IDEAS home Printed from https://ideas.repec.org/a/spr/inecre/v55y2020i2d10.1007_s41775-020-00093-3.html
   My bibliography  Save this article

Socio-economic inequality in catastrophic health expenditure among households in India: A decomposition analysis

Author

Listed:
  • A. Akhtar

    (Jawaharlal Nehru University)

  • Nadeem Ahmad

    (Jawaharlal Nehru University)

  • Indrani Roy Chowdhury

    (Jawaharlal Nehru University)

Abstract

The paper investigates the socioeconomic-related inequality in the incidence of catastrophic health expenditure (CHE) over the decade (2004–2014). We tested four hypotheses: (1) whether the incidence of CHE has changed over the decade? (2) Whether the inequality in the incidence of CHE is significantly pro-rich or pro-poor? (3) What are the major determinants contributing to inequality in CHE? and (4) Whether the change in various socio-economic determinants and health policies affects inequality over the decade? We have used two rounds of surveys: NSSO (2004 and 2014) and IHDS (2004–2005 and 2011–2012), and we adopted the generalized linear model with probit link function, concentration index (CI), and Oaxaca decomposition method for the study. The post-estimation decomposition method determines the major contributing factors to inequality and as well as its relative importance to the total inequality. We find that the mean out-of-pocket health expenditure has increased over the decade. Richer household is found to be spending more on inpatient care while the poor spend more on outpatient care. There has been a slight decrease in the incidences of CHE for outpatient care, but has significantly increase in inpatient care, particularly more towards the poor household. However, the inequality in incidences of CHE for inpatient care has decreased while in the case of outpatient care it has increased over the decade. The absence of any effective health insurance coverage, household size, income, and regional differences are found to be major contributing factors towards inequality in the incidence of CHE.

