Browse > Article
http://dx.doi.org/10.5392/JKCA.2020.20.11.110

Sentiment Analysis of Elderly and Job in the Demographic Cliff  

Kim, Yang-Woo (한국보건복지인력개발원)
Publication Information
Abstract
Social media data serves as a proxy indicator to understand the problems and the future of public opinion in Korean society. This research used 109,015 news data from 2016 to 2018 to analyze the sensitivity of the elderly and employment in Korean society, and explored the possibility of expanding the labor force in Korean society, which is facing a cliff between the elderly and the population. Topic keywords for employment of the elderly include "elderly*employment", "elderly*employment", and "elderly*wage". As a result of the analysis, positive sensitivity prevails for most of the period, and it is possible to expand the working-age population. Positive feelings about expanding employment opportunities for the elderly and negative feelings about low wages have brought to light the reality of the elderly who are still poor despite their work. In this study, social big data was used to analyze the perceptions and sensibilities of Korean society related to the elderly and employment through hierarchical crowd analysis and related text mining analysis.
Keywords
Big Data; Sentiment Analysis; Elderly; Low Birthrate and Aging; Jobs;
Citations & Related Records
Times Cited By KSCI : 3  (Citation Analysis)
연도 인용수 순위
1 이윤경, "An Outlook for Social Changes in an Aged Korea: Implications from the Japanese Case," 보건복지포럼, 254권, pp.9-17, 2007.
2 김성길, "인구절벽과 고령사회 위기에서 평생 배움의 미래지향적 실천, 미래교육연구, 제8권, 제3호, pp.45-62, 2018.
3 Paul E. Greenberg, Ronald C. Kessler, Howard G. Birnbaum, Stephanie A. Leong, Sarah W. Lowe, Patricia A. Berglund, and Patricia K. Corey-Lisle "The Economic Burden of Depression in the United States: How Did It Change Between 1990 and 2000?," J Clin Psychiatry. Vol.64, No.12, pp.1465-1475, 2003.   DOI
4 노상헌, "제4차 산업혁명과 사회보장법의 과제," 산업관계연구, 제27권, 제2호, pp.33-55, 2017.
5 S. M. Park, C. M. Eom, B. W. On, and D. W. Jeong, "An AR-KNU Sentiment Lexicon-based University Reputation Assessment Using Online News Data," The Journal of Korean Institute of Information Technology, Vol.17, No.3, pp.11-21, 2019   DOI
6 David M. Cadiz, Jennifer R. Rineer, and Donald M. Truxillo, "Lifespan Perspectives on Job and Work Design," Work Across the Lifespan, pp.263-290, 2019.
7 권중돈, 손의성, "노인의 자기인식과 차별경험이 노인의 사회참여에 미치는 영향과 자기효능감의 매개효과," 노인복지연구, 제49권, 제1호, pp.81-105, 2010.
8 Ken Harada, Hidehiro Sugisawa, Yoko Sugihara, Shizuko Yanagisawa, and Masaya Shimmei, "Perceived Age Discrimination and Job Satisfaction Among Older Employed Men in Japan," The International Journal of Aging and Human Development November 15, 2018.
9 "2017 인구주택총조사," 통계청, 2018.
10 "10년 후 대한민국 미래일자리의 길을 찾다," 미래창조과학부 미래준비위원회, KISTEP, KAIST 2017.
11 이지영, "노년담론에 대한 노인의 인식과 대응에 관한 질적 연구," 한국노년학, 제29권, 제3호, pp.1001-1024, 2009.
12 김동영, 박제원, 최재현, "SNS와 뉴스기사의 감성분석과 기계학습을 이용한 주가예측 모형 비교 연구," 한국IT서비스학회지, 제13권, 제3호, pp.221-233, 2014   DOI
13 E. J. Lee and Y. J. Jang, "Effects of Others' Comments on Internet News Sites on Perceptions of Reality : Perceived Public Opinion, Presumed Media Influence, and Self-Opinion," Korean Journal of Journalism & Communication Studies, Vol.53, No.4, pp.50-71. 2009.
14 J. W. Kang and S. J. Kim, "A Study on the Effect of Comments Posted under Internet News Articles : In Consideration of the Degree of Involvement in Issues and Whether or not Opinions are in Accord," Korean Journal of Journalism & Communication Studies, Vol.56, No.2, pp.143-166, 2012.
15 E. M. Kim and Y. H. Sun, "The Effect of Replies in Internet News on the Audience," Korean Journal of Journalism & Communication Studies, Vol.50, No.4, p.33-64, 2006.
16 이상원, 최창욱, 김동성, 여운영, 김종우, "소셜 미디어 상에서의 인공지능 관련 사회적 여론에 대한 다 범주 감성 분석," 지능정보연구, 제24권, 제4호, pp.266-267, 2018.
17 D. S. Kim and J. W. Kim, "Public Opinion Sensing and Trend Analysis on Social Media: A Study on Nuclear Power on Twitter," International Journal of Multimedia and Ubiquitous Engineering, pp.373-384, 2014.
18 김양우, 커뮤니티 케어와 지역사회 노인데뷔(debut), 약사공론 시론 Dec. 2018.
19 D. W. Kim and B. J. Kim, "How AlphaGo does Change People's Perception of Introduction of Artificial Intelligence into Intellectual Work?," Journal of Cybercommunication Academic Society, Vol.33, No.4, pp.107-158, 2016.
20 H. S. Yang, "The Effects of the Opinion and Quality of User Postings on Internet News Readers' Attitude Toward the News Issue," Korean Journal of Journalism & Communication Studies, Vol.52, No.2, pp.25-281, 2008.
21 박범기, 서경원, 맹상기, 강수연, "노인에 대한 혐오.배제가 노인의 자살생각 에 미치는 영향 : 자아 존중감의 매개효과를 중심으로," 한국융합인문학, 제7권, 제3호, pp.31-56, 2019.