Aging & Longevity

Internet Use, Subjective Age, and Mental Health Among Middle-Aged and Older Adults in China: Pressured Versus Voluntary Internet Use.

TL;DR

Voluntary Internet use demonstrated significant direct and indirect effects on reducing depressive symptoms via lowering subjective age, whereas pressured Internet use showed no discernible effect on depressive symptoms compared to nonuse.

Key Findings

Among middle-aged and older Internet users in China, 27% engaged in pressured Internet use as identified through confirmatory latent class analysis.

  • Data were drawn from the China Digital Divide and Digital Inclusion Survey (CDDDIS) involving 5231 individuals aged ≥50 years.
  • Confirmatory latent class analysis (LCA) was employed to identify pressured versus voluntary Internet use patterns.
  • The remaining approximately 73% of Internet users were classified as voluntary Internet users.

Voluntary Internet use demonstrated significant direct and indirect effects on reducing depressive symptoms among middle-aged and older adults.

  • The indirect effect of voluntary Internet use on depressive symptoms was mediated through subjective age (feeling younger).
  • Structural equation modeling was used, adjusting for covariates, to examine differential associations with depressive symptoms.
  • Both direct and indirect pathways for voluntary Internet use were statistically significant.

Pressured Internet use showed no discernible effect on depressive symptoms compared to nonuse.

  • Unlike voluntary Internet use, pressured Internet use did not yield psychological benefits in terms of reduced depressive symptoms.
  • This finding held after adjusting for covariates in structural equation modeling.
  • The comparison group was non-Internet users among adults aged ≥50 years.

Subjective age mediated the relationship between voluntary Internet use and depressive symptoms.

  • Voluntary Internet use was associated with lower subjective age (feeling younger than one's chronological age).
  • Lower subjective age in turn was associated with reduced depressive symptoms.
  • Pressured Internet use did not produce this same mediating pathway through subjective age.
  • The authors interpreted this as voluntary engagement mitigating 'stereotyped self-perceptions of aging.'

The rapid digitization of public services was identified as a contextual factor potentially exposing middle-aged and older adults to pressured Internet use.

  • The study was conducted in the context of China's swift digitization of public services.
  • The authors framed pressured Internet use as arising from external necessity rather than intrinsic motivation.
  • The study population was restricted to middle-aged and older adults (aged ≥50 years) who were considered particularly vulnerable to digital pressures.

What This Means

This research suggests that not all internet use is equally beneficial for the mental health of middle-aged and older adults. Using data from over 5,000 Chinese adults aged 50 and older, the researchers found that about one in four internet users in this age group were using the internet because they felt they had to — for example, because public services have moved online — rather than because they wanted to. This 'pressured' internet use provided no mental health benefit compared to not using the internet at all, while 'voluntary' internet use was linked to fewer symptoms of depression. The study also uncovered a psychological mechanism explaining why voluntary internet use helps: it makes people feel younger. When older adults choose to engage with the internet on their own terms, they tend to feel more youthful subjectively, and feeling younger is itself associated with better mental health and fewer depressive symptoms. This pathway — voluntary internet use leading to a younger self-perception, which in turn reduces depression — was statistically significant, while pressured internet use did not produce this same chain of effects. This research suggests that policies and programs aimed at improving digital inclusion among older populations should focus on supporting self-motivated, interest-driven digital participation rather than simply pushing older adults to use the internet out of necessity. As more government and public services move online, ensuring that older adults have genuine choice and support in how they engage with digital technology may be important for protecting their psychological well-being.

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Citation

Li L, Cheng H, Jin G, Jing R. (2026). Internet Use, Subjective Age, and Mental Health Among Middle-Aged and Older Adults in China: Pressured Versus Voluntary Internet Use.. Depression and anxiety. https://doi.org/10.1155/da/9334404