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Digital Engagement and Successful Aging among Older Adults in China : A Machine Learning and Clustering Approach

첫 페이지 보기
  • 발행기관
    한국정보기술응용학회 바로가기
  • 간행물
    JITAM 바로가기
  • 통권
    Vol.33 No.3 (2026.06)바로가기
  • 페이지
    pp.55-66
  • 저자
    Jung Seung Lee, Soo Kyung Kim
  • 언어
    영어(ENG)
  • URL
    https://www.earticle.net/Article/A491625

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원문정보

초록

영어
As China rapidly enters an aged society, successful aging has become a critical issue for improving the quality of life of older adults. While previous studies have examined demographic, health, family, and socioeconomic factors, the role of digital engagement remains underexplored. This study investigates how internet use patterns are associated with successful aging among older adults in China. Using data from the China Longitudinal Aging Social Survey (CLASS), this study analyzes 11,649 respondents aged 60 and above. Successful aging is measured through five criteria: absence of major disease, independence in activities of daily living, absence of depression, intact cognitive function, and social engagement. Machine learning models are used to identify key predictors, and K-Modes clustering classifies older internet users by frequency of use, digital proficiency, and online activity types. The results show that internet use is an important predictor of successful aging, but its effect depends on usage patterns. Daily use and higher digital proficiency are strongly associated with successful aging, whereas occasional use shows weaker outcomes. Among the four digital engagement profiles, “Elite Users,” characterized by frequent use, high proficiency, and active engagement in information-seeking and life/health-related online activities, exhibit the highest successful aging rate and are more likely to be depression-free and socially engaged. This study shifts the focus from simple digital access to effective digital engagement and suggests that digital inclusion policies should emphasize digital empowerment, skill development, and meaningful online use among older adults.

목차

Abstract
1. Introduction
2. Related Research
2.1 Successful Aging and Its Determinants
2.2 Internet Use, Digital Engagement, and Older Adults’ Well-Being
2.3 Digital Divide and User Profiling
3. Research Framework and Research Questions
3.1 Research Framework
3.2 Research Questions
4. Data, Methodology, and Empirical Results
4.1 Data and Variables
4.2 Analytical Methods
4.3 Machine Learning Model Performance
4.4 Internet Use Frequency and Digital Proficiency
4.5 Digital Engagement Profiles
4.6 User Profiles and Successful Aging Components
5. Conclusion and Remark
5.1 Summary of Findings
5.2 Managerial Implications
5.3 Limitations and Future Research
References

저자

  • Jung Seung Lee [ Associate Professor, Department of Business Administration, Hoseo University ] First Author
  • Soo Kyung Kim [ Professor, Department of International Business Administration, PRIMUS International College, Dankook University ] Corresponding Author

참고문헌

자료제공 : 네이버학술정보

간행물 정보

발행기관

  • 발행기관명
    한국정보기술응용학회 [The Korea Society of Information Technology Applications]
  • 설립연도
    1999
  • 분야
    사회과학>경영학
  • 소개
    본 학회는 정보기술 관련 분야의 연구 및 교류를 촉진하여 국가 및 기업정보화 발전에 공헌함을 그 목적으로 한다.

간행물

  • 간행물명
    JITAM [Journal of Information Technology Applications and Management]
  • 간기
    격월간
  • pISSN
    1598-6284
  • eISSN
    2508-1209
  • 수록기간
    1999~2026
  • 십진분류
    KDC 005 DDC 005

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