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State health insurance and out-of-pocket health expenditures in Andhra Pradesh, India

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  • Victoria Fan
  • Anup Karan
  • Ajay Mahal

Abstract

In 2007 the state of Andhra Pradesh in southern India began rolling out Aarogyasri health insurance to reduce catastrophic health expenditures in households ‘below the poverty line’. We exploit variation in program roll-out over time and districts to evaluate the impacts of the scheme using difference-in-differences. Our results suggest that within the first nine months of implementation Phase I of Aarogyasri significantly reduced out-of-pocket inpatient expenditures and, to a lesser extent, outpatient expenditures. These results are robust to checks using quantile regression and matching methods. No clear effects on catastrophic health expenditures or medical impoverishment are seen. Aarogyasri is not benefiting scheduled caste and scheduled tribe households as much as the rest of the population. Copyright Springer Science+Business Media New York 2012

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  • Victoria Fan & Anup Karan & Ajay Mahal, 2012. "State health insurance and out-of-pocket health expenditures in Andhra Pradesh, India," International Journal of Health Economics and Management, Springer, vol. 12(3), pages 189-215, September.
  • Handle: RePEc:kap:ijhcfe:v:12:y:2012:i:3:p:189-215
    DOI: 10.1007/s10754-012-9110-5
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    1. Esther Duflo, 2003. "Grandmothers and Granddaughters: Old-Age Pensions and Intrahousehold Allocation in South Africa," The World Bank Economic Review, World Bank, vol. 17(1), pages 1-25, June.
    2. Wagstaff, Adam, 2008. "Measuring financial protection in health," Policy Research Working Paper Series 4554, The World Bank.
    3. Esther Duflo, 2001. "Schooling and Labor Market Consequences of School Construction in Indonesia: Evidence from an Unusual Policy Experiment," American Economic Review, American Economic Association, vol. 91(4), pages 795-813, September.
    4. Matthew Jowett & Anil Deolalikar & Peter Martinsson, 2004. "Health insurance and treatment seeking behaviour: evidence from a low‐income country," Health Economics, John Wiley & Sons, Ltd., vol. 13(9), pages 845-857, September.
    5. Tarozzi, Alessandro, 2007. "Calculating Comparable Statistics From Incomparable Surveys, With an Application to Poverty in India," Journal of Business & Economic Statistics, American Statistical Association, vol. 25, pages 314-336, July.
    6. David Mark Dror, 2018. "Health Insurance Benefit Packages Prioritized by Low-Income Clients in India: Three Criteria to Estimate Effectiveness of Choice," World Scientific Book Chapters, in: Financing Micro Health Insurance Theory, Methods and Evidence, chapter 13, pages 253-270, World Scientific Publishing Co. Pte. Ltd..
    7. Surjit Bhalla, 2002. "Imagine There's No Country: Poverty, Inequality, and Growth in the Era of Globalization," Peterson Institute Press: All Books, Peterson Institute for International Economics, number 348, January.
    8. Kijima, Yoko, 2006. "Caste and Tribe Inequality: Evidence from India, 1983-1999," Economic Development and Cultural Change, University of Chicago Press, vol. 54(2), pages 369-404, January.
    9. Iacus, Stefano M. & King, Gary & Porro, Giuseppe, 2011. "Multivariate Matching Methods That Are Monotonic Imbalance Bounding," Journal of the American Statistical Association, American Statistical Association, vol. 106(493), pages 345-361.
    10. Gabriela Flores & Jaya Krishnakumar & Owen O'Donnell & Eddy van Doorslaer, 2008. "Coping with health‐care costs: implications for the measurement of catastrophic expenditures and poverty," Health Economics, John Wiley & Sons, Ltd., vol. 17(12), pages 1393-1412, December.
    11. Alberto Abadie, 2005. "Semiparametric Difference-in-Differences Estimators," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 1-19.
