Evidence map›Paper›PMID 42224291›Full record

ArticlePloS one2026

Does digital access translate into human capital gains? Assessing information technology use effects on cognitive and non-cognitive development of students in Western Rural China.

Bin Tang, Zeming Cheng, Xiaoli Lin, Yunxuan Cao, Siyi Xiao, Yunhui Ma, Kaixuan Gao

Abstract read
In one paragraph

Article in PloS one, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Bin TangCenter for Experimental Economics in Education, Faculty of Education, Shaanxi Normal University, Xi'an, Shaanxi, China.
Zeming ChengCenter for Experimental Economics in Education, Faculty of Education, Shaanxi Normal University, Xi'an, Shaanxi, China.
Xiaoli LinCenter for Experimental Economics in Education, Faculty of Education, Shaanxi Normal University, Xi'an, Shaanxi, China.
Yunxuan CaoBeijing Friendship Hospital, Capital Medical University, Beijing, China.
Siyi XiaoCenter for Experimental Economics in Education, Faculty of Education, Shaanxi Normal University, Xi'an, Shaanxi, China.
Yunhui MaCenter for Experimental Economics in Education, Faculty of Education, Shaanxi Normal University, Xi'an, Shaanxi, China.
Kaixuan GaoThe Library, Shaanxi Normal University, Xi'an, Shaanxi, China.ORCID https://orcid.org/0009-0000-7665-8464

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study explores how the use of information technology (IT) influences the development of cognitive and non-cognitive abilities among primary school students in rural areas of western China. As IT tools become more integrated into daily life, especially in underdeveloped regions, their influence on education has grown significantly. Relying on Heckman's human capital development theory, we apply Propensity Score Matching combined with a Difference-in-Differences (PSM-DID) approach to analyze two rounds of panel data collected from third and fourth grade students between 2019 and 2020. The analysis suggests that while IT use does not significantly boost cognitive skills, a slight positive trend is observed, likely reflecting the coexistence of both beneficial and adverse effects. In terms of non-cognitive skills, frequent IT use appears to enhance students' openness and increase their fondness for school and teachers, yet it is also linked to rising levels of self-blame and anxiety. Additional findings show that the effects of IT use are more pronounced among older children, Han Chinese students, and those from households with lower income or lower parental education. These results contribute to a deeper understanding of IT's role in shaping human capital in rural settings and offer practical implications for policymakers. In particular, they highlight the need to maximize the positive aspects of IT in promoting equity in education while addressing its potential downsides through more customized support for diverse student populations.

Indexed as

CognitionInformation TechnologyStudentsChildChinaFemaleHumansMaleRural Population

Identifiers

PMID42224291
PMCPMC13225661

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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.