Effect of a public health protection scheme for the below-poverty-line population on out-of-pocket inpatient care expenditure in Bangladesh: findings from a quasi-experimental study

Abstract Background In Bangladesh, households’ out-of-pocket (OOP) health expenditure accounts for 68.5% of the total health expenditure. The Government of Bangladesh has been implementing a pilot health protection scheme called Shasthyo Surokhsha Karmasuchi (SSK) to protect the below-poverty-line p...

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Main Authors: Md. Golam Rabbani, Md. Zahid Hasan, Gazi Golam Mehdi, Mohammad Wahid Ahmed, Md. Nurul Amin, Mohammad Shahadt Hossain Mahmud, Ziaul Islam, Shehrin Shaila Mahmood
Format: Article
Language:English
Published: BMC 2025-08-01
Series:BMC Health Services Research
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Online Access:https://doi.org/10.1186/s12913-025-13168-9
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author Md. Golam Rabbani
Md. Zahid Hasan
Gazi Golam Mehdi
Mohammad Wahid Ahmed
Md. Nurul Amin
Mohammad Shahadt Hossain Mahmud
Ziaul Islam
Shehrin Shaila Mahmood
author_facet Md. Golam Rabbani
Md. Zahid Hasan
Gazi Golam Mehdi
Mohammad Wahid Ahmed
Md. Nurul Amin
Mohammad Shahadt Hossain Mahmud
Ziaul Islam
Shehrin Shaila Mahmood
author_sort Md. Golam Rabbani
collection DOAJ
description Abstract Background In Bangladesh, households’ out-of-pocket (OOP) health expenditure accounts for 68.5% of the total health expenditure. The Government of Bangladesh has been implementing a pilot health protection scheme called Shasthyo Surokhsha Karmasuchi (SSK) to protect the below-poverty-line population from higher financial burdens in accessing inpatient care since 2016. This study aimed to estimate and compare the OOP expenditures between patients enrolled in the SSK scheme and those not enrolled and identify the factors influencing OOP expenditures for inpatient care in Bangladesh. Methods We conducted a quasi-experimental study using an exit patient survey in 2021. A predefined standard method was used to identify the study population and among them, 314 randomly selected patients were interviewed. Simple statistics measures were employed for data presentation. The Kruskal-Wallis test and Wilcoxon Rank Sum test, and multiple log-linear regression models were applied to assess the effect of the SSK scheme and identify influencing factors. The regression results were then converted into exponentiated coefficients to facilitate interpretation of the effects on OOP health expenditures. Results The SSK patients incurred significantly lower OOP health expenditures, 3.15 times compared to non-SSK patients seeking inpatient care at SSK facilities, and 3.92 times compared to non-SSK patients at non-SSK facilities. After adjusting for covariates, SSK patients still had significantly reduced OOP health expenditures, 3.71 times lower compared to non-SSK patients at SSK facilities, and 4.36 times lower compared to non-SSK patients at non-SSK facilities. The difference in OOP payment for inpatient care across patient groups was led by direct medical OOP expenditure components. The medicine component was identified as the main driver of the OOP expenditure across patient groups. Residents of town and patients who stayed a single night at hospital experienced significantly reduced OOP expenditures for inpatient care. Among other variables, residents of towns and patients who stayed a single night at the health facility had significantly lower OOP expenditures for inpatient care. Conclusion The findings suggest that the SSK scheme reduces OOP expenses for beneficiaries and has a spill-over effect on non-beneficiaries. Ensuring service availability and accessibility is crucial for maximizing its benefits. Given its positive impact, scaling up SSK could further reduce OOP nationally and support the government’s health financing strategy (2012–2032).