    12. Das Gupta, Monica & Desikachari, B.R. & Somanathan, T.V. & Padmanaban, P., 2009. "How to improve public health systems : lessons from Tamil Nadu," Policy Research Working Paper Series 5073, The World Bank.
    13. Krishna, Anirudh, 2004. "Escaping Poverty and Becoming Poor: Who Gains, Who Loses, and Why?," World Development, Elsevier, vol. 32(1), pages 121-136, January.
    14. Aradhna Aggarwal, 2010. "Impact evaluation of India's ‘Yeshasvini’ community‐based health insurance programme," Health Economics, John Wiley & Sons, Ltd., vol. 19(S1), pages 5-35, September.
    15. Kosuke Imai & Gary King & Elizabeth A. Stuart, 2008. "Misunderstandings between experimentalists and observationalists about causal inference," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 171(2), pages 481-502, April.
    16. 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.
    17. Ho, Daniel & Imai, Kosuke & King, Gary & Stuart, Elizabeth A., 2011. "MatchIt: Nonparametric Preprocessing for Parametric Causal Inference," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 42(i08).
    18. Angus Deaton & Valerie Kozel, 2005. "Data and Dogma: The Great Indian Poverty Debate," The World Bank Research Observer, World Bank, vol. 20(2), pages 177-199.
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    2. Emily Gustafsson-Wright & Gosia Popławska & Zlata Tanović & Jacques Gaag, 2018. "The impact of subsidized private health insurance and health facility upgrades on healthcare utilization and spending in rural Nigeria," International Journal of Health Economics and Management, Springer, vol. 18(3), pages 221-276, September.
    3. ADEBOLA, Olukemi Grace, 2020. "Universal Health Coverage In Nigeria And Its Determinants: The Case Of National Health Insurance Scheme," Academic Review of Humanities and Social Sciences, Bursa Teknik Üniversitesi, vol. 3(1), pages 97-111.
    4. Mala Rao & Prabal Vikram Singh & Anuradha Katyal & Amit Samarth & Sofi Bergkvist & Adrian Renton & Gopalakrishnan Netuveli, 2016. "Has the Rajiv Aarogyasri Community Health Insurance Scheme of Andhra Pradesh Addressed the Educational Divide in Accessing Health Care?," PLOS ONE, Public Library of Science, vol. 11(1), pages 1-15, January.
    5. Anup Karan & Sakthivel Selvaraj & Ajay Mahal, 2014. "Moving to Universal Coverage? Trends in the Burden of Out-Of-Pocket Payments for Health Care across Social Groups in India, 1999–2000 to 2011–12," PLOS ONE, Public Library of Science, vol. 9(8), pages 1-13, August.
    6. Sulakshana Nandi & Helen Schneider & Priyanka Dixit, 2017. "Hospital utilization and out of pocket expenditure in public and private sectors under the universal government health insurance scheme in Chhattisgarh State, India: Lessons for universal health cover," PLOS ONE, Public Library of Science, vol. 12(11), pages 1-18, November.
    7. Shankar Prinja & Pankaj Bahuguna & Indrani Gupta & Samik Chowdhury & Mayur Trivedi, 2019. "Role of insurance in determining utilization of healthcare and financial risk protection in India," PLOS ONE, Public Library of Science, vol. 14(2), pages 1-16, February.
    8. Dhanaraj, Sowmya, 2014. "Health shocks and coping strategies: State health insurance scheme of Andhra Pradesh, India," WIDER Working Paper Series 003, World Institute for Development Economic Research (UNU-WIDER).
    9. Shankar Prinja & Akashdeep Singh Chauhan & Anup Karan & Gunjeet Kaur & Rajesh Kumar, 2017. "Impact of Publicly Financed Health Insurance Schemes on Healthcare Utilization and Financial Risk Protection in India: A Systematic Review," PLOS ONE, Public Library of Science, vol. 12(2), pages 1-19, February.
    10. Sowmya Dhanaraj, 2014. "Health Shocks and Coping Strategies: State Health Insurance Scheme of Andhra Pradesh, India," WIDER Working Paper Series wp-2014-003, World Institute for Development Economic Research (UNU-WIDER).