Suggested Citation

  • A. Akhtar & Nadeem Ahmad & Indrani Roy Chowdhury, 2020. "Socio-economic inequality in catastrophic health expenditure among households in India: A decomposition analysis," Indian Economic Review, Springer, vol. 55(2), pages 339-369, December.
  • Handle: RePEc:spr:inecre:v:55:y:2020:i:2:d:10.1007_s41775-020-00093-3
    DOI: 10.1007/s41775-020-00093-3
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s41775-020-00093-3
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s41775-020-00093-3?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Powell-Jackson, Timothy & Mazumdar, Sumit & Mills, Anne, 2015. "Financial incentives in health: New evidence from India's Janani Suraksha Yojana," Journal of Health Economics, Elsevier, vol. 43(C), pages 154-169.
    2. Soobader, Mah-Jabeen & LeClere, Felicia B., 1999. "Aggregation and the measurement of income inequality: effects on morbidity," Social Science & Medicine, Elsevier, vol. 48(6), pages 733-744, March.
    3. Angus Deaton, 2003. "Health, Inequality, and Economic Development," Journal of Economic Literature, American Economic Association, vol. 41(1), pages 113-158, March.
    4. Kaushalendra Kumar & Ashish Singh & Santosh Kumar & Faujdar Ram & Abhishek Singh & Usha Ram & Joel Negin & Paul R Kowal, 2015. "Socio-Economic Differentials in Impoverishment Effects of Out-of-Pocket Health Expenditure in China and India: Evidence from WHO SAGE," PLOS ONE, Public Library of Science, vol. 10(8), pages 1-19, August.
    5. Owen O'Donnell & Furio C. Rosati & Eddy van Doorslaer, 2005. "Health effects of child work: Evidence from rural Vietnam," Journal of Population Economics, Springer;European Society for Population Economics, vol. 18(3), pages 437-467, September.
    6. Erreygers, Guido, 2009. "Correcting the Concentration Index: A reply to Wagstaff," Journal of Health Economics, Elsevier, vol. 28(2), pages 521-524, March.
    7. Eddy van Doorslaer & Xander Koolman, 2004. "Explaining the differences in income‐related health inequalities across European countries," Health Economics, John Wiley & Sons, Ltd., vol. 13(7), pages 609-628, July.
    8. Arsenijevic, Jelena & Pavlova, Milena & Groot, Wim, 2013. "Measuring the catastrophic and impoverishing effect of household health care spending in Serbia," Social Science & Medicine, Elsevier, vol. 78(C), pages 17-25.
    9. Rama Pal, 2010. "Analysing Catastrophic OOP Health Expenditure in India : Concepts, Determinants and Policy Implications," Microeconomics Working Papers 22775, East Asian Bureau of Economic Research.
    10. Srinivas Goli & Moradhvaj & Anu Rammohan & Shruti & Jalandhar Pradhan, 2016. "High Spending on Maternity Care in India: What Are the Factors Explaining It?," PLOS ONE, Public Library of Science, vol. 11(6), pages 1-17, June.
    11. Paul Gertler & Jonathan Gruber, 2002. "Insuring Consumption Against Illness," American Economic Review, American Economic Association, vol. 92(1), pages 51-70, March.
    12. repec:agr:journl:v:1(618):y:2019:i:1(618):p:129-150 is not listed on IDEAS
    13. Goli, Srinivas & Arokiasamy, Perianayagam, 2014. "Trends in health and health inequalities among major states of India: assessing progress through convergence models," Health Economics, Policy and Law, Cambridge University Press, vol. 9(2), pages 143-168, April.
    14. Eddy van Doorslaer & Xander Koolman & Andrew M. Jones, 2004. "Explaining income‐related inequalities in doctor utilisation in Europe," Health Economics, John Wiley & Sons, Ltd., vol. 13(7), pages 629-647, July.
    15. Eddy van Doorslaer & Owen O'Donnell & Ravindra P. Rannan‐Eliya & Aparnaa Somanathan & Shiva Raj Adhikari & Charu C. Garg & Deni Harbianto & Alejandro N. Herrin & Mohammed Nazmul Huq & Shamsia Ibragimo, 2007. "Catastrophic payments for health care in Asia," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1159-1184, November.
    16. Brijesh C. PUROHIT, 2019. "Inequity in health care sector in India: A case study of district level in four Indian states," Theoretical and Applied Economics, Asociatia Generala a Economistilor din Romania - AGER, vol. 0(1(618), S), pages 129-150, Spring.
    17. Wagstaff, Adam & van Doorslaer, Eddy & Watanabe, Naoko, 2003. "On decomposing the causes of health sector inequalities with an application to malnutrition inequalities in Vietnam," Journal of Econometrics, Elsevier, vol. 112(1), pages 207-223, January.
    18. Wagstaff, Adam & van Doorslaer, Eddy & Paci, Pierella, 1989. "Equity in the Finance and Delivery of Health Care: Some Tentative Cross-country Comparisons," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 5(1), pages 89-112, Spring.
    19. Adam Wagstaff & Eddy van Doorslaer, 2003. "Catastrophe and impoverishment in paying for health care: with applications to Vietnam 1993–1998," Health Economics, John Wiley & Sons, Ltd., vol. 12(11), pages 921-933, November.
    20. Pathak, Praveen Kumar & Singh, Abhishek, 2011. "Trends in malnutrition among children in India: Growing inequalities across different economic groups," Social Science & Medicine, Elsevier, vol. 73(4), pages 576-585, August.
