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Dynamic information asymmetry in micro health insurance: implications for sustainability

Author

Listed:
  • Xiaoqi Zhang

    (Chinese Academy of Social Science)

  • Yi Chen

    (Peking University)

  • Yi Yao

    (Peking University)

Abstract

Micro health insurance is an important channel for financing health expenditure for low-income people, yet the supply of such programmes lags behind demand because many of them become unsustainable. Using individual-level dynamic data from a micro health insurance programme in Pakistan, this study tests for the existence of information asymmetry (adverse selection and moral hazard) using a series of non-parametric tests so that insurers and policymakers can better understand the underlying reasons that lead to dynamic claim patterns before taking appropriate actions to improve the sustainability of these programmes. The study’s contribution lies in constructing an appropriate method and novel test statistics to detect information asymmetry using dynamic claim data in a multivariate recurrent event model framework. The results show that adverse selection exists widely for a variety of disease types and that moral hazard is only significant for chronic diseases. Furthermore, pregnancy-related claims demonstrate an increasing trend of adverse selection that needs to be addressed with priority. The analysis provides insight into the sustainable provision of micro health insurance to low-income people in developing regions.

Suggested Citation

  • Xiaoqi Zhang & Yi Chen & Yi Yao, 2021. "Dynamic information asymmetry in micro health insurance: implications for sustainability," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 46(3), pages 468-507, July.
  • Handle: RePEc:pal:gpprii:v:46:y:2021:i:3:d:10.1057_s41288-020-00200-8
    DOI: 10.1057/s41288-020-00200-8
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    as
    1. Seiro ITO & Hisaki KONO, 2010. "Why Is The Take‐Up Of Microinsurance So Low? Evidence From A Health Insurance Scheme In India," The Developing Economies, Institute of Developing Economies, vol. 48(1), pages 74-101, March.
    2. Dror, David M. & Soriano, Elmer S. & Lorenzo, Marilyn E. & Sarol, Jesus Jr. & Azcuna, Rosebelle S. & Koren, Ruth, 2005. "Field based evidence of enhanced healthcare utilization among persons insured by micro health insurance units in Philippines," Health Policy, Elsevier, vol. 73(3), pages 263-271, September.
    3. Keane, Michael & Stavrunova, Olena, 2016. "Adverse selection, moral hazard and the demand for Medigap insurance," Journal of Econometrics, Elsevier, vol. 190(1), pages 62-78.
    4. Jaap Abbring & Pierre-André Chiappori & Tibor Zavadil, 2008. "Better Safe than Sorry? Ex Ante and Ex Post Moral Hazard in Dynamic Insurance Data," Tinbergen Institute Discussion Papers 08-075/3, Tinbergen Institute.
    5. Manning, Willard G, et al, 1987. "Health Insurance and the Demand for Medical Care: Evidence from a Randomized Experiment," American Economic Review, American Economic Association, vol. 77(3), pages 251-277, June.
    6. Koopman, Siem Jan & Lucas, Andre & Monteiro, Andre, 2008. "The multi-state latent factor intensity model for credit rating transitions," Journal of Econometrics, Elsevier, vol. 142(1), pages 399-424, January.
    7. Igal Hendel & Alessandro Lizzeri, 2003. "The Role of Commitment in Dynamic Contracts: Evidence from Life Insurance," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 299-328.
    8. Jonathan Bauchet & Amy Damon & Brian Hunter, 2019. "Asymmetric Information in Microinsurance Markets: Experimental Evidence from Mexico," Economic Development and Cultural Change, University of Chicago Press, vol. 68(1), pages 165-188.
    9. Yi Yao & Joan Schmit & Julie Shi, 2019. "Promoting sustainability for micro health insurance: a risk-adjusted subsidy approach for maternal healthcare service," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 44(3), pages 382-409, July.
    10. Savage, Elizabeth & Wright, Donald J., 2003. "Moral hazard and adverse selection in Australian private hospitals: 1989-1990," Journal of Health Economics, Elsevier, vol. 22(3), pages 331-359, May.
    11. Dror, David Mark & Radermacher, Ralf & Koren, Ruth, 2007. "Willingness to pay for health insurance among rural and poor persons: Field evidence from seven micro health insurance units in India," Health Policy, Elsevier, vol. 82(1), pages 12-27, June.
    12. Munkin, Murat K. & Trivedi, Pravin K., 2008. "Bayesian analysis of the ordered probit model with endogenous selection," Journal of Econometrics, Elsevier, vol. 143(2), pages 334-348, April.
