Evidence map›Paper›PMID 34089114›Full record

ArticleThe European journal of health economics : HEPAC : health economics in prevention and care2021

Effect of financial inclusion on out-of-pocket health expenditure: empirics from Ghana.

Isaac Koomson, Abdallah Abdul-Mumuni, Anthony Abbam

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In one paragraph

Article in The European journal of health economics : HEPAC : health economics in prevention and care, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Article
  2. Bridging Financial Inclusion and Health Equity in LMICs: Evidence from a Half-Century of Bibliometric Data.International journal of environmental research and public health · 2026
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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

3 authors.

Isaac KoomsonUNE Business School, Faculty of Science, Agriculture, Business and Law, University of New England, Armidale, NSW, Australia. ikoomso2@une.edu.au.ORCID http://orcid.org/0000-0002-2929-4992
Abdallah Abdul-MumuniDepartment of Banking and Finance, University of Professional Studies, Accra, Ghana.
Anthony AbbamDepartment of Economics, Faculty of Social Sciences Education, University of Education, Winneba, Ghana.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Empirical evidence on the link between financial inclusion and out-of-pocket health expenditure remains sparse while existing studies have mainly not used a multidimensional financial inclusion index. This study examines the link between financial inclusion and out-of-pocket health expenditure in Ghana using data from the seventh round of the Ghana Living Standards Survey. To ensure robustness in findings, the standard instrumental variable (with external instruments) and Lewbel's heteroskedasticity-based instrumental variable approaches are both applied. Our findings indicate that a standard deviation increase in financial inclusion is associated with an increase in households' out-of-pocket health expenditure between 0.1367 and 1.7608 standard deviations. This finding is more pronounced for female-headed and urban-located households. Financial inclusion has a bigger association with expenses on medical products/appliances than on outpatient services. Policymakers are encouraged to design and implement programs to scale up the level of financial inclusion which has the potential of facilitating demand for health, thereby leading to better health outcomes.

Indexed as

Health ExpendituresPovertyFamily CharacteristicsFemaleGhanaHumansSocioeconomic FactorsDevelopmentFinancial inclusionGhanaHealth expenditureWell-being

Identifiers

What OpenQuestion holds

Textmetadata
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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.