ArticleBMJ global health2022
Health insurance coverage in low-income and middle-income countries: progress made to date and related changes in private and public health expenditure.
Article in BMJ global health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 59 papers, 2 of them syntheses that pooled 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.
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.
Who cites it
59 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Non-prescription antibiotic use and its predictors among children in low- and middle-income countries: a systematic review and meta-analysis.Italian journal of pediatrics · 2024Pooled it
- Financial hardship in families of children or adolescents with cancer: a systematic literature review.The Lancet. Oncology · 2023Pooled it
- Who Is Getting the Help They Need? An AI-Driven Study of Intersectional Disparities in Mental Health Service Utilization Among Young Adults with Suicidal Ideation.Prevention science : the official journal of the Society for Prevention Research · 2026Article
- Article
- Acceptability of ambulatory surgery provided in freestanding ambulatory surgical centers and its associated factors among surgical healthcare providers in Uganda.Surgical endoscopy · 2026Article
- The Climate-Health Divide: How Climate Change Will Rewire Health Care Across High-, Middle-, and Low-Income Settings.International journal of environmental research and public health · 2026Review
- Health insurance coverage and health service utilisation in Uganda: an analysis of the 2016 Uganda Demographic and Health Survey.BMC health services research · 2026Article
- Levels and Determinants of Health Insurance Coverage in Kenya: Cross-Sectional Evidence from KDHS 2022.Healthcare (Basel, Switzerland) · 2026Article
- Advancing Health Equity through 'One World for Health': Insights from the Seventy-Eighth World Health Assembly.Health promotion perspectives · 2026Article
- Article
- Understanding barriers to pediatric hydrocephalus management: an international survey.Child's nervous system : ChNS : official journal of the International Society for Pediatric Neurosurgery · 2026Article
- A Manifesto for Universal Healthcare: Reconstituting Primary Care Through Digital Innovation, Microbial Technologies and Empowered Citizenship.Microbial biotechnology · 2026Article
- Article
- Factors associated with breast cancer screening among insured and uninsured women in Tanzania: an analysis of the Tanzania demographic and health survey 2022.Health economics review · 2026Article
- Bringing legislation to life: Navigating intersectional barriers in implementing the Sindh Empowerment of Persons with Disabilities Act (2018) for the healthcare of children with disabilities.PLOS global public health · 2026Article
- Financial burden of severe childhood illness on households in Lao People's Democratic Republic: A prospective cohort study.PLOS global public health · 2026Article
- Health insurance in Nigeria: Findings from the People's Voice Survey.PLOS global public health · 2026Article
- A KAP assessment of awareness, attitudes and practices towards Government-sponsored health insurance schemes in India.Bioinformation · 2026Article
- Temporal Trends in Patient Choice of Outpatient Care Provider Among Vietnam's Insured Rural Residents, 2006-2020.The International journal of health planning and management · 2025Article
- Translating investments into results: the role of the World Bank in global health.BMJ global health · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionSeveral low-income and middle-income countries (LMICs) have implemented health insurance programmes to foster accessibility to healthcare and reduce catastrophic household health expenditure. However, there is little information regarding the population coverage of health insurance schemes in LMICs and on the relationship between coverage and health expenditure. This study used open-access data to assess the level of health insurance coverage in LMICs and its relationship with health expenditure.
methodsWe searched for health insurance data for all LMICs and combined this with health expenditure data. We used descriptive statistics to explore levels of and trends in health insurance coverage over time. We then used linear regression models to investigate the relationship between health insurance coverage and sources of health expenditure and catastrophic household health expenditure.
resultsWe found health insurance data for 100 LMICs and combined this with overall health expenditure data for 99 countries and household health expenditure data for 89 countries. Mean health insurance coverage was 31.1% (range: 0%-98.7%), with wide variations across country-income groups. Average health insurance coverage was 7.9% in low-income countries, 27.3% in lower middle-income countries and 52.5% in upper middle-income countries. We did not find any association between health insurance coverage and health expenditure overall, though coverage was positively associated with public health spending. Additionally, health insurance coverage was not associated with levels of or reductions in catastrophic household health expenditure or impoverishment due to health expenditure.
conclusionThese findings indicate that LMICs continue to have low levels of health insurance coverage and that health insurance may not necessarily reduce household health expenditure. However, the lack of regular estimates of health insurance coverage in LMICs does not allow us to draw solid conclusions on the relationship between health insurance coverage and health expenditure.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.