Browse > Article
http://dx.doi.org/10.22156/CS4SMB.2022.12.03.302

Analysis of Trends in Domestic Learning Counseling Research Using Text Mining Methods  

Hyun, Yong-Chan (Dept. of Education, Jeju National University)
Yang, Ji-Hye (Dept. of Education, Jeju National University)
Park, Jung-Hwan (Dept. of Education, Jeju National University)
Publication Information
Journal of Convergence for Information Technology / v.12, no.3, 2022 , pp. 302-310 More about this Journal
Abstract
This study examined the results obtained using the text mining method for research trends related to learning counseling among adolescents and suggested subsequent research directions. The top 1 and 2 of Korean youth concerns are learning and career paths. Topic modeling analysis was conducted using text mining techniques that can minimize researcher's subjectivity and prejudice for 201 academic papers above KCI registration candidates through RISS with keywords such as Learning Counseling and Academic Counseling. Learning counseling topic results showed counseling experience [topic 1], group counseling research [topic 2], parent counseling [topic 3], and learning technology program development [topic 4]. Research related to learning counseling is developing counseling for emotional stability. Group counseling, parent counseling, and learning technology programs. Learning counseling to solve adolescents' concerns is expected to continue research on integrated support through psychological emotion, parent counseling, and collaboration with learning technology experts.
Keywords
Youth; Learning Counseling; Research Trends; Text Mining; Topic Modeling;
Citations & Related Records
Times Cited By KSCI : 3  (Citation Analysis)
연도 인용수 순위
1 Y. C. Hyun, S. H. Hong & J. H. Park. (2020). Academic Warning Students' Learning Behavior Type Exploration. Journal of the Korea Academia-Industrial cooperation Society. 21(12), 819-825. DOI : 10.5762/KAIS.2020.21.12.819   DOI
2 K. Y. Lee. (2020). A Study on the Change of Economic Policy in North Korea through text-mining analysis of Economic Reseach. Doctoral dissertation Korea University, Seoul.
3 J. H. Kim, J. H. Ha & H. R. Choi.(2020). The Effect of Counselor's Supervision Experience on Counselor Development : Moderating Effect of Supervision Satisfaction. Journal of the Korea Academia-Industrial cooperation Society, 21(5), 281-293.   DOI
4 M. R. Song. (2018). The meaning and essence of counselor's experiencs in counseling for adolescents' learning. Doctoral dissertation. Sookmyung Women's University, Seoul.
5 H. E. Kim Hee & J. E. Jung (20210. The Effects of Positive Psychological Capital of Participants in the University Learning Support Program on Learning Performance Mediated by Self-determination Motivation and Learning Flow. The Journal of Learner-Centered Curriculum and Instruction, 21(5), 383-401.
6 N. R. Kim & D. H. Ann. (2016). Predictors of adolescents'learning flow : On basic psychological needs and achievement goals. Korean Journal of Youth Studies. 23(11), 159-184. DOI : 10.21509/KJYS.2016.11.23.11.159   DOI
7 M. H. Jeon. (2017). "There is no chool test, so I'm curious about the child's ability" Parents flock to private elementary school tests. Joongang (Online). https://www.joongang.co.kr/article/23652882#home
8 M. H. Olson, & B. R. Hergenhahn, (2009). An Introduction to Thetheories of Learning. (H. C. Kim. Translator & J. Y. Lee. Translator, Trans). Seoul : HAKJISA.
9 G. Chakraborty, M. Pagolu, & S. Garla, (2013). Text mining and practical methods, examples, and case studies using SAS. North Carolina: SAS Institute. Inc.
10 S. H. Lee & G. S. Kang. (2021). Analysis of research trends related to college freshman programs using text mining.. The Journal of Learner-Centered Curriculum and Instruction, 21(19), 23-39   DOI
11 Y. S. Kim & G. R. Cho. (2020). A Study on Research Trend on Group Creativity through Text Mining and Semantic Network Analysis. Journal of Korean Association for Educational Information and Media, 26(4), 743-769. DOI : 10.15833/KAFEIAM.26.4.743   DOI
12 C. S. Kim, M. H. Jung & Y. S. Hong (2008). Text Mining Techniques for Adaptable Learning. Computer and Information. Journal of the Institute of Electronics Engineers of Korea. 45(3), 31-39.
