Journal of Digital Convergence (디지털융복합연구)

The Society of Digital Policy and Management (한국디지털정책학회)
권호 표지
DOI QR코드

DOI QR Code

Counseling Outcomes Research Trend Analysis Using Topic Modeling - Focus on 「Korean Journal of Counseling」

토픽 모델링을 활용한 상담 성과 연구동향 분석 - 「상담학연구」 학술지를 중심으로

  • Park, Kwi Hwa (Department of Medical Education, Gachon University College of Medicine) ;
  • Lee, Eun Young (Ulsan Nam-Gu Counseling and Welfare Center for Youth) ;
  • Yune, So Jung (Department of Medical Education, Pusan National University School of Medicine)
  • 박귀화 (가천대학교 의과대학) ;
  • 이은영 (울산시남구청소년상담복지센터) ;
  • 윤소정 (부산대학교 의과대학)
  • Received : 2021.08.24
  • Accepted : 2021.11.20
  • Published : 2021.11.28
Download PDF
⟨ Previous Next ⟩

Abstract

The outcome of the consultation is important to both the counselor and the researcher. Analyzing the trends of research on the results of counseling that have been carried out so far will help to comprehensively structure the results of consultations. The purpose of this research is to analyze research trends in Korea, focusing on research related to the outcomes of counseling published in 「Korean Journal of Counseling」 from 2011 to 2021, which is one of the well-known academic journals in the field of counseling in Korea. This is to explore the direction of future research by navigating the knowledge structure of research. There were 197 studies used for analysis, and the final 339 keyword were extracted during the node extraction process and used for analysis. As a result of extracting potential topics using the LDA algorithm, "Measurement and evaluation of counseling outcomes", "emotions and mediate factors affecting interpersonal relationships", and "career stress and coping strategies" are the main topics. Identifying major topics through trend analysis of counseling performance research contributed to structuring counseling performance. In-depth research on these topics needs to continue thereafter.

상담의 성과는 상담자와 연구자 모두에게 중요하다. 지금까지 진행되어온 상담의 성과에 대한 연구의 동향을 분석하는 것은 상담의 성과를 종합적으로 구조화하는데 도움을 준다. 본 연구의 목적은 2011~2021년에 국내 상담분야의 저명 학회지 중 하나인 「상담학연구」에 게재된 상담 성과 관련 연구를 중심으로 연구 동향을 분석하여, 국내 상담성과 연구의 지식 구조를 탐색하고 향후 연구방향을 모색하는 것이다. 텍스트 마이닝 기법 중 중심성분석과 토픽 모델링을 활용하였다. 분석에 활용된 연구는 197개로 노드 추출 과정을 거쳐 최종 339개의 키워드가 분석에 활용되었다. LDA 알고리즘을 활용하여 잠재 토픽을 추출한 결과 '상담 성과의 측정과 평가', '대인관계에 영향을 주는 정서와 매개요인', '진로에 대한 스트레스와 대처'가 주요 토픽으로 나타났다. 상담학 연구에 게재된 상담성과 연구의 동향 분석을 통해 주요 토픽을 밝힌 것은 상담성과 연구를 보다 구조화하는 데 기여하였으며, 이후에도 이러한 주제들에 대한 심층적 연구가 지속되어야 할 필요가 있다.