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spelling doaj-art-b57abcc0ad104f939dcd6c9ca9514df82025-08-20T03:42:48ZengBMCBMC Health Services Research1472-69632025-08-0125111510.1186/s12913-025-13168-9Effect of a public health protection scheme for the below-poverty-line population on out-of-pocket inpatient care expenditure in Bangladesh: findings from a quasi-experimental studyMd. Golam Rabbani0Md. Zahid Hasan1Gazi Golam Mehdi2Mohammad Wahid Ahmed3Md. Nurul Amin4Mohammad Shahadt Hossain Mahmud5Ziaul Islam6Shehrin Shaila Mahmood7Health Economics and Financing, Health Systems and Population Studies Division, icddr,bHealth Economics and Financing, Health Systems and Population Studies Division, icddr,bHealth Economics and Financing, Health Systems and Population Studies Division, icddr,bHealth Economics and Financing, Health Systems and Population Studies Division, icddr,bHealth Economics Unit, Health Services Division, Ministry of Health & Family WelfareHealth Economics Unit, Health Services Division, Ministry of Health & Family WelfareHealth Economics and Financing, Health Systems and Population Studies Division, icddr,bHealth Economics and Financing, Health Systems and Population Studies Division, icddr,bAbstract Background In Bangladesh, households’ out-of-pocket (OOP) health expenditure accounts for 68.5% of the total health expenditure. The Government of Bangladesh has been implementing a pilot health protection scheme called Shasthyo Surokhsha Karmasuchi (SSK) to protect the below-poverty-line population from higher financial burdens in accessing inpatient care since 2016. This study aimed to estimate and compare the OOP expenditures between patients enrolled in the SSK scheme and those not enrolled and identify the factors influencing OOP expenditures for inpatient care in Bangladesh. Methods We conducted a quasi-experimental study using an exit patient survey in 2021. A predefined standard method was used to identify the study population and among them, 314 randomly selected patients were interviewed. Simple statistics measures were employed for data presentation. The Kruskal-Wallis test and Wilcoxon Rank Sum test, and multiple log-linear regression models were applied to assess the effect of the SSK scheme and identify influencing factors. The regression results were then converted into exponentiated coefficients to facilitate interpretation of the effects on OOP health expenditures. Results The SSK patients incurred significantly lower OOP health expenditures, 3.15 times compared to non-SSK patients seeking inpatient care at SSK facilities, and 3.92 times compared to non-SSK patients at non-SSK facilities. After adjusting for covariates, SSK patients still had significantly reduced OOP health expenditures, 3.71 times lower compared to non-SSK patients at SSK facilities, and 4.36 times lower compared to non-SSK patients at non-SSK facilities. The difference in OOP payment for inpatient care across patient groups was led by direct medical OOP expenditure components. The medicine component was identified as the main driver of the OOP expenditure across patient groups. Residents of town and patients who stayed a single night at hospital experienced significantly reduced OOP expenditures for inpatient care. Among other variables, residents of towns and patients who stayed a single night at the health facility had significantly lower OOP expenditures for inpatient care. Conclusion The findings suggest that the SSK scheme reduces OOP expenses for beneficiaries and has a spill-over effect on non-beneficiaries. Ensuring service availability and accessibility is crucial for maximizing its benefits. Given its positive impact, scaling up SSK could further reduce OOP nationally and support the government’s health financing strategy (2012–2032).https://doi.org/10.1186/s12913-025-13168-9Health protection schemeShasthyo Surokhsha KarmasuchiInpatientOut-of-pocket health expenditureBangladesh
spellingShingle Md. Golam Rabbani
Md. Zahid Hasan
Gazi Golam Mehdi
Mohammad Wahid Ahmed
Md. Nurul Amin
Mohammad Shahadt Hossain Mahmud
Ziaul Islam
Shehrin Shaila Mahmood
Effect of a public health protection scheme for the below-poverty-line population on out-of-pocket inpatient care expenditure in Bangladesh: findings from a quasi-experimental study
BMC Health Services Research
Health protection scheme
Shasthyo Surokhsha Karmasuchi
Inpatient
Out-of-pocket health expenditure
Bangladesh
title Effect of a public health protection scheme for the below-poverty-line population on out-of-pocket inpatient care expenditure in Bangladesh: findings from a quasi-experimental study
title_full Effect of a public health protection scheme for the below-poverty-line population on out-of-pocket inpatient care expenditure in Bangladesh: findings from a quasi-experimental study
title_fullStr Effect of a public health protection scheme for the below-poverty-line population on out-of-pocket inpatient care expenditure in Bangladesh: findings from a quasi-experimental study
title_full_unstemmed Effect of a public health protection scheme for the below-poverty-line population on out-of-pocket inpatient care expenditure in Bangladesh: findings from a quasi-experimental study
title_short Effect of a public health protection scheme for the below-poverty-line population on out-of-pocket inpatient care expenditure in Bangladesh: findings from a quasi-experimental study
title_sort effect of a public health protection scheme for the below poverty line population on out of pocket inpatient care expenditure in bangladesh findings from a quasi experimental study
topic Health protection scheme
Shasthyo Surokhsha Karmasuchi
Inpatient
Out-of-pocket health expenditure
Bangladesh
url https://doi.org/10.1186/s12913-025-13168-9
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