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Medical treatment loans and their effects on health care utilization and out-of-pocket expenditure: Evidence from an experiment in northern Bangladesh

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  • Nazmul Islam, Muhammed
  • Rabbani, Atonu
  • De Allegri, Manuela
  • Sarker, Malabika

Abstract

In low- and middle-income countries, the absence of formal health insurance often forces households to resort to credit for covering healthcare expenses and stabilising consumption. Traditional microcredit offerings frequently impede swift access to funds, limiting households’ ability to mitigate unforeseen health costs. Through a cluster-randomised controlled trial across 24 microfinance branches in northern Bangladesh, we investigated how modifying the features of an existing health credit scheme and reducing transaction costs could enhance credit accessibility. Our findings indicate that relaxing specific scheme features led to increased credit accessibility. This heightened access, triggered by health shocks, corresponded with a rise in utilising formal healthcare services. While we observed an overall uptick in out-of-pocket expenditures, this remained unchanged when excluding the borrowed amount. Our study suggests health credit initiatives promote formal healthcare-seeking behaviours and stimulate higher health-related spending. Immediate access to financial resources alleviates liquidity constraints, enabling increased health spending, facilitating consumption smoothing, and potentially enhancing welfare, particularly where efficient and equitable healthcare financing options are limited.

Suggested Citation

  • Nazmul Islam, Muhammed & Rabbani, Atonu & De Allegri, Manuela & Sarker, Malabika, 2024. "Medical treatment loans and their effects on health care utilization and out-of-pocket expenditure: Evidence from an experiment in northern Bangladesh," World Development, Elsevier, vol. 184(C).
  • Handle: RePEc:eee:wdevel:v:184:y:2024:i:c:s0305750x24002274
    DOI: 10.1016/j.worlddev.2024.106757
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    1. Anupa Rijal & Tara Ballav Adhikari & Jahangir A M Khan & Gabriele Berg-Beckhoff, 2018. "The economic impact of non-communicable diseases among households in South Asia and their coping strategy: A systematic review," PLOS ONE, Public Library of Science, vol. 13(11), pages 1-23, November.
    2. Syed Hamid & Syed Ahsan & Afroza Begum, 2014. "Disease-Specific Impoverishment Impact of Out-of-Pocket Payments for Health Care: Evidence from Rural Bangladesh," Applied Health Economics and Health Policy, Springer, vol. 12(4), pages 421-433, August.
    3. Paul Gertler & David I. Levine & Enrico Moretti, 2009. "Do microfinance programs help families insure consumption against illness?," Health Economics, John Wiley & Sons, Ltd., vol. 18(3), pages 257-273, March.
    4. Patryk Babiarz & Richard Widdows & Tansel Yilmazer, 2013. "Borrowing To Cope With Adverse Health Events: Liquidity Constraints, Insurance Coverage, And Unsecured Debt," Health Economics, John Wiley & Sons, Ltd., vol. 22(10), pages 1177-1198, October.
    5. Richard Blundell & Monica Costa Dias, 2000. "Evaluation methods for non-experimental data," Fiscal Studies, Institute for Fiscal Studies, vol. 21(4), pages 427-468, January.
    6. Sophie Mitra & Michael Palmer & Daniel Mont & Nora Groce, 2016. "Can Households Cope with Health Shocks in Vietnam?," Health Economics, John Wiley & Sons, Ltd., vol. 25(7), pages 888-907, July.
    7. Lechner, Michael, 2011. "The Estimation of Causal Effects by Difference-in-Difference Methods," Foundations and Trends(R) in Econometrics, now publishers, vol. 4(3), pages 165-224, November.
    8. Gharad Bryan & Shyamal Chowdhury & Ahmed Mushfiq Mobarak, 2014. "Underinvestment in a Profitable Technology: The Case of Seasonal Migration in Bangladesh," Econometrica, Econometric Society, vol. 82(5), pages 1671-1748, September.
    9. Adam Wagstaff & Magnus Lindelow, 2014. "Are Health Shocks Different? Evidence From A Multishock Survey In Laos," Health Economics, John Wiley & Sons, Ltd., vol. 23(6), pages 706-718, June.
    10. Burcay Erus & Nazli Aktakke, 2012. "Impact of healthcare reforms on out-of-pocket health expenditures in Turkey for public insurees," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 13(3), pages 337-346, June.
    11. Akotey, Joseph Oscar & Adjasi, Charles K.D., 2016. "Does Microcredit Increase Household Welfare in the Absence of Microinsurance?," World Development, Elsevier, vol. 77(C), pages 380-394.
    12. Robert Moffitt, 1991. "Program Evaluation With Nonexperimental Data," Evaluation Review, , vol. 15(3), pages 291-314, June.
    13. Dahal, Mahesh & Fiala, Nathan, 2020. "What do we know about the impact of microfinance? The problems of statistical power and precision," World Development, Elsevier, vol. 128(C).
    14. Wameq A. Raza & Ellen van de Poel & Arjun Bedi & Frans Rutten, 2016. "Impact of Community‐based Health Insurance on Access and Financial Protection: Evidence from Three Randomized Control Trials in Rural India," Health Economics, John Wiley & Sons, Ltd., vol. 25(6), pages 675-687, June.
