Evidence map›Paper›PMID 40866812›Full record

ArticleBMC public health2025

Financial development, public health financing, and health outcomes in Sub-Saharan Africa.

Abubakar Musah, Godfred Aawaar, Godwin Musah, Abdallah Abdul-Mumuni

Abstract read
In one paragraph

Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

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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

5 citing papers in PubMed.

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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.

Abubakar MusahDepartment of Banking and Finance, University of Professional Studies, Accra, Ghana. sidiqitrust@gmail.com.
Godfred AawaarDepartment of Accounting and Finance, Kwame Nkrumah University of Science and Technology, Kumasi, Ghana.
Godwin MusahDepartment of Banking and Finance, University of Professional Studies, Accra, Ghana.
Abdallah Abdul-MumuniDepartment of Economics and Actuarial Science, University of Professional Studies, Accra, Ghana.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThis paper examines the effect of multi-dimensional financial development on health outcomes in sub-Saharan Africa (SSA). The study decomposes financial development into access, depth, and efficiency and tests their separate effects on health outcomes. The paper also examines the interaction effect of public health spending and financial development on health outcomes.

methodsThis paper is based on panel data for forty-five countries in sub-Saharan Africa (SSA) collected from the World Development Indicators (WDI) of the World Bank and the International Monetary Fund (IMF) over the period 2000-2021. This study adopts the 2-step system Generalised Method of Moments (GMM) as the estimation technique to examine the relationships among the variables. This robust approach is chosen to effectively address potential issues of endogeneity, reverse causality, and unobserved country-specific heterogeneity inherent in the relationship between financial development and health outcomes.

resultsThe findings show that improvement in financial development measures improves health outcomes in sub-Saharan Africa (SSA). The findings further show that, in SSA, higher out-of-pocket expenses lead to worsening health outcomes. The relationship between financial development and health outcomes in sub-Saharan Africa is strongly moderated by public health financing and out-of-pocket medical expenses, suggesting important synergistic and mitigating effects.

conclusionsThe findings imply that financial development, public health financing, and out-of-pocket health expenditure are critical when it comes to improving health outcomes in sub-Saharan Africa. To lower infant and maternal mortality rates and raise life expectancy, policymakers must implement targeted actions to strengthen the financial system and lower household out-of-pocket medical expenses whilst increasing public health financing. These findings guide health policy formulation for the improvement of health outcomes in SSA.

Indexed as

Economic DevelopmentFinancing, GovernmentHealthcare FinancingHealth ExpendituresOutcome Assessment, Health CarePublic HealthAfrica South of the SaharaFemaleHumansFinancial developmentHealth outcomesOut-of-pocket health expenditurePublic health financingSub-Saharan Africa

Identifiers

PMID40866812
PMCPMC12382266

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.