Evidence map›Paper›PMID 35099695›Full record

ArticleEnvironmental science and pollution research international2022

The impact of digital finance use on sustainable agricultural practices adoption among smallholder farmers: an evidence from rural China.

Peipei Zhao, Wei Zhang, Wencong Cai, Tianjun Liu

Abstract read
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In one paragraph

Article in Environmental science and pollution research international, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
15.6field-weighted citation impact, top 1% of its field
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

8 citing papers in PubMed, 61 citations in OpenAlex.

  1. Article
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  4. Review
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  6. Article
  7. Exploring the Impact of Digital Inclusive Finance on Agricultural Carbon Emission Performance in China.International journal of environmental research and public health · 2022
    Article
  8. 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

4 authors at 3 institutions in 1 country.

Peipei ZhaoCollege of Economics and Management, Northwest A & F University, Yangling, 712100, Shaanxi, People's Republic of China.
Wei ZhangZhijiang College, Zhejiang University of Technology, Shaoxing, 312000, Zhejiang, People's Republic of China.
Wencong CaiCollege of Economics and Management, Northwest A & F University, Yangling, 712100, Shaanxi, People's Republic of China.
Tianjun LiuCollege of Economics and Management, Northwest A & F University, Yangling, 712100, Shaanxi, People's Republic of China. ltj168168@nwsuaf.edu.cn.ORCID http://orcid.org/0000-0001-7974-1394
Northwest A&F University · CNNorth West Agriculture and Forestry University · CNZhejiang University of Technology · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Sustainable agricultural practices (SAPs) are conducive to increasing agricultural productivity and income while reducing resource and environmental stress. However, due to credit constraints in traditional financial markets, the adoption rate of SAPs remains low among smallholder farmers in rural China. Recently, the emergence of digital finance provides small farmers with a new way to obtain credit and alleviate their credit constraints, which may exert an impact on the adoption of SAPs. To verify this conjecture, this paper examines the impact and mechanism of digital finance use on SAPs adoption among smallholder farmers in China based on survey data collected from 903 apple growers. Empirical results showed that digital finance use significantly increases the number of SAPs adopted by smallholder farmers. Alleviating credit constraints, promoting information acquisition, and facilitating social interactions are the pathways through which digital finance use influences small farmers' SAPs adoption. Heterogeneity analysis showed that farmers with higher education level, smaller farming size, and who have received extension services adopt more SAPs with the use of digital finance. Therefore, it is suggested that the government should strengthen the construction of rural network infrastructure and provide training to promote smallholder farmers' access to digital financial services in a cost-effective and secure manner.

Indexed as

AgricultureFarmersChinaFarmsHumansRural PopulationChinaCredit constraintsDigital financeInformation acquisitionSocial interactionSustainable agricultural practices

Identifiers

PMID35099695
OpenAlexW4210642115

What OpenQuestion holds

Textmetadata
Read underepoch 390

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 OpenQuestion graph.