    21. van Doorslaer, Eddy & Wagstaff, Adam & Bleichrodt, Han & Calonge, Samuel & Gerdtham, Ulf-G. & Gerfin, Michael & Geurts, Jose & Gross, Lorna & Hakkinen, Unto & Leu, Robert E., 1997. "Income-related inequalities in health: some international comparisons," Journal of Health Economics, Elsevier, vol. 16(1), pages 93-112, February.
    22. Laura Vallejo‐Torres & Stephen Morris, 2013. "Income‐Related Inequity In Healthcare Utilisation Among Individuals With Cardiovascular Disease In England—Accounting For Vertical Inequity," Health Economics, John Wiley & Sons, Ltd., vol. 22(5), pages 533-553, May.
    23. M.D. Azharuddin Akhtar & Nadeem Ahmad & Indrani Roy Chowdhury, 2020. "Measuring Socio-Economic Inequality in Self-Reported Morbidity in India: Decomposition Analysis," Review of Development and Change, , vol. 25(1), pages 89-111, June.
    24. Brijesh C. Purohit, 2017. "Various Approaches to Inequity: A Review of Literature," India Studies in Business and Economics, in: Inequity in Indian Health Care, chapter 0, pages 5-25, Springer.
    25. Roy, Kakoli & Howard, David Hill, 2007. "Equity in out-of-pocket payments for hospital care: Evidence from India," Health Policy, Elsevier, vol. 80(2), pages 297-307, February.
    26. Wagstaff, Adam, 2007. "The economic consequences of health shocks: Evidence from Vietnam," Journal of Health Economics, Elsevier, vol. 26(1), pages 82-100, January.
    27. Matthew Sutton, 2002. "Vertical and horizontal aspects of socio‐economic inequity in general practitioner contacts in Scotland," Health Economics, John Wiley & Sons, Ltd., vol. 11(6), pages 537-549, September.
    28. Van Minh, Hoang & Kim Phuong, Nguyen Thi & Saksena, Priyanka & James, Chris D. & Xu, Ke, 2013. "Financial burden of household out-of pocket health expenditure in Viet Nam: Findings from the National Living Standard Survey 2002–2010," Social Science & Medicine, Elsevier, vol. 96(C), pages 258-263.
    29. Jason J Madan & Knut Lonnroth & Samia Laokri & Stephen Bertel SB Squire, 2015. "What can dissaving tell us about catastrophic costs? Linear and logistic regression analysis of the relationship between patient costs and financial coping strategies adopted by tuberculosis patients ," ULB Institutional Repository 2013/223014, ULB -- Universite Libre de Bruxelles.
    30. Erreygers, Guido, 2009. "Correcting the Concentration Index," Journal of Health Economics, Elsevier, vol. 28(2), pages 504-515, March.
    31. Obinna Onwujekwe & Kara Hanson & Benjamin Uzochukwu, 2012. "Examining Inequities in Incidence of Catastrophic Health Expenditures on Different Healthcare Services and Health Facilities in Nigeria," PLOS ONE, Public Library of Science, vol. 7(7), pages 1-6, July.
    32. Indrani Gupta & William Joe, 2013. "Refining estimates of catastrophic healthcare expenditure: an application in the Indian context," International Journal of Health Economics and Management, Springer, vol. 13(2), pages 157-172, June.
    33. Eddy van Doorslaer & Owen O'Donnell & Ravindra P. Rannan-Eliya & Aparnaa Somanathan & Shiva Raj Adhikari & Charu C. Garg & Deni Harbianto & Alejandro N. Herrin & Mohammed Nazmul Huq & Shamsia Ibragimo, 2007. "Catastrophic payments for health care in Asia," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1159-1184.
    34. Ricardo Bitran, 2014. "Universal Health Coverage and the Challenge of Informal Employment: Lessons from Developing Countries," Health, Nutrition and Population (HNP) Discussion Paper Series 87077, The World Bank.
    35. Brijesh C. Purohit, 2017. "Inequity in Indian Health Care," India Studies in Business and Economics, Springer, number 978-981-10-5044-2, September.
    36. Kakwani, Nanak & Wagstaff, Adam & van Doorslaer, Eddy, 1997. "Socioeconomic inequalities in health: Measurement, computation, and statistical inference," Journal of Econometrics, Elsevier, vol. 77(1), pages 87-103, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Uğur Ercan, 2021. "The Determinants of Turkey Household Catastrophic Health Expenditures: A Different Approach by Data Mining," Alphanumeric Journal, Bahadir Fatih Yildirim, vol. 9(2), pages 229-246, December.
    2. Shreya Banerjee & Indrani Roy Chowdhury, 2020. "Inequities in curative health-care utilization among the adult population (20–59 years) in India: A comparative analysis of NSS 71st (2014) and 75th (2017–18) rounds," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-23, November.
    3. Azharuddin Akhtar & Indrani Roy Chowdhury, 2023. "The socioeconomic inequity in healthcare utilization among individuals with cardiovascular diseases in India," Health Economics, John Wiley & Sons, Ltd., vol. 32(5), pages 1000-1018, May.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. M.D. Azharuddin Akhtar & Nadeem Ahmad & Indrani Roy Chowdhury, 2020. "Measuring Socio-Economic Inequality in Self-Reported Morbidity in India: Decomposition Analysis," Review of Development and Change, , vol. 25(1), pages 89-111, June.
