ArticleFrontiers in psychology2025
Does digital literacy affect the happiness of rural residents? Evidence from China.
Article in Frontiers in psychology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
2 citing papers in PubMed.
- Empowerment or Exposure? Digital Literacy and the Vulnerabilities of Trust in Strangers Among Older Adults: Evidence from China.Behavioral sciences (Basel, Switzerland) · 2026Article
- Digital literacy and subjective wellbeing of young people: a mixed-methods approach based on SEM and fsQCA.Frontiers in psychology · 2026Article
Corrections and comments
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Authors and funding
2 authors.
Funding
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Abstract
Introduction: Digital literacy is increasingly viewed as a prerequisite for psychological wellbeing in rural societies, yet evidence on its multidimensional effects remains fragmented. Methods: Drawing on a recent nationwide rural survey, we examined how distinct facets of digital literacy relate to residents' happiness while accounting for potential endogeneity and heterogeneity across demographic groups. Robustness checks included instrumental-variable and propensity-score approaches; social trust and perceived income served as mediators. Results: Digital literacy showed a consistent positive association with subjective wellbeing that persisted across alternative specifications. The linkage was stronger among middle-aged and older adults, men, non-eastern regions, and less-educated individuals; digital work literacy exerted the largest influence. Social trust and perceived income partly explained the relationship. Discussion: Findings highlight digital literacy as a modifiable determinant of rural happiness and underscore the value of targeted, work-oriented digital-skill interventions for digitally vulnerable populations.
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