ArticleHealth policy and planning2024
Effect of supplementary private health insurance on out-of-pocket inpatient medical expenditure: evidence from Malaysia.
Article in Health policy and planning, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Assessing intervention effects on healthcare-related financial protection in low- and middle-income countries: a rapid evidence review.Health policy and planning · 2026Review
- Catastrophic health expenditure and commercial health insurance purchase: evidence from China.BMC health services research · 2026Article
- Between Gratitude and Responsibility: Reimagining Malaysia's Healthcare System at a Crossroads.The Malaysian journal of medical sciences : MJMS · 2026Article
- Reducing private health expenditure in Greece: the case for regulated complementary health insurance.Frontiers in public health · 2026Article
- Risk of food insecurity and its association with social determinants of health among hospitalized patients in Lebanon.BMC nutrition · 2025Article
- Can supplementary private health insurance reduce vulnerability to expected poverty and catastrophic health expenditure in China?International journal for equity in health · 2025Article
- Can supplementary private health insurance reduce poverty vulnerability? Evidence from Shandong Province.BMC public health · 2025Article
- Factors influencing the intention to purchase health insurance among middle-income Malaysians: a qualitative study.BMC public health · 2025Article
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4 authors.
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Abstract
The vital role of healthcare financing in achieving universal health coverage is indisputable. However, most countries, including Malaysia, face challenges in establishing an equitable and sustainable healthcare financing system due to escalating healthcare costs, an ageing population and a growing disease burden. With desirable pre-payment and risk pooling features, private health insurance (PHI) is considered an alternative financing option to reduce out-of-pocket (OOP) medical expenditure. However, ongoing theoretical and empirical debates persist regarding the adequacy of financial risk protection provided by PHI largely because it depends on its role, the benefit design and the regulations in place. Our study aimed to investigate the effect of supplementary PHI on OOP inpatient medical expenditure in Malaysia. Secondary data analysis was conducted using the Malaysian National Health and Morbidity Survey 2019 dataset. A total of 983 respondents with a history of inpatient hospitalization in the past 12 months were included in the study. Instrumental variable analysis using a two-stage residual inclusion was performed to address endogeneity bias, with wealth status and education level as the instrumental variables. Tobit regression model was used in the second stage considering the censored distribution of the outcome variable. Missing data were handled using multiple imputation. About one-fifth of the respondents had PHI. In this study, we found that having PHI significantly increased OOP inpatient medical expenditure in all three marginal effects. Additionally, age, residential location, ethnicity (citizenship), being covered by government guarantee letter, government funding and employer-sponsored health insurance were other significant factors associated with OOP inpatient medical expenditure. Our findings undermine a key justification to advocate PHI uptake among the population, with a need for the Malaysian government to reassess the role of PHI in healthcare financing and reconsider PHI subsidization policy. Regulations should also be strengthened to enhance the financial risk protection provided by PHI.
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