Keywords

References

  1. E. Wang., S. Kim., K. Park., & K. Kim. (2014). Toward usability of reliable and clinically signigicant change (RCSC) and clinical outcomes in routine evaluation-outcome measure (CORE-OM). Korean Journal of Counseling, 15(3), 1085-1100. DOI: 10.15703/kjc.15.3.201406.1085
  2. G. Kim. (2002). Counseling psychology research: theory and methodology. Seoul: Hakjisa.
  3. H. J. Eysenck.. (1952). The effects of psychotherapy: an evaluation. Journal of Consulting Psychology, 16, 319-324. DOI: 10.1037/h0063633
  4. M. K. Yim,, J. H. Lee., H. N. Lee., T. D. Kim, & K. Choi. (2013). Evidence-based practice in psychotherapy. The Korean Journal of Psychology : General, 32(1), 251-270.
  5. Barkham, M., Hardy, G. E., & Mellor-Clark, J. (2010). Developing and delivering practice-based evidence. A guide for the for the Psychological Therapies. New York: Wiley.
  6. Wampold, B. E. (2007). Psychotherapy: The humanistic (and effective) treatment. American Psychologist, 62(8), 857-873. https://doi.org/10.1037/0003-066X.62.8.857
  7. S. K. Yoo., & D. H. Lee. (2000). An exploratory study on attitudes toward seeking professional help among Koreans. The Korean Journal of Counseling and Psychotherapy, 12(2), 55-68.
  8. Y. H. KIM., D. Kang., & J. Jeong. (2015). Trend Analysis of Learning Network in Korea. Journal of Lifelong Learning Society, 11(4), 25-48. DOI : 10.26857/JLLS.2015.11.11.4.25
  9. N. Cho., & K. Cho. (2017). A study on research trend and knowledge structure on Korean Journal of Counseling through keyword network text analysis. Korean Journal of Counseling, 18(2), 1-19. DOI : 10.15703/kjc.18.2.201704.1
  10. J. J. Choi. (2021). A systemic literature review on solution-focused brief therapy in Korea: 2007-2020.6. Family and Family Therapy, 29(1), 1-32. DOI : 10.21479/kaft.2021.29.1.1
  11. H. Lee., I. Joo., & M. Kim. (2019). A research trends of perfectionism and correlation meta analysis among related variables: Based of the major domestic journals in the field of counseling. Korean Journal of Counseling, 20(3), 343-368. https://doi.org/10.15703/kjc.20.3.201906.343
  12. H. Choi., Y. J. Kwon., & G. O. Kang. (2015). The relationship between working alliance and counseling outcome: a meta-analytic review(1990-2014). Korea Journal of Counseling, 16(3), 85-99. https://doi.org/10.15703/kjc.16.3.201506.85
  13. J. H. Kim., H. J. Mun,, & H. Lee. (2021). A study on trend analysis in convergence research applying word cloud in Korea. Journal of Digital Convergence, 19(2), 33-38. https://doi.org/10.14400/JDC.2021.19.2.033
  14. D. Y. Park., D. H Kim,, & K. W. Kim. (2021). Topic modeling-based domestic and foreign public data research trends comparative analysis. Journal of Digital Convergence, 19(2), 1-12. https://doi.org/10.14400/JDC.2021.19.2.001
  15. N. Jang., & M. Kim. (2017). Research trend analysis in fashion design studies in Korea using topic modeling. Journal of Digital Convergence, 15(6), 415-423. DOI : 10.14400/JDC.2017.15.6.415
  16. M. Kim., S. Park., Y. Kim., H. Lee.. & G. Yeo. (2021). A study on research trend in field of Busan port by social network analysis. Journal of Digital Convergence, 19(2), 117-133. DOI : 10.14400/JDC.2021.19.2.117
  17. D. M. Blei. (2012). Probabilistic topic models. Communications of the ACM, 55(4), 77-84. DOI: 10.1145/2133806.2133826
  18. H. Jelodar.. Y. Wang., C. Yuan., X. Feng,, X. Jiang, Y. Li., & L. Zhao. (2019). Latent dirichlet allocation (LDA) and topic modeling: models, applications, a survey. Multimedia Tools and Applications, 78(11), 15169-15211. DOI : 10.1007/s11042-018-6894-4
  19. Y. Lee, & J. Park. (2017). An analysis of the research trend in The Korean Journal of Measurement and Evaluation in physical education and sport science using topic models. The Korean Journal of Measurement and Evaluation in Physical Education and Sports Science, 19(2), 11-22. https://doi.org/10.21797/ksme.2017.19.2.002
  20. S. K. Kim., & E. J. Wang. (2016). Validation of the Korean inventory of the clinical outcomes in routine evaluation-outcome measure (K-CORE-OM). Korea Journal of Counseling, 17(3), 105-127. https://doi.org/10.15703/kjc.17.3.201606.105
  21. N. H. Sohn., & S. K. Yoo. (2012). A validity study on outcome questionnaire-30 (OQ-30) with Korean clients. Korea Journal of Counseling, 13(1), 1-15. https://doi.org/10.15703/kjc.13.1.201202.1
  22. S. K. Kim, & E. J. Wang. (2016). Validation of the Korean Inventory of the Clinical Outcomes in Routine Evaluation-Outcome Measure (K-CORE-OM). Korea Journal of Counseling, 17(3), 105-127. https://doi.org/10.15703/kjc.17.3.201606.105
  23. S. Park. & H. Yu. (2018). The Development of Solution-focused Group Counseling Program to Improve Interpersonal Relationship Ability for University Students. Korea Journal of Counseling, 19(2), 198-209.
  24. W. J. Park, & K. H. Lee. (2010). The Effects of Ego-Resiliency on Internalizing Problems of high school students: Mediating Effects of Positive Emotions. Korea Journal of Counseling, 11(2), 795-808. https://doi.org/10.15703/kjc.11.2.201006.795
  25. B. Kim.(2000). Current Status Policy Direction of Adolescent Career Counseling. The Korea Journal of Youth Counseling, 8, 146-169.
  26. S. Kim, & H. J. (2020). Research trend and meta-analysis in career group counseling for college students. The Journal of Employment and Career, 10(2), 91-110 https://doi.org/10.35273/JEC.2020.10.2.005
  27. S. H. Bae., & N. M. Yang. (2016). The relationship between insecure attachment and loneliness of college students: The mediating effect of rejection sensitivity and active stress coping strategy. Korea Journal of Counseling, 17(3), 355-375. https://doi.org/10.15703/kjc.17.3.201606.355
  28. Y. S. Choi, & H. Y. Hong. (2016). The mediating effect of rejection sensitivity and ambivalence over emotional expression in the relationship between insecure attachment and depression in university students. Korea Journal of Counseling, 17(4), 295-311. https://doi.org/10.15703/kjc.17.4.201608.295
  29. Y. J. Park., & W. J. Park. (2016). The effects of adult attachment on interpersonal competence - the mediating effects of emotional clarity and negative emotions. Korea Journal of Counseling, 17(6), 21-41. https://doi.org/10.15703/kjc.17.6.201612.21
  30. E, Kim, & J. Kim. (2021). The trend analysis of college students emotion research using keyword network analysis and topic modeling, Korea Journal of Counseling, 22(2), 25-55. https://doi.org/10.15703/KJC.22.2.202104.25
  31. H. S. Yoo. (2013). A theoretical review on the concepts of career resilience and the implications for adult career counseling. Korea Journal of Counseling, 14(1), 423-439. https://doi.org/10.15703/KJC.14.1.201302.423