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토픽모델을 활용한 명문대 재학생의 학벌에 관한 인식 분석

A Prestigious University Students' Perceptions of their Educational Attainment by a Topic model

  • 정영선 (성신여자대학교 시회교육학과) ;
  • 이승연 (한신대학교 IR센터)
  • Young Son Jung ;
  • Seung-Yun Lee (Institute of Research Center, Hanshin Univ)
  • 투고 : 2024.03.07
  • 심사 : 2024.04.30
  • 발행 : 2024.05.31

초록

이 연구는 한국 사회에서 명문대로 분류되는 한 대학의 학생이 작성한 학벌에 대한 글쓰기 과제를 분석하여 이들이 가진 학벌에 대한 인식을 확인하고 내재한 의미를 분류한 연구이다. 분석에서 활용한 방법은 토픽 모델 중 잠재 디리클레 할당 방법으로 총 172편의 문서를 분석한 후 각 토픽에서 빈출한 키워드가 자주 등장하는 문서를 중심으로 학생의 인식을 탐색하였다. 분석 결과 도출한 토픽은 학벌의 순기능(토픽 1), 양날의 검(토픽 2), 권력공동체(토픽 3), 승리의 징표(토픽 4), 학벌의 역기능(토픽 5)의 다섯 가지이다. 각 토픽에서 가장 빈번하게 제시되는 단어를 정리하면 다음과 같다. 토픽 1에서는 '개인', '지위', '수단'이, 토픽 2는 '정의(定義)', '학교', '의미'가, 토픽 3은 '사람', '출신', '권력'이, 토픽 4는 '대학(교)', '능력', '노력'이, 토픽 5는 '학력', '우리나라', '출신'이었다. 이상의 분석을 통해 우리는 명문대 학생이 학벌을 논할 때 계급과 학벌 공동체, 사회와의 관련성을 통하여 계급재생산을 고려하지만 인종 및 민족와 같이 학벌에 영향을 미치는 기타 요인에 대하여는 크게 관심을 두지 않고 있음을 확인하였다. 앞으로의 관련 강의에서 보다 다양한 요인과 학벌의 관련성을 다룰 필요가 있다.

This study examines the essays of academic background, written by students from a university, which is classified into prestigious universities in Korean society. By Latent Dirichlet Allocation, 172 essays were analyzed to explore the students' perspectives of the academic fractionalism. The analysis identified five topics such as, functional aspects (Topic 1), double-edged nature (Topic 2), power communities (Topic 3), symbols of victory (Topic 4), and dysfunctional aspects (Topic 5). The most frequently appearing keywords are 'individual,' 'status,' and 'means' in Topic 1, 'definition,' 'school,' and 'meaning' in Topic 2, 'people,' 'origin,' and 'power' in Topic 3, 'university,' 'ability,' and 'effort' in Topic 4, and 'academic achievement,' 'South Korea,' and 'origin' in Topic 5. By exploring the topics, we found that students regarded class reproduction by education as important social issues and they showed little interest in other factors influencing academic fractionalism, such as race or ethnicity. these findings suggest that professars, who teach the impact of education on academic fractionalism, deal with the influence of diverse factors on academic fractionalism.

