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Income Elasticity of Out‐of‐Pocket Healthcare Expenditure for Different Provider Types in Bangladesh

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  • Ashraful Kibria
  • Shafiun N. Shimul
  • Irfat Zabeen

Abstract

The impact of income on health expenditure has been studied extensively using national‐level data; however, studies estimating the household‐level income elasticity of health expenditure, particularly by provider types, remain limited. Analysing nationally representative household survey data, we examine outpatient and inpatient out‐of‐pocket (OOP) expenses across healthcare providers and by various income levels. We employed the Heckman two‐step model and OLS regression to estimate income elasticity separately for outpatient and inpatient services. Our findings indicate that income elasticity varies significantly by service type, provider, and income level. Outpatient care at private facilities is a luxury good for the lower‐income households, while outpatient expenses for public and informal outpatient care providers remain inelastic across income levels. Private inpatient care is also income inelastic, whereas public inpatient care shows non‐uniform elasticity. Overall, lower‐income households showed greater elasticity than wealthier ones. The results imply, during income shocks, poorer households switch to cheaper public and informal care. Inpatient care is prioritised over other expenses, increasing the risk of poverty among low‐income households. The study suggests the dire need for financial protection measures, particularly for low‐income groups, as OOP health expenditure often becomes catastrophic for those households. In addition, higher income resulting from economic growth will increase the demand for private outpatient services, suggesting quality improvement for public health facilities as well as the importance of adapting healthcare policies to evolving income dynamics.