    13. Wang, Hong & Zhang, Licheng & Yip, Winnie & Hsiao, William, 2006. "Adverse selection in a voluntary Rural Mutual Health Care health insurance scheme in China," Social Science & Medicine, Elsevier, vol. 63(5), pages 1236-1245, September.
    14. Georges Dionne & Pierre-Carl Michaud & Maki Dahchour, 2013. "Separating Moral Hazard From Adverse Selection And Learning In Automobile Insurance: Longitudinal Evidence From France," Journal of the European Economic Association, European Economic Association, vol. 11(4), pages 897-917, August.
    15. Jang, Jiwook & Dassios, Angelos, 2013. "A bivariate shot noise self-exciting process for insurance," Insurance: Mathematics and Economics, Elsevier, vol. 53(3), pages 524-532.
    16. Jedidi, Helmi & Dionne, Georges, 2019. "Nonparametric testing for information asymmetry in the mortgage servicing market," Working Papers 19-1, HEC Montreal, Canada Research Chair in Risk Management, revised 28 Oct 2019.
    17. Hanming Fang & Michael P. Keane & Dan Silverman, 2008. "Sources of Advantageous Selection: Evidence from the Medigap Insurance Market," Journal of Political Economy, University of Chicago Press, vol. 116(2), pages 303-350, April.
    18. Biener, Christian & Eling, Martin & Landmann, Andreas & Pradhan, Shailee, 2018. "Can group incentives alleviate moral hazard? The role of pro-social preferences," European Economic Review, Elsevier, vol. 101(C), pages 230-249.
    19. Dardanoni, Valentino & Li Donni, Paolo, 2012. "Incentive and selection effects of Medigap insurance on inpatient care," Journal of Health Economics, Elsevier, vol. 31(3), pages 457-470.
    20. Patrick Bajari & Christina Dalton & Han Hong & Ahmed Khwaja, 2014. "Moral hazard, adverse selection, and health expenditures: A semiparametric analysis," RAND Journal of Economics, RAND Corporation, vol. 45(4), pages 747-763, December.
    21. Amy Finkelstein & Kathleen McGarry & Amir Sufi, 2005. "Dynamic Inefficiencies in Insurance Markets: Evidence from Long-Term Care Insurance," American Economic Review, American Economic Association, vol. 95(2), pages 224-228, May.
    22. Georges Dionne & Christian Gourieroux & Charles Vanasse, 2001. "Testing for Evidence of Adverse Selection in the Automobile Insurance Market: A Comment," Journal of Political Economy, University of Chicago Press, vol. 109(2), pages 444-473, April.
    23. Dean Karlan & Jonathan Zinman, 2009. "Observing Unobservables: Identifying Information Asymmetries With a Consumer Credit Field Experiment," Econometrica, Econometric Society, vol. 77(6), pages 1993-2008, November.
    24. David Mark Dror, 2018. "The Demand for (Micro) Health Insurance in the Informal Sector," World Scientific Book Chapters, in: Financing Micro Health Insurance Theory, Methods and Evidence, chapter 2, pages 43-66, World Scientific Publishing Co. Pte. Ltd..
    25. Liran Einav & Amy Finkelstein, 2011. "Selection in Insurance Markets: Theory and Empirics in Pictures," Journal of Economic Perspectives, American Economic Association, vol. 25(1), pages 115-138, Winter.
    26. Georges Dionne & Ying Liu, 2021. "Effects of Insurance Incentives on Road Safety: Evidence from a Natural Experiment in China," Scandinavian Journal of Economics, Wiley Blackwell, vol. 123(2), pages 453-477, April.
    27. Ralf Radermacher & Siddharth Srivastava & Matthew Walsham & Chhorn Sao & Francesco Paolucci, 2016. "Enhancing the Inclusion of Vulnerable and High-Risk Groups in Demand-Side Health Financing Schemes in Cambodia: A Concept for a Risk-Adjusted Subsidy Approach," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 41(2), pages 244-258, April.
    28. Jaap H. Abbring & Pierre-André Chiappori & Jean Pinquet, 2003. "Moral Hazard and Dynamic Insurance Data," Journal of the European Economic Association, MIT Press, vol. 1(4), pages 767-820, June.
    29. Jaap H. Abbring & Pierre-André Chiappori & Jean Pinquet, 2003. "Moral Hazard and Dynamic Insurance Data," Journal of the European Economic Association, MIT Press, vol. 1(4), pages 767-820, June.
    30. Georges Dionne & Christian Gourieroux & Charles Vanasse, 1997. "The Informational Content of Household Decisions," Working Papers 97-01, Center for Research in Economics and Statistics.
    31. Alma Cohen & Peter Siegelman, 2010. "Testing for Adverse Selection in Insurance Markets," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 77(1), pages 39-84, March.
    32. Christian Biener & Martin Eling, 2011. "The Performance of Microinsurance Programs: A Data Envelopment Analysis," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 78(1), pages 83-115, March.
    33. David Rowell & Son Nghiem & Luke B Connelly, 2017. "Two Tests for Ex Ante Moral Hazard in a Market for Automobile Insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 84(4), pages 1103-1126, December.