키워드

참고문헌

  1. S. Kwon, "Is Blind Recruitment Fair?: A Theoretical Review of Recruitment Fairness," Journal of Business Research, Vol. 36, No .1, pp. 87-98. February 2021. DOI: 10.22903/jbr.2021.36.1.87 
  2. S. S. Kim, "Symbolic Violence and Pre-modern Academic Clique Society," Social Philosophy, Vol., No. 16, pp. 131-160, October 2008. 
  3. J. H. Son and B. T. Kim, "Reality and Ideological Character of Yeonjul Society based on Hakryuk.Hakbul in Korea," The Journal of Yeolin Education, Vol. 24, No. 2, pp. 147-174, March 2016. DOI: 10.18230/tjye.2016.24.2.147 
  4. K. M. Lee, "The Conditions and Alternatives of Credentialism from the Perspective of University Students," Korean Journal of Sociology of Education, Vol. 17, No. 4, pp. 63-85, December 2007. DOI: 10.32465/ksocio.2007.17.4.003 
  5. I. S. Nahm, "Contradictions of Korean Education based on Academic Success," Korean Journal of Social Theory, Vol., No.40, pp. 101-124, pp. 05-11, November 2011. 
  6. H. Y. Park, "Credentialism and Education Fever Analyzed by Three Layers of Scholastic Ability," The Korean Journal of Educational Ideas, Vol. 32, No. 3, pp. 97-128, August 2018. DOI: 10.17283/jkedi.2018.32.3.97 
  7. E. Mangez and M. Hilgers, "The Field of Knowledge and the Policy Field in Education: PISA and the Production of Knowledge for Policy," European Educational Research Journal Vol. 11, No. 2 pp. 189-205, March 2012. DOI: 10.2304/eerj.2012.11.2.189 
  8. Y. K. Chung and Lee, H. "A New Broadcast Scheduling Scheme," Secondary Education Research, Vol. 60, No. 3, pp. 699-724, September 2012. DOI: 10.25152/ser.2012.60.3.699 
  9. E. H. Jeon, "A Narrative Research on the Identity of Academic Factionalism among Seoul National University Students," The Journal of Anthropology of Education (jae), Vol. 20, No. 3, pp. 103-148, September 2017. DOI: 10.17318/jae.2017.20.3.004 
  10. E. H. Jeon, "Qualitative Research on The Formation and Change of The 'Hakbeoljui' Identity of 'Hakbeol' Inferiorities," The Journal of Anthropology of Education (jae), Vol. 25, No. 1, pp. 39-80 March 2022. DOI: 10.17318/jae.2022.25.1.002 
  11. B. T. Kim, "An Analysis on the Cognition System of Korean Hakbulism," Korean Journal of Educational Research, Vol. 49, No. 4, pp. 25-54, June 2011. 
  12. C. H. Lee, "A Sociological Research on the Phenomena of Showing-off One's Good Academic Clique," Journal of Social Science, Vol. 15, No. 2, pp. 380-413, December 2007. DOI: 10.17787/jsgiss.2007.15.2.380 
  13. T. H. Jung, "Hakbul Ideology: Discussion on Issues and Policies to Overcome the Problems," Andragogy Today: Interdisciplinary Journal of Adult & Continuing Education, Vol. 7, No. 2, pp. 93-129, May 2004. 
  14. D. H. Kim, Korean Hakbul: Another Caste?, Seoul: Chaeksesang, April 2001.
  15. S. B. Kim, Hakbul Society: A Philosophical Inquiry into Social Agency, Gyeonggi-do: Hangilsa Publishing Co., Ltd., October 2004.
  16. H. S. Choi, "The Study on the Andragogical Research to Deconstruct the Academic Clique for Achieving the Normalization of Education," Andragogy Today: Interdisciplinary Journal of Adult & Continuing Education (IJACE), Vol. 10, No. 2, pp. 189-212, May 2007. DOI: 10.22955/ace.10.2.200705.189 
  17. B. T. Kim, Discussion on Korean Academic Attainment and Connection-based Society. Kyoungbuk National Universeity Press. 2022.
  18. J. W. Cheon, "Educational Background, Social Class, and Family, Discribed in the Drama and the J.M. Shin's Incident 드라마 〈스카이캐슬〉과 신재민 사건에 나타난 학벌.계급.가족," Critical Review of History, Vol., No. 126, pp. 423-450, February 2019. DOI: 10.38080/crh.2019.02.126.423 
  19. P. G. Baek, and N. Kim, "Research Trends in 'Women's Studies' Using Topic Modeling," The Women's Studies, Vol. 110 No. 3 pp. 159-194. September 2021. DOI: 10.33949/tws.2021.110.3.006 
  20. H. Shin and J. Choi, "Analysis of User Reviews for Webtoon Applications Using Text Mining," The Journal of the Convergence on Culture Technology (JCCT), Vol. 8 No. 4, pp. 457-468, July 2022. DOI: 10.17703/JCCT.2022.8.4.457 
  21. J. Y. Lee. "Deep Learning Research Trend Analysis using Text Mining," International Journal of Advanced Culture Technology(IJACT), Vol. 7, No. 4, pp. 295-301, November 2019, DOI: https://doi.org/10.17703/IJACT.2019.7.4.295 
  22. Y. Paek. Textmikning by R. Hanwool, 2017. 
  23. Y. Kim, Do it: learning textmining by Reasily. Easys Publishing, 2021. 
  24. P. Bourdieu and J. C. Passeron, Reproduction in education, society and culture (2nd ed.) (R. Nice, Trans.). Sage Publications, Inc., 1990. 
  25. M. Apple. "Reproduction, Contestation, and Curriculum: an Essay in Self-criticism. Interchange, Vol. 12, Nos. 2-3, pp. 27-47, 1981. 
  26. S. J. Oh and B. G. Ju, "Inequality of Opportunities for Income Acquisition in Korea," Korean Journal of Public Finance, Vol. 10. No. 3, pp. 1-30, May 2017. 
  27. B. Bernstein, "Elaborated and Restricted Codes: Their Social Origins and Some Consequences," American Anthropologist, Vol. 66, No. 6, pp. 55-69, December 1964. 
  28. S. Bowls and H. Gintis. Schooling in America. 1976, 이규환(역). 학교교육과 자본주의. 사계절, 1986. 
  29. K. Bohpal, Critical Race Theory: Confronting, Challenging, and Rethinking White Privilege. Annaul Review of Sociology, Vol. 49, (July 2023). pp. 111-128. DOI: https://doi.org/10.1146/annurev-soc-031021-123710 
  30. P. C. Murrell, African-Centered Pedagogy: Developing Schools of Achievement for African Amer ican Children (The Social Context of Education). State University of New York Press, 2002 
  31. T. J. Yosso, Critical Race Counterstories along the Chicana/Chicano Educational Pipeline, Routledge, 2005 
  32. S. Fordham and J. U. Ogbu, "Black students' school success: Coping with the 'burden of acting White'," The Urban Review, Vol. 18, No. 3, pp. 176-206, September 1986. DOI: https://doi.org/10.1007/BF01112192 
  33. Y. S. Jung, "A Study on Learning Experiences of North-Korean Defected-University Students". Journal of Learner-Centered Curriculum and Instruction, Vol. 19, No. 24, pp. 303-333. December 2019. DOI: http://dx.doc.org/10.22251/jkci2019.19.24.303 
  34. M. Youn and C. Kang "Educational inequality of immigrant students: Examining the influence of socioeconomic status on achievement gap between immigrant and native students", Multicultural Education Studies, Vol. 12, No. 4, pp. 57-77. December 2019. DOI: 10.14328/MES.2019.12.31.57