ArticleBMC health services research2020
Effect of health insurance program for the poor on out-of-pocket inpatient care cost in India: evidence from a nationally representative cross-sectional survey.
Article in BMC health services research, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 53 papers, 1 of them a synthesis that pooled it.
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Who cites it
53 citing papers in PubMed, 1 synthesis or guideline pooled it, 122 citations in OpenAlex.
- Impact of public-funded health insurances in India on health care utilisation and financial risk protection: a systematic review.BMJ open · 2021Pooled it
- Can Health Insurance Mandates and Tax Credits Reduce Coverage Gaps and Out of Pocket Cost in Small Island Developing States? Modelling the Eastern Caribbean.The International journal of health planning and management · 2026Article
- Assessing intervention effects on healthcare-related financial protection in low- and middle-income countries: a rapid evidence review.Health policy and planning · 2026Review
- Inequities in Health Insurance Coverage among Tribal Populations in India: Evidence from a Multi-State Cross-Sectional Study.Journal of racial and ethnic health disparities · 2026Article
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- Prediction of factors influencing adults' likelihood of accepting any COVID-19 vaccination and their willingness to pay - a nation-wide discrete choice experiment among the general public from India.BMC public health · 2025Article
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- The impact of health and technology shifts on antibiotic use among the elderly in Thailand.Scientific reports · 2025Article
- Assessment of out-of-pocket (OOP) expenditures on essential medicines for acute and chronic illness: a comparative study across regional and socioeconomic groups in India.BMC public health · 2025Article
- Impact of Government-Funded Health Insurance on Out-of-Pocket Expenditure and Quality of Hospital-Based Care in Indian States of Madhya Pradesh and Maharashtra.Applied health economics and health policy · 2024Article
- Impact of socioeconomic status on biologics utilization in rheumatoid arthritis: revealing inequalities and healthcare efficiency.The Korean journal of internal medicine · 2024Observational
- Utilisation and barriers of social health protection program among its enrolled population of federally administrative areas, Pakistan.BMJ open quality · 2024Article
- Examining the factors contributing to a reduction in hardship financing among inpatient households in India.Scientific reports · 2024Article
- Magnitude of health expenditure induced removable poverty in India: Some reflections of Ayushman Bharat.Heliyon · 2024Article
- Social and demographic determinants of health insurance status in India: Evidence from a nationally representative cross-sectional survey.Journal of education and health promotion · 2024Article
- Do hospitalizations push households into poverty in India: evidence from national data.F1000Research · 2024Article
- Decomposing the inequalities in the catastrophic health expenditures on the hospitalization in India: empirical evidence from national sample survey data.Frontiers in public health · 2024Article
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Authors and funding
2 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundIn India, Out-of-pocket expenses accounts for about 62.6% of total health expenditure - one of the highest in the world. Lack of health insurance coverage and inadequate coverage are important reasons for high out-of-pocket health expenditures. There are many Public Health Insurance Programs offered by the Government that cover the cost of hospitalization for the people below poverty line (BPL), but their coverage is still not complete. The objective of this research is to examine the effect of Public Health Insurance Programs for the Poor on hospitalizations and inpatient Out-of-Pocket costs.
methodsData from the recent national survey by the National Sample Survey Organization, Social Consumption in Health 2014 are used. Propensity score matching was used to identify comparable non-enrolled individuals for individuals enrolled in health insurance programs. Binary logistic regression model, Tobit model, and a Two-part model were used to study the effects of enrolment under Public Health Insurance Programs for the Poor on the incidence of hospitalizations, length of hospitalization, and Out-of- Pocket payments for inpatient care.
resultsThere were 64,270 BPL people in the sample. Individuals enrolled in health insurance for the poor have 1.21 higher odds of incidence of hospitalization compared to matched poor individuals without the health insurance coverage. Enrollment under the poor people health insurance program did not have any effect on length of hospitalization and inpatient Out-of-Pocket health expenditures. Logistic regression model showed that chronic illness, household size, and age of the individual had significant effects on hospitalization incidence. Tobit model results showed that individuals who had chronic illnesses and belonging to other backward social group had significant effects on hospital length of stay. Tobit model showed that days of hospital stay, education and age of patient, using a private hospital for treatment, admission in a paying ward, and having some specific comorbidities had significant positive effect on out-of-pocket costs.
conclusionsEnrolment in the public health insurance programs for the poor increased the utilization of inpatient health care. Health insurance coverage should be expanded to cover outpatient services to discourage overutilization of inpatient services. To reduce out-of-pocket costs, insurance needs to cover all family members rather than restricting coverage to a specific maximum defined.
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