Evidence map›Paper›PMID 42812849›Full record

ReviewPublic health challenges2026

Willingness-to-Pay for Health Insurance in South Asia: A Systematic Review and Meta-Analysis.

Md Fuad Al Fidah, Sayeda Sumaiya Efa, Md Ridwan Islam, Md Abdullah Saeed Khan

Abstract readReview
In one paragraph

Review in Public health challenges, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Md Fuad Al FidahNational Institute of Preventive and Social Medicine Dhaka Bangladesh.ORCID https://orcid.org/0000-0002-6695-6342
Sayeda Sumaiya EfaBADAS TB Initiative Diabetic Association of Bangladesh (BADAS) Dhaka Bangladesh.ORCID https://orcid.org/0000-0002-9513-8103
Md Ridwan IslamInternational Center for Diarrhoeal Disease Research, Bangladesh Dhaka Bangladesh.ORCID https://orcid.org/0000-0003-4481-7699
Md Abdullah Saeed KhanNational Institute of Preventive and Social Medicine Dhaka Bangladesh.ORCID https://orcid.org/0000-0002-0707-0437

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: In low- and middle-income countries, healthcare systems rely heavily on out-of-pocket payments, causing financial hardship and limiting access to care. Globally, 800 million people spend over 10% of household income on healthcare, driving 100 million into extreme poverty due to catastrophic health expenditures (CHE). In South Asia, out-of-pocket (OOP) payments remain the primary funding source, with India and Bangladesh reporting significant CHE burdens. Health insurance (HI) can reduce costs, improve access and mitigate CHE, playing a key role in achieving universal health coverage. Objective: We conducted this systematic review and meta-analysis to estimate the proportion of willingness-to-pay (WTP) for HI and to explore the factors generally associated with it. Methods: Electronic searches of PubMed, Google Scholar and Bangladesh Journals Online (BanglaJOL), as well as citation tracking, were conducted to identify eligible studies. Study quality was assessed using the Newcastle-Ottawa Scale. Publication bias was evaluated using Egger's test and funnel plots. Leave-one-out sensitivity and subgroup analyses by WTP elicitation method and insurance type were conducted. All analyses were conducted in STATA 19. Results: We included 17 studies from 5 South Asian countries in the analysis. The pooled proportion of WTP for HI was 0.72 (95% CI: 0.61-0.82), with a 95% prediction interval of 0.20-1.00 and considerable heterogeneity ( Conclusion: Overall, 72% of participants were willing to pay for HI, although substantial heterogeneity was observed across studies. Further robust studies are needed to better characterise WTP for HI in South Asia.

Indexed as

health insurancemeta‐analysisSouth Asiawillingness‐to‐pay (WTP)

Identifiers

PMID42812849
PMCPMC13620861

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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.