    11. Saleema Razvi & Debashis Chakraborty, 2016. "Does Economic Freedom Influence Major Health Indicators in India? Cross-state Panel Estimation Results," Journal of Development Policy and Practice, , vol. 1(2), pages 203-221, July.
    12. Priyanka Rent & Soumitra Ghosh, 2015. "Understanding the “Cash-Less†Nature of Government-Sponsored Health Insurance Schemes," SAGE Open, , vol. 5(4), pages 21582440156, November.
    13. Bergkvist, Sofi & Wagstaff, Adam & Katyal, Anuradha & Singh, Prabal V. & Samarth, Amit & Rao, Mala, 2014. "What a difference a state makes : health reform in Andhra Pradesh," Policy Research Working Paper Series 6883, The World Bank.
    14. Azam, Mehtabul, 2018. "Does Social Health Insurance Reduce Financial Burden? Panel Data Evidence from India," World Development, Elsevier, vol. 102(C), pages 1-17.
    15. Keane, Michael & Thakur, Ramna, 2018. "Health care spending and hidden poverty in India," Research in Economics, Elsevier, vol. 72(4), pages 435-451.
    16. Adam Wagstaff & Daniel Cotlear & Patrick Hoang-Vu Eozenou & Leander R. Buisman, 2016. "Measuring progress towards universal health coverage: with an application to 24 developing countries," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 32(1), pages 147-189.
    17. Shankar Prinja & Gunjeet Kaur & Rakesh Gupta & Saroj Kumar Rana & Arun Kumar Aggarwal, 2019. "Out‐of‐pocket expenditure for health care: District level estimates for Haryana state in India," International Journal of Health Planning and Management, Wiley Blackwell, vol. 34(1), pages 277-293, January.
    18. Anadi Gupt & Prabhdeep Kaur & P Kamraj & B N Murthy, 2016. "Out of Pocket Expenditure for Hospitalization among Below Poverty Line Households in District Solan, Himachal Pradesh, India, 2013," PLOS ONE, Public Library of Science, vol. 11(2), pages 1-11, February.
    19. Arindam Nandi & Ashvin Ashok & Ramanan Laxminarayan, 2013. "The Socioeconomic and Institutional Determinants of Participation in India’s Health Insurance Scheme for the Poor," PLOS ONE, Public Library of Science, vol. 8(6), pages 1-13, June.
    20. Arnab Acharya, 2014. "The Unburdening of Lack of Evidence," Journal of South Asian Development, , vol. 9(1), pages 27-47, April.
    21. Dayashankar Maurya & Altaf Virani & S. Rajasulochana, 2017. "Horses for Courses: Moving India towards Universal Health Coverage through Targeted Policy Design," Applied Health Economics and Health Policy, Springer, vol. 15(6), pages 733-744, December.
    22. Mohd Zuhair & Ram Babu Roy, 2022. "Eliciting relative preferences for the attributes of health insurance schemes among rural consumers in India," International Journal of Health Economics and Management, Springer, vol. 22(4), pages 443-458, December.
    23. Darius Erlangga & Marc Suhrcke & Shehzad Ali & Karen Bloor, 2019. "The impact of public health insurance on health care utilisation, financial protection and health status in low- and middle-income countries: A systematic review," PLOS ONE, Public Library of Science, vol. 14(8), pages 1-20, August.
    24. Ajay Mahal & Anup Karan & Victoria Y Fan & Michael Engelgau, 2013. "The Economic Burden of Cancers on Indian Households," PLOS ONE, Public Library of Science, vol. 8(8), pages 1-10, August.
    25. Karan, Anup & Yip, Winnie & Mahal, Ajay, 2017. "Extending health insurance to the poor in India: An impact evaluation of Rashtriya Swasthya Bima Yojana on out of pocket spending for healthcare," Social Science & Medicine, Elsevier, vol. 181(C), pages 83-92.

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    More about this item

    Keywords

    Health insurance; Health expenditure; Tertiary care; Poverty; India; I18; I38; G22;
    All these keywords.

    JEL classification:

    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • I38 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty - - - Government Programs; Provision and Effects of Welfare Programs
    • G22 - Financial Economics - - Financial Institutions and Services - - - Insurance; Insurance Companies; Actuarial Studies

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