    34. Mark V. Pauly, 1974. "Overinsurance and Public Provision of Insurance: The Roles of Moral Hazard and Adverse Selection," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 88(1), pages 44-62.
    35. Georges Dionne (ed.), 2013. "Handbook of Insurance," Springer Books, Springer, edition 2, number 978-1-4614-0155-1, December.
    36. Michael Rothschild & Joseph Stiglitz, 1976. "Equilibrium in Competitive Insurance Markets: An Essay on the Economics of Imperfect Information," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 90(4), pages 629-649.
    37. Liu, Rong & Yang, Lijian, 2010. "Spline-Backfitted Kernel Smoothing Of Additive Coefficient Model," Econometric Theory, Cambridge University Press, vol. 26(1), pages 29-59, February.
    38. Georges Dionne & Pascal St-Amour & Désiré Vencatachellum, 2009. "Asymmetric Information and Adverse Selection in Mauritian Slave Auctions," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 76(4), pages 1269-1295.
    39. Çağatay Koç, 2011. "Disease‐Specific Moral Hazard and Optimal Health Insurance Design for Physician Services," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 78(2), pages 413-446, June.
    40. Liangjun Su & Martin Spindler, 2013. "Nonparametric Testing for Asymmetric Information," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(2), pages 208-225, April.
    41. Zhang, Licheng & Wang, Hong, 2008. "Dynamic process of adverse selection: Evidence from a subsidized community-based health insurance in rural China," Social Science & Medicine, Elsevier, vol. 67(7), pages 1173-1182, October.
    42. Abhijit Banerjee & Esther Duflo & Richard Hornbeck, 2014. "Bundling Health Insurance and Microfinance in India: There Cannot Be Adverse Selection If There Is No Demand," American Economic Review, American Economic Association, vol. 104(5), pages 291-297, May.
    43. Chen, Xiaohong, 2007. "Large Sample Sieve Estimation of Semi-Nonparametric Models," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 76, Elsevier.
    44. Nyman, John A. & Koc, Cagatay & Dowd, Bryan E. & McCreedy, Ellen & Trenz, Helen Markelova, 2018. "Decomposition of moral hazard," Journal of Health Economics, Elsevier, vol. 57(C), pages 168-178.
    45. Yi Yao & Joan T. Schmit & Justin R. Sydnor, 2017. "The Role Of Pregnancy In Micro Health Insurance: Evidence Of Adverse Selection From Pakistan," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 84(4), pages 1073-1102, December.
    46. James C. Brau & Craig Merrill & Kim B. Staking, 2011. "Insurance Theory And Challenges Facing The Development Of Microinsurance Markets," Journal of Developmental Entrepreneurship (JDE), World Scientific Publishing Co. Pte. Ltd., vol. 16(04), pages 411-440.
    47. Yi (Kitty) Yao, 2013. "Development and Sustainability of Emerging Health Insurance Markets: Evidence from Microinsurance in Pakistan," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 38(1), pages 160-180, January.
    48. Levine, David & Polimeni, Rachel & Ramage, Ian, 2016. "Insuring health or insuring wealth? An experimental evaluation of health insurance in rural Cambodia," Journal of Development Economics, Elsevier, vol. 119(C), pages 1-15.
    49. Keeler, Emmett B. & Rolph, John E., 1988. "The demand for episodes of treatment in the health insurance experiment," Journal of Health Economics, Elsevier, vol. 7(4), pages 337-367, December.
    50. Jutting, Johannes P., 2004. "Do Community-based Health Insurance Schemes Improve Poor People's Access to Health Care? Evidence From Rural Senegal," World Development, Elsevier, vol. 32(2), pages 273-288, February.
    51. Amy Finkelstein & Kathleen McGarry, 2006. "Multiple Dimensions of Private Information: Evidence from the Long-Term Care Insurance Market," American Economic Review, American Economic Association, vol. 96(4), pages 938-958, September.
    52. George A. Akerlof, 1970. "The Market for "Lemons": Quality Uncertainty and the Market Mechanism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(3), pages 488-500.
    53. Alan D. Lopez & Colin D. Mathers & Majid Ezzati & Dean T. Jamison & Christopher J. L. Murray, 2006. "Global Burden of Disease and Risk Factors," World Bank Publications - Books, The World Bank Group, number 7039, December.
    54. Shujie Ma & Peter X.-K. Song, 2015. "Varying Index Coefficient Models," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 110(509), pages 341-356, March.
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    1. David Mark Dror & Martin Eling, 2021. "Innovations in microinsurance research," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 46(3), pages 325-330, July.

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