13 H. J. Yun. (2020). An Analysis of the Research Trend in Multicultural Mentoring using Text Mining. Korean Association for International Culture Exchanging. 9(1), 27-50
14 M. A. Kim & M. Song. (2012). A Study on Differences of Contents and Tones of Arguments among Newspapers Using Text Mining Analysis. Journal of intelligence and information systems, 18(3), 53-77. DOI : 10.13088/jiis.2012.18.3.053   DOI
15 B. S. Kim & J. Y. Lee. (2019) A Study on the Software Education Research Trends through Keyword Network Analysis. The Journal of Learner-Centered Curriculum and Instruction. 19(25), 385-405,
16 N. J. Chao & K. L. Cho. (2017). A Study on Research Trend and Knowledge Structure on Korean Journal of Counseling through Keyword Network Text Analysis. Korea Journal of Counseling. 18(2), 1-19. DOI : 10.15703/kjc.18.2.201704.1   DOI
17 U. H. Hwang. J. J. Hyeon & H. G. Yang (2019). An Analysis of the Research Trends in Free-Semester Using Text-Mining Techniques. Journal of Education and Culture, 25(3), 299-318. UCI : I410-ECN-0102-2019-300-001170230   DOI
18 S. W. Youn, D. H. Kim, N. R. Kim & J. P. Chun. (2017). Big Data in Education and Learning. Seoul : Communication Book.
19 K. H. Park & Y. H. Babg. (2021). Global Citizenship Education Redefined: Systematic Literature Review and Text Mining Analysis. The Journal of Learner-Centered Curriculum and Instruction, 21(13), 685-697.
20 J. E. Kim & S. G. Back (2016). Analysis of Issues on the College and University Structural Reform Evaluation Using Text Big Data Analytics. Asian Journal of Education, 17(3), 409-436. DOI : 10.15753/aje.2016.09.17.3.409   DOI
21 Y. R. Kim & H. W. Chung. (2020). An Analysis of Research Trends Concerning University Student's Career Decision. The Journal of Learner-Centered Curriculum and Instruction, 20(5), 823-845.
22 Y. J. Lee& s. s. Lee(2011). Measuring the Confidence of Human Disaster Risk Case based on Text Mining. Journal of information systems. 20(3), 63-79 DOI : 10.5859/KAIS.2011.20.3.63   DOI
23 S. A Kim. J. h. Park. H. J. Lee & Y. J. Chung. (2016). A study on the research trends of multicultural art education using the text mining technique. Multicultural Education Review. 9(2), 203-227. DOI : 10.14328/MES.2016.6.30.203   DOI
24 J. H. Yun & T. J. Park. (2019). Analysis of Research Trends on Teaching of University Professors through Topic Modeling based on Text Mining. Journal of Educational Innovation Research. 29(4). 507-529   DOI
25 J. J. Park & M. Song. (2013). A Study on the Research Trends in Library & Information Science in Korea using Topic Modeling. Journal of the Korean society for information management, 30(1), 7-32.   DOI
26 J. K. Sim (2020). Analysis of Research Trends Using Text Mining. Journal of Creative Information Culture, 6(1), 23-31. DOI : 10.32823/jcic.6.1.202004.23   DOI
27 Y. B. Kwon, M. S. Sin. (2012). Meta-Analysis of the Effects of Academic Counseling Program. The Journal of Learner-Centered Curriculum and Instruction, 12(3), 23-41.
28 J. G. Lim. (2020). Complete Learning Bible. Seoul : DASAN Edu.
29 Ministry of Education. (2019). OECD International Academic Achievement Comparative Study (PISA 2018) Results Announcement. seoul : Ministry of Education.
30 D. A. Balota & J. I. Chumbley. (1984). Are lexical decisions a good measure of lexical access? The role ofword frequency in the neglected decision stage. Journal of Experimental Psychology Human perception and performance. 10(3), 340-357.   DOI
31 E. J. Kim & M. H. Yang. (2011). An Exploratory Study on Academic Emotions of Korean students. Korean Journal of Educational Psychology. 25(3),501-521.
32 Statistical Office. (2021). 2021 Youth Statistics. Seoul. : Statistical Office.
33 S. R. Kwak (2006)A Structural Equation Modeling Analysis of Adolescents' School Adjustment. Korean Journal of Sociology of Education. 16(1), 1-26. UCI : G704-001276.2006.16.1.005
34 J. G. Lee. et al (2013). Learning Counseling. Seoul : HAKJISA.
35 S. J. Lee. et al. (2009). Educational psychology. Paju : KYOYOOK Book.
36 H. T. Kim. et al. (1996). Youth Academic Counseling. Seoul: Youth Conversation Plaza.