ArticlePloS one2024
Can farmers' digital literacy improve income? Empirical evidence from China.
Article in PloS one, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.
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.
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.
Who cites it
3 citing papers in PubMed.
- Article
- Does digital literacy affect the happiness of rural residents? Evidence from China.Frontiers in psychology · 2025Article
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
This paper explore the impacts and mechanisms of digital literacy of farm households on income. The baseline regression of the impact of digital literacy of farm households on household income uses a fixed effects regression model, and the 2SLS regression model is used to address the endogeneity problem present in the model. The findings reveal that improving digital literacy among rural households significantly increases their family income, a result that remains robust even after considering endogeneity issues. Further examination of the mechanisms shows that enhancing digital literacy among rural households significantly improves their information acquisition capabilities and cognitive skills. It also deepens financial services, boosting the usage and engagement of rural households in digital financial activities, thereby enhancing family income levels. Facilitating rural residents' access to digital skills and tools to ride the digital economic wave, ensuring fair access, and achieving sustainable family income are of paramount significance for rural revitalization. It is also a crucial step in bridging the digital divide and promoting shared prosperity.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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 OpenQuestion graph.