Digital Inclusion Pathways for Older Chinese Adults in the Context of Active Aging: Secondary Analysis of 2023 China Longitudinal Aging Social Survey Data.
Digital inclusion promoted active aging indirectly, by expanding social engagement and enhancing mental health, thereby improving overall health status, with policy implications for prioritizing digital skills over access alone.
Key Findings
Results
Digital inclusion was positively associated with social engagement in older Chinese adults.
Standardized path coefficient β=.50 for the association between digital inclusion and social engagement
Analysis based on 9918 adults aged 60 years or older from the 2023 China Longitudinal Aging Social Survey
Digital inclusion was measured through digital access, device proficiency, and digital ability
Social engagement captured social support, frequency of participation in community or voluntary activities, and nononline activities
Results
Mental health showed the strongest association with self-rated health (SRH) among older adults.
Standardized path coefficient β=.74 for the association between mental health and SRH
Mental health included depressive symptoms, social adaptation, and life satisfaction
Overall health status was assessed using 3 SRH indicators: current SRH, SRH relative to age peers, and SRH relative to last year
Adding mental health to regression models produced a greater increase in model fit than adding digital inclusion alone
Results
The direct path from social engagement to overall health status was nonsignificant, indicating participation influences health primarily through psychological pathways.
P=.34 for the direct path from social engagement to overall health status
Social engagement influenced overall health status through mental health as a mediator rather than directly
Structural equation modeling was used to estimate direct and mediated effects
Analyses were two-sided with α=.05
Results
Older age, chronic disease, and functional limitations were associated with poorer overall health status.
These associations were identified through multivariable hierarchical linear regressions and structural equation modeling
Higher education and current employment were associated with better health status
Sample comprised 9918 adults aged 60 years or older from nationally representative 2023 China Longitudinal Aging Social Survey data
Analyses included descriptive statistics, multivariable hierarchical linear regressions, and structural equation modeling
Results
Digital inclusion improved model fit for health status outcomes modestly in regression analyses, while adding mental health produced a greater increase.
Digital inclusion's contribution to model fit for health outcomes was modest compared to mental health
The indirect pathway from digital inclusion to health status was mediated sequentially through social engagement and then mental health
Digital inclusion measures included digital access, device proficiency, and digital ability
The study used a secondary analysis design of newly released 2023 wave data from the China Longitudinal Aging Social Survey
Conclusions
Digital inclusion promoted active aging indirectly by expanding social engagement and enhancing mental health, thereby improving overall health status.
The pathway was specified as: digital inclusion → social engagement → mental health → overall health status
Social engagement and mental health were specified as sequential mediators
The study aimed to quantify both direct and indirect pathways through structural equation modeling
Policy recommendations emphasized improving digital skills and capability rather than access alone, and expanding meaningful social engagement opportunities
Zhao B, Wang X, Chen R, Nam E. (2026). Digital Inclusion Pathways for Older Chinese Adults in the Context of Active Aging: Secondary Analysis of 2023 China Longitudinal Aging Social Survey Data.. JMIR aging. https://doi.org/10.2196/83078