Evidence map›Paper›PMID 42389143›Full record

ArticleSSM - population health2026

How does digital financial inclusion affect the health of older adults? Evidence from China.

Di Yuan, Kexin Deng

Abstract read
In one paragraph

Article in SSM - population health, 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
–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

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

2 authors.

Di YuanSchool of Public Administration, Chongqing Technology and Business University, Xuefu Avenue No. 19, Nan'an District, Chongqing, 400067, China.
Kexin DengSchool of Law and Sociology, Chongqing Technology and Business University, Xuefu Avenue No. 19, Nan'an District, Chongqing, 400067, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study explores the impact of digital financial inclusion (DFI) on older adults' health outcomes and the underlying mechanisms. Using data from the China Health and Retirement Longitudinal Study (CHARLS), we employ a two-way fixed effects model and an instrumental variable approach. The results indicate that advancing DFI significantly improves self-rated health and reduces functional impairment and depression in older adults. DFI primarily improves health outcomes by increasing the ability and willingness to pay for health investments. The positive effect of DFI on health is more pronounced among older adults in Midwestern provinces, with digital access, under 75 years old, and living with their children. These findings highlight the potential of DFI to promote healthy aging, and suggest that policy efforts should prioritize digital financial product innovation, strengthen payment capacity, and integrate health platforms to foster proactive health management. Targeted initiatives to improve digital access and literacy are also essential to ensure that vulnerable groups equitably share in the health benefits of the digital economy.

Indexed as

Digital financial inclusionHealth outcomesOlder adults

Identifiers

PMID42389143
PMCPMC13320549

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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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.