Evidence map›Paper›PMID 40601583›Full record

ArticlePloS one2025

Financial inclusion for sustainable agriculture: Pathways among smallholder women farmers in rural Zambia.

Gershom Endelani Mwalupaso, Xianhui Geng, Salman Ibn Yasin

Abstract read
In one paragraph

Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

3 authors.

Gershom Endelani MwalupasoCollege of Economics and Management, Nanjing Agricultural University, Nanjing, PR China.ORCID https://orcid.org/0000-0003-3552-1415
Xianhui GengCollege of Economics and Management, Nanjing Agricultural University, Nanjing, PR China.
Salman Ibn YasinCollege of Economics and Management, Nanjing Agricultural University, Nanjing, PR China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Rural women constitute a substantial portion of the global agricultural workforce yet remain marginalized in access to credit, agricultural inputs, and information. This persistent exclusion not only constrains their productivity but also undermines efforts to build resilient and sustainable food systems. As climate variability increasingly threatens smallholder farming, climate-smart agriculture (CSA) has gained prominence as a viable approach to enhance agricultural sustainability, productivity, and adaptation. However, adoption of CSA among smallholder women farmers remains patchy and elusive. In response, development actors have promoted village savings and loan associations (VSLAs) to enhance women's access to financial services. Yet, whether-and through which mechanisms-women participation (WP) in VSLAs influences CSA adoption remains insufficiently understood. To address this knowledge gap, the study investigates the pathways through which WP in VSLAs influences CSA adoption, considering the mediating role of agricultural informatization (AgI). A cross-sectional, mixed-methods design was employed, using a multistage random sampling technique to survey 436 smallholder women farmers in rural Zambia. Quantitative data were collected through a pre-tested structured questionnaire, supplemented by qualitative data from key informant interviews. Mediation analysis, using the Sobel test and bias-corrected bootstrapping, was applied to estimate pathways, while propensity score matching (PSM) was used to check the robustness of results. Findings reveal that WP in VSLAs significantly boosts CSA adoption, with a total effect size of 47%. Notably, 66% of this effect is mediated through AgI, underscoring the critical role of digital tools in supporting agricultural processes and translating financial inclusion into sustainable farming outcomes. By advancing policy discourse on the intersection of financial inclusion, gender equality, and sustainable agriculture, this research provides valuable insights for informing inclusive agricultural policies and development programs aimed at shaping future interventions in global agricultural development.

Indexed as

AgricultureFarmersRural PopulationAdultCross-Sectional StudiesFemaleHumansMiddle AgedSurveys and QuestionnairesZambia

Identifiers

PMID40601583
PMCPMC12221078

What OpenQuestion holds

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LicenceCC BY
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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.