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  • Ashraful Kibria & Shafiun N. Shimul & Irfat Zabeen, 2025. "Income Elasticity of Out‐of‐Pocket Healthcare Expenditure for Different Provider Types in Bangladesh," International Journal of Health Planning and Management, Wiley Blackwell, vol. 40(2), pages 391-404, March.
  • Handle: RePEc:bla:ijhplm:v:40:y:2025:i:2:p:391-404
    DOI: 10.1002/hpm.3883
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    as
    1. Gameli Adika & Narain Sinha, 2023. "Health expenditure in Botswana: A luxury or a necessity?," Development Southern Africa, Taylor & Francis Journals, vol. 40(6), pages 1277-1290, November.
    2. Habib Nawaz Khan & Muhammad Arshad Khan & Radzuan B. Razli & Afz’a Binti Sahfie & Gulap Shehzada & Katrina Lane Krebs & Nasrin Sarvghad, 2016. "Health Care Expenditure and Economic Growth in SAARC Countries (1995–2012): A Panel Causality Analysis," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 11(3), pages 639-661, September.
    3. Asankha Pallegedara & Michael Grimm, 2018. "Have out‐of‐pocket health care payments risen under free health care policy? The case of Sri Lanka," International Journal of Health Planning and Management, Wiley Blackwell, vol. 33(3), pages 781-797, July.
    4. Syeda Hassan & Khalid Zaman & Sajid Zaman & Muhammad Shabir, 2014. "Measuring health expenditures and outcomes in saarc region: health is a luxury?," Quality & Quantity: International Journal of Methodology, Springer, vol. 48(3), pages 1421-1437, May.
    5. Hitiris, Theo & Posnett, John, 1992. "The determinants and effects of health expenditure in developed countries," Journal of Health Economics, Elsevier, vol. 11(2), pages 173-181, August.
    6. Gbesemete, Kwame P. & Gerdtham, Ulf-G., 1992. "Determinants of health care expenditure in Africa: A cross-sectional study," World Development, Elsevier, vol. 20(2), pages 303-308, February.
    7. Albert A. Okunade & Chutima Suraratdecha & David A. Benson, 2010. "Determinants of Thailand household healthcare expenditure: the relevance of permanent resources and other correlates," Health Economics, John Wiley & Sons, Ltd., vol. 19(3), pages 365-376, March.
    8. Imoh Ekpenyong, 2023. "Determining the Income Elasticity of Health Expenditure in Sub-Saharan Africa," Journal of Developing Areas, Tennessee State University, College of Business, vol. 57(2), pages 281-300, April–J.
    9. Anthony Strittmatter & Uwe Sunde, 2013. "Health and economic development—evidence from the introduction of public health care," Journal of Population Economics, Springer;European Society for Population Economics, vol. 26(4), pages 1549-1584, October.
    10. Angulo, Ana María & Barberán, Ramón & Egea, Pilar & Mur, Jesús, 2011. "An analysis of health expenditure on a microdata population basis," Economic Modelling, Elsevier, vol. 28(1-2), pages 169-180, January.
    11. Parker, Susan W. & Wong, Rebeca, 1997. "Household income and health care expenditures in Mexico," Health Policy, Elsevier, vol. 40(3), pages 237-255, June.
    12. Jones, A., 2007. "Applied Econometrics for Health Economists: A Practical Guide," Monographs, Office of Health Economics, number 000262.
    13. Lago-Peñas, Santiago & Cantarero-Prieto, David & Blázquez-Fernández, Carla, 2013. "On the relationship between GDP and health care expenditure: A new look," Economic Modelling, Elsevier, vol. 32(C), pages 124-129.
    14. Carla Blazquez-Fernandez & David Cantarero & Patricio Perez, 2014. "Disentangling the heterogeneous income elasticity and dynamics of health expenditure," Applied Economics, Taylor & Francis Journals, vol. 46(16), pages 1839-1854, June.
    15. Anindya Sen, 2005. "Is Health Care a Luxury? New Evidence from OECD Data," International Journal of Health Economics and Management, Springer, vol. 5(2), pages 147-164, June.
    16. Berta Rivera & Luis Currais, 1999. "Economic growth and health: direct impact or reverse causation?," Applied Economics Letters, Taylor & Francis Journals, vol. 6(11), pages 761-764.
    17. Syed Abdul Hamid & Afroza Begum, 2019. "Responsiveness of the urban primary health care delivery system in Bangladesh: A comparative analysis," International Journal of Health Planning and Management, Wiley Blackwell, vol. 34(1), pages 251-262, January.
    18. Getzen, Thomas E., 2000. "Health care is an individual necessity and a national luxury: applying multilevel decision models to the analysis of health care expenditures," Journal of Health Economics, Elsevier, vol. 19(2), pages 259-270, March.
    19. Patrick Puhani, 2000. "The Heckman Correction for Sample Selection and Its Critique," Journal of Economic Surveys, Wiley Blackwell, vol. 14(1), pages 53-68, February.
    20. Zijun Wang, 2009. "The determinants of health expenditures: evidence from US state-level data," Applied Economics, Taylor & Francis Journals, vol. 41(4), pages 429-435.
    21. Joan Costa‐Font & Marin Gemmill & Gloria Rubert, 2011. "Biases in the healthcare luxury good hypothesis?: a meta‐regression analysis," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 174(1), pages 95-107, January.
    22. Munic Boungnarasy, 2011. "Health care expenditures in Asia countries: Panel data analysis," Economics Bulletin, AccessEcon, vol. 31(4), pages 3169-3178.
    23. Daniel McFadden, 2008. "Human Capital Accumulation and Depreciation," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 30(3), pages 379-385.
    24. James Heckman, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    25. Imoh Ekpenyong, 2023. "Determining the Income Elasticity of Health Expenditure in Sub Sharan Africa," Journal of Developing Areas, Tennessee State University, College of Business, vol. 57(4), pages 367-380, October-D.
    26. Xu, Ke & Ravndal, Frode & Evans, David B. & Carrin, Guy, 2009. "Assessing the reliability of household expenditure data: Results of the World Health Survey," Health Policy, Elsevier, vol. 91(3), pages 297-305, August.
    27. Parkin, David & McGuire, Alistair & Yule, Brian, 1987. "Aggregate health care expenditures and national income : Is health care a luxury good?," Journal of Health Economics, Elsevier, vol. 6(2), pages 109-127, June.
    28. Donald Freeman, 2003. "Is health care a necessity or a luxury? Pooled estimates of income elasticity from US state-level data," Applied Economics, Taylor & Francis Journals, vol. 35(5), pages 495-502.
    29. Theo Hitiris, 1997. "Health care expenditure and integration in the countries of the European Union," Applied Economics, Taylor & Francis Journals, vol. 29(1), pages 1-6.
    30. Marwa Farag & A. NandaKumar & Stanley Wallack & Dominic Hodgkin & Gary Gaumer & Can Erbil, 2012. "The income elasticity of health care spending in developing and developed countries," International Journal of Health Economics and Management, Springer, vol. 12(2), pages 145-162, June.
    31. Deaton, A. & Zaidi, S., 1999. "Guidelines for Constructing Consumption Aggregates for Welfare Analysis," Papers 192, Princeton, Woodrow Wilson School - Development Studies.
    32. Seher Sülkü & Asena Caner, 2011. "Health care expenditures and gross domestic product: the Turkish case," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 12(1), pages 29-38, February.
    33. Aurélia Lépine, 2015. "Is Health a Necessity in Sub‐Saharan Africa? An Investigation of Income‐Elasticity of Health Expenditures In Rural Senegal," Journal of International Development, John Wiley & Sons, Ltd., vol. 27(7), pages 1153-1177, October.
    34. Angus Deaton & Salman Zaidi, 2002. "Guidelines for Constructing Consumption Aggregates for Welfare Analysis," World Bank Publications, The World Bank, number 14101, April.
    35. James Ang, 2010. "The determinants of health care expenditure in Australia," Applied Economics Letters, Taylor & Francis Journals, vol. 17(7), pages 639-644.
    36. Murthy, Vasudeva N.R. & Okunade, Albert A., 2016. "Determinants of U.S. health expenditure: Evidence from autoregressive distributed lag (ARDL) approach to cointegration," Economic Modelling, Elsevier, vol. 59(C), pages 67-73.
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