, N. A. Sarwani, A. Fatima, A. Deifalla, and R. A. Fadel, "Learning anatomy before and during COVID-19 pandemic: Students' perceptions and exam performance," Morphologie, Available online 29 July 2021, https://doi.org/10.1016/j.morpho.2021.07.003.   DOI
13 Van ThinhLe, Ngan Ha Nguyen, Tran Le Nghi Tran, Luan Thanh Nguyen, Thi Anh Nguyen, and Minh Trang Nguyen, "The interaction patterns of pandemic-initiated online teaching: How teachers adapted," System, Available online 29 January 2022, 102755, https://doi.org/10.1016/j.system.2022.102755   DOI
14 이수연, 김태종, "토픽 모델링을 활용한 '수돗물 유충' 뉴스 빅데이터 분석," 한국콘텐츠학회논문지, 제20권, 제11호, pp.28-37, 2020(11).   DOI
15 Arjumand Masood Khan and Khan Rahat Afreen, "An approach to text analytics and text mining in multilingual natural language processing," Materials Today: Proceedings Available online 2 Jan 2021, https://doi.org/10.1016/j.matpr.2020.10.861.   DOI
16 황홍섭, "빅데이터를 활용한 사회과 교수.학습 모형의 탐색," 사회과교육, 제58권, 제1호, pp.63-98, 2019(3).
17 Herri Mulyono, Gunawan Suryoputro, and Shafa Ramadhanya Jamil, "The application of WhatsApp to support online learning during the COVID-19 pandemic in Indonesia," Heliyon, Vol.7, Issue8, Aug, 2021, https://doi.org/10.1016/j.heliyon.2021.e07853.   DOI