    15. Hsiao, William C. & Yip, Winnie, 2024. "Financing and provision of healthcare for two billion people in low-income nations: Is the cooperative healthcare model a solution?," Social Science & Medicine, Elsevier, vol. 345(C).
    16. Md Mizanur Rahman & Stuart Gilmour & Eiko Saito & Papia Sultana & Kenji Shibuya, 2013. "Health-Related Financial Catastrophe, Inequality and Chronic Illness in Bangladesh," PLOS ONE, Public Library of Science, vol. 8(2), pages 1-9, February.
    17. Britta Augsburg & Ralph De Haas & Heike Harmgart & Costas Meghir, 2015. "The Impacts of Microcredit: Evidence from Bosnia and Herzegovina," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 183-203, January.
    18. Fichera, Eleonora & Savage, David, 2015. "Income and Health in Tanzania. An Instrumental Variable Approach," World Development, Elsevier, vol. 66(C), pages 500-515.
    19. Erica Field & Rohini Pande & John Papp & Y Jeanette Park, 2012. "Repayment Flexibility Can Reduce Financial Stress: A Randomized Control Trial with Microfinance Clients in India," PLOS ONE, Public Library of Science, vol. 7(9), pages 1-7, September.
    20. Chemouni, Benjamin, 2018. "The political path to universal health coverage: Power, ideas and community-based health insurance in Rwanda," World Development, Elsevier, vol. 106(C), pages 87-98.
    21. Terza, Joseph V. & Basu, Anirban & Rathouz, Paul J., 2008. "Two-stage residual inclusion estimation: Addressing endogeneity in health econometric modeling," Journal of Health Economics, Elsevier, vol. 27(3), pages 531-543, May.
    22. Wahiduddin Mahmud & Shahidur R. Khandker, 2012. "Seasonal Hunger and Public Policies : Evidence from Northwest Bangladesh," World Bank Publications - Books, The World Bank Group, number 9373, April.
    23. Askar Choudhury & James Jones & Michael Opare-Addo, 2022. "Perceived Risk and Willingness to Provide Loan to Smallholder Farmers in Ghana," Journal of African Business, Taylor & Francis Journals, vol. 23(1), pages 23-40, January.
    24. Townsend, Robert M, 1994. "Risk and Insurance in Village India," Econometrica, Econometric Society, vol. 62(3), pages 539-591, May.
    25. Sparrow, Robert & Suryahadi, Asep & Widyanti, Wenefrida, 2013. "Social health insurance for the poor: Targeting and impact of Indonesia's Askeskin programme," Social Science & Medicine, Elsevier, vol. 96(C), pages 264-271.
    26. Islam, Asadul & Maitra, Pushkar, 2012. "Health shocks and consumption smoothing in rural households: Does microcredit have a role to play?," Journal of Development Economics, Elsevier, vol. 97(2), pages 232-243.
    27. Hugh R. Waters, 1999. "Measuring the impact of health insurance with a correction for selection bias-a case study of Ecuador," Health Economics, John Wiley & Sons, Ltd., vol. 8(5), pages 473-483.
    28. Rajeev H. Dehejia & Sadek Wahba, 2002. "Propensity Score-Matching Methods For Nonexperimental Causal Studies," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 151-161, February.
    29. Abhijit Banerjee & Dean Karlan & Jonathan Zinman, 2015. "Six Randomized Evaluations of Microcredit: Introduction and Further Steps," American Economic Journal: Applied Economics, American Economic Association, vol. 7(1), pages 1-21, January.
    30. Rabbani, Atonu & Hasan, Md. Mehadi, 2021. "The role of borrowing in crisis coping among ultra-poor households in rural Bangladesh," Journal of Asian Economics, Elsevier, vol. 73(C).
    31. Ron Weber & Oliver Musshoff, 2017. "Can flexible agricultural microfinance loans limit the repayment risk of low diversified farmers?," Agricultural Economics, International Association of Agricultural Economists, vol. 48(5), pages 537-548, September.
    32. Ehrlich, Isaac & Becker, Gary S, 1972. "Market Insurance, Self-Insurance, and Self-Protection," Journal of Political Economy, University of Chicago Press, vol. 80(4), pages 623-648, July-Aug..
    33. Erica Field & Rohini Pande & John Papp & Natalia Rigol, 2013. "Does the Classic Microfinance Model Discourage Entrepreneurship among the Poor? Experimental Evidence from India," American Economic Review, American Economic Association, vol. 103(6), pages 2196-2226, October.
    34. Gawande, Kishore, 1997. "Generated regressors in linear and nonlinear models," Economics Letters, Elsevier, vol. 54(2), pages 119-126, February.
    35. Pagan, Adrian, 1984. "Econometric Issues in the Analysis of Regressions with Generated Regressors," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 25(1), pages 221-247, February.
    36. Syed Abdul Hamid & Jennifer Roberts & Paul Mosley, 2011. "Can Micro Health Insurance Reduce Poverty? Evidence From Bangladesh," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 78(1), pages 57-82, March.
    37. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    38. Rosemary E. Isoto & Abdoul G. Sam & David S. Kraybill, 2017. "Uninsured Health Shocks and Agricultural Productivity among Rural Households: The Mitigating Role of Micro-credit," Journal of Development Studies, Taylor & Francis Journals, vol. 53(12), pages 2050-2066, December.
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