Evidence map›Paper›PMID 41356740›Full record

ArticleHealth promotion perspectives2025

Impact of health expenditure on universal health coverage (UHC) (composite index): Global evidence.

Mohsin Raza Khan, Khalil Ullah Mohammad, Muhammad Saad Rabbani

Abstract read
In one paragraph

Article in Health promotion perspectives, 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.

Mohsin Raza KhanDepartment of Business, Bahria Business School, Bahria University, Islamabad, Pakistan.ORCID https://orcid.org/0000-0002-9658-317X
Khalil Ullah MohammadDepartment of Business, Bahria Business School, Bahria University, Islamabad, Pakistan.ORCID https://orcid.org/0000-0003-0235-0226
Muhammad Saad RabbaniDepartment of Management Sciences, Bahria Business School, Bahria University, Islamabad, Pakistan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: In recent years, global commitments to achieving universal health coverage (UHC) have emphasized the critical importance of public health funding. This study aims to explore the relationship between public health expenditure (PHE) and UHC. Methods: The study is based on Grossman's health production model, which posits that health is a commodity requiring investment. Data for this analysis was sourced from the World Bank's World Development Indicators and the World Health Organization's Global Health Expenditure Database, covering 169 countries over a 22-year period from 2000 to 2022. Both fixed and random effect panel regressions were conducted using STATA for the analysis. Results: The findings indicate that per capita domestic health expenditure significantly impacts health outcomes (0.068, 95% CI: 0.0336,0.1038), especially in combating infectious diseases (0.2543, 95% CI: 0.1552,0.3533). Additionally, higher education completion rates are linked to better health outcomes (0.0020, 95% CI: 0.0008,0.0032). The results also suggest that an aging population may require increased resources for managing non-communicable diseases (0.0184%, 95% CI: 0.0121,0.0246) and Service Capacity an access (0.0140, 95% CI: 0.0022,0.0259). Furthermore, higher life expectancy at birth strongly correlates with improved health outcomes across various sectors, marking it as a robust indicator of overall health (0.0339, 95% CI: 0.0226,0.0453). The findings indicate that per capita domestic health expenditure significantly impacts health outcomes, especially in combating infectious diseases. Additionally, higher education completion rates are linked to better health outcomes. The results also suggest that an aging population may require increased resources for managing non-communicable diseases and service capacity an access. Furthermore, higher life expectancy at birth strongly correlates with improved health outcomes across various sectors, marking it as a robust indicator of overall health. Conclusion: Our analysis using fixed effect models revealed significant factors affecting health outcomes in reproductive, maternal, newborn, and child health (RMNCH); infectious diseases (ID); non-communicable diseases (NCD); and service capacity and access (SC). Strategic health investments and policies in areas like infectious diseases, where funding directly improves health outcomes, could greatly enhance these results. Our data strongly supports increasing and strategically allocating health expenditure to maximize impact.

Indexed as

Domestic health expenditureFixed effect modelHealth expenditureInfectious diseasesNon-communicable diseasesPublic health expenditureUHC composite indexUniversal health coverageWomen’s health

Identifiers

PMID41356740
PMCPMC12680523

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.