    2. Shreya Banerjee & Indrani Roy Chowdhury, 2020. "Inequities in curative health-care utilization among the adult population (20–59 years) in India: A comparative analysis of NSS 71st (2014) and 75th (2017–18) rounds," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-23, November.
    3. FLEURBAEY, Marc & SCHOKKAERT, Erik, 2011. "Equity in health and health care," LIDAM Discussion Papers CORE 2011026, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    4. Eddy van Doorslaer & Owen O'Donnell, 2008. "Measurement and Explanation of Inequality in Health and Health Care in Low-Income Settings," WIDER Working Paper Series DP2008-04, World Institute for Development Economic Research (UNU-WIDER).
    5. Martin Siegel & Karl Mosler, 2014. "Semiparametric Modeling Of Age‐Specific Variations In Income Related Health Inequalities," Health Economics, John Wiley & Sons, Ltd., vol. 23(7), pages 870-878, July.
    6. Martha Tangeni Nghipandulwa & Alfred Kechia Mukong, 2023. "Estimating Income-Related Health Inequalities Associated with Tobacco and Alcohol Consumption in Namibia," IJERPH, MDPI, vol. 20(2), pages 1-17, January.
    7. Hai Zhong, 2010. "On decomposing the inequality and inequity change in health care utilization: change in means, or change in the distributions?," International Journal of Health Economics and Management, Springer, vol. 10(4), pages 369-386, December.
    8. Gerdtham, Ulf-G & Lundborg, Petter & Lyttkens, Carl Hampus & Nystedt, Paul, 2012. "Do Socioeconomic Factors Really Explain Income-Related Inequalities in Health? Applying a Twin Design to Standard Decomposition Analysis," Working Papers 2012:21, Lund University, Department of Economics.
    9. Ahmed Shoukry Rashad & Mesbah Fathy Sharaf, 2015. "Catastrophic Economic Consequences of Healthcare Payments: Effects on Poverty Estimates in Egypt, Jordan, and Palestine," Economies, MDPI, vol. 3(4), pages 1-19, November.
    10. David Cantarero & Marta Pascual & Jose Maria Sarabia, 2004. "Can income inequality contribute to understand inequalities in health? An empirical approach based on the European Community Household Panel," ERSA conference papers ersa04p230, European Regional Science Association.
    11. Mohammad Habibullah Pulok & Kees Gool & Mohammad Hajizadeh & Sara Allin & Jane Hall, 2020. "Measuring horizontal inequity in healthcare utilisation: a review of methodological developments and debates," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 21(2), pages 171-180, March.
    12. García-Gómez, Pilar & Hernández-Quevedo, Cristina & Jiménez-Rubio, Dolores & Oliva-Moreno, Juan, 2015. "Inequity in long-term care use and unmet need: Two sides of the same coin," Journal of Health Economics, Elsevier, vol. 39(C), pages 147-158.
    13. Jay Dev Dubey, 2021. "Measuring Income Elasticity of Healthcare-Seeking Behavior in India: A Conditional Quantile Regression Approach," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 19(4), pages 767-793, December.
    14. H. Eme Ichoku & William Fonta & Michael Thiede, 2011. "Socioeconomic gradients in self-rated health: a developing country case study of Enugu State, Nigeria," Economic Change and Restructuring, Springer, vol. 44(3), pages 179-202, August.
    15. Van de Poel, Ellen & Van Doorslaer, Eddy & O’Donnell, Owen, 2012. "Measurement of inequity in health care with heterogeneous response of use to need," Journal of Health Economics, Elsevier, vol. 31(4), pages 676-689.
    16. Costa-Font, Joan & Hernández-Quevedo, Cristina & Jiménez-Rubio, Dolores, 2014. "Income inequalities in unhealthy life styles in England and Spain," Economics & Human Biology, Elsevier, vol. 13(C), pages 66-75.
    17. Olufunke Alaba & Lumbwe Chola, 2014. "Socioeconomic Inequalities in Adult Obesity Prevalence in South Africa: A Decomposition Analysis," IJERPH, MDPI, vol. 11(3), pages 1-20, March.
    18. Eibhlin Hudson & David Madden & Irene Mosca, 2015. "A Formal Investigation of Inequalities in Health Behaviours After Age 50 on the Island of Ireland," The Economic and Social Review, Economic and Social Studies, vol. 46(2), pages 233-265.
    19. Van Ourti, Tom & van Doorslaer, Eddy & Koolman, Xander, 2009. "The effect of income growth and inequality on health inequality: Theory and empirical evidence from the European Panel," Journal of Health Economics, Elsevier, vol. 28(3), pages 525-539, May.
    20. Laura Vallejo‐Torres & Stephen Morris, 2013. "Income‐Related Inequity In Healthcare Utilisation Among Individuals With Cardiovascular Disease In England—Accounting For Vertical Inequity," Health Economics, John Wiley & Sons, Ltd., vol. 22(5), pages 533-553, May.

    More about this item

    Keywords

    Socio-economic inequality; Catastrophic health expenditure; Concentration index; Oaxaca decomposition method;
    All these keywords.

    JEL classification:

    • I14 - Health, Education, and Welfare - - Health - - - Health and Inequality
    • C2 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:inecre:v:55:y:2020:i:2:d:10.1007_s41775-020-00093-3. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.