Evidence map›Paper›PMID 41323912›Full record

ArticleFrontiers in psychology2025

Does digital literacy affect the happiness of rural residents? Evidence from China.

Yi Ding, Junnan Zhang

Abstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Yi DingVocational and Technical College, Inner Mongolia Agricultural University, Hohhot, China.
Junnan ZhangVocational and Technical College, Inner Mongolia Agricultural University, Hohhot, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

CFPSdigital dividedigital literacyhappinessinternet

Identifiers

PMID41323912
PMCPMC12657142

What Socratic holds

Textmetadata
LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.