Evidence map›Paper›PMID 42136582›Full record

ArticleFrontiers in public health2026

The impacts of development finance for climate on public health outcomes and life satisfaction: evidence from developing countries in the global south.

Dinkneh Gebre Borojo, Jiahui Liu

Abstract read
In one paragraph

Article in Frontiers in public 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.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

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5 · Who and what money

Authors and funding

2 authors.

Dinkneh Gebre BorojoSchool of Modern Business, Yiyang Vocational and Technical College, Yiyang, China.
Jiahui LiuSchool of Economics and Management, Yiyang Vocational and Technical College, Yiyang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study assesses how development finance for climate (DFC) affects public health outcomes and life satisfaction in developing countries across the global south (GS), using panel data for 69 developing countries from 2011 to 2021. The instrumental-variable generalized method of moments (IV-GMM) is used to address endogeneity. Several alternative approaches are used for robustness analysis. The findings provide robust evidence that increased DFC is positively associated with improvements in public health outcomes and life satisfaction in developing countries in the GS. More specifically, a 1% increase in DFC is associated with a 0.025% decrease in the crude death rate and a 0.047-point increase in the life satisfaction score, suggesting that increasing DFC to promote climate resilience and mitigation yields broader wellbeing gains beyond environmental benefits for developing countries in the GS. Moreover, heterogeneity analyses indicate that the positive effects of DFC on public health and life satisfaction are more pronounced among developing countries with low health expenditure and greater exposure to environmental risks. Additionally, the effects of DFC on public health and life satisfaction vary across income groups: middle-income countries are better able to leverage DFC to improve public health outcomes and life satisfaction than low-income developing countries. Finally, crude death rate has a significant and partial mediation role in the link between DFC and life satisfaction. Therefore, the results provide multifaceted evidence of DFC's effects on the health and social wellbeing of developing countries in the GS and offer important policy recommendations aligned with SDG-3.

Indexed as

Climate ChangeDeveloping CountriesPersonal SatisfactionPublic HealthHumanscrude death ratedeveloping countriesdevelopment finance for climateglobal southIV-GMMlife satisfactionpublic health

Identifiers

PMID42136582
PMCPMC13167978

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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.