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The peer effect in adverse selection: Evidence from the micro health insurance market in Pakistan

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  • Xia Du
  • Wei Zheng
  • Yi Yao

Abstract

The peer effect may amplify adverse selection in social networks, hampering the sustainable operation of microinsurance. This paper uses data from a micro health insurance program in Pakistan to test for the peer effect in renewal decisions and the role it plays in amplifying adverse selection within social networks. The paper finds evidence supporting that insurance renewal decisions are similar among peers in the same network, and the peer effect is stronger among households of the same risk type than households of different risk types, indicating that the heterogeneous peer effect acts as an amplifier for adverse selection. The paper provides policy implications for effective ways to mitigate the peer effect and adverse selection, based on the results of heterogeneity analyses. The policy recommendation is to enforce a minimum group enrollment rate requirement of at least 60% for large groups to mitigate the peer effect.

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  • Xia Du & Wei Zheng & Yi Yao, 2023. "The peer effect in adverse selection: Evidence from the micro health insurance market in Pakistan," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 90(4), pages 1063-1100, December.
  • Handle: RePEc:bla:jrinsu:v:90:y:2023:i:4:p:1063-1100
    DOI: 10.1111/jori.12447
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    1. 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.
    2. Liran Einav & Amy Finkelstein & Jonathan Levin, 2010. "Beyond Testing: Empirical Models of Insurance Markets," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 311-336, September.
    3. Yann Bramoullé & Habiba Djebbari & Bernard Fortin, 2020. "Peer Effects in Networks: A Survey," Annual Review of Economics, Annual Reviews, vol. 12(1), pages 603-629, August.
    4. Gordon B. Dahl & Andreas Ravndal Kostøl & Magne Mogstad, 2014. "Family Welfare Cultures," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1711-1752.
    5. Dean Karlan & Robert Osei & Isaac Osei-Akoto & Christopher Udry, 2014. "Agricultural Decisions after Relaxing Credit and Risk Constraints," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(2), pages 597-652.
    6. Amy Finkelstein & James Poterba, 2014. "Testing for Asymmetric Information Using “Unused Observables” in Insurance Markets: Evidence from the U.K. Annuity Market," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 81(4), pages 709-734, December.
    7. 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.
    8. Gordon B. Dahl & Katrine V. L?ken & Magne Mogstad, 2014. "Peer Effects in Program Participation," American Economic Review, American Economic Association, vol. 104(7), pages 2049-2074, July.
    9. Grossman, Daniel & Khalil, Umair, 2020. "Neighborhood networks and program participation," Journal of Health Economics, Elsevier, vol. 70(C).
    10. Zhao, Chuanmin & Qu, Xi, 2021. "Peer effects in pension decision-making: evidence from China's new rural pension scheme," Labour Economics, Elsevier, vol. 69(C).
    11. Jeffrey R. Brown & Amy Finkelstein, 2007. "Why Is the Market or Long-term Care Insurance So Small?," NBER Chapters, in: Public Policy and Retirement, Trans-Atlantic Public Economics Seminar (TAPES), pages 1967-1991, National Bureau of Economic Research, Inc.
    12. Xavier Giné & Robert Townsend & James Vickery, 2008. "Patterns of Rainfall Insurance Participation in Rural India," The World Bank Economic Review, World Bank, vol. 22(3), pages 539-566, October.
    13. 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.
    14. Liu, Hong & Sun, Qi & Zhao, Zhong, 2014. "Social learning and health insurance enrollment: Evidence from China's New Cooperative Medical Scheme," Journal of Economic Behavior & Organization, Elsevier, vol. 97(C), pages 84-102.
    15. Peter Paul Klein & Richard van Kleef & Josefa Henriquez & Francesco Paolucci, 2023. "The interplay between risk adjustment and risk rating in voluntary health insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 90(1), pages 59-91, March.
    16. Peter Kooreman & Adriaan R. Soetevent, 2007. "A discrete-choice model with social interactions: with an application to high school teen behavior," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(3), pages 599-624.
    17. Bernard Herskovic & João Ramos, 2020. "Acquiring Information through Peers," American Economic Review, American Economic Association, vol. 110(7), pages 2128-2152, July.
    18. Bramoullé, Yann & Djebbari, Habiba & Fortin, Bernard, 2009. "Identification of peer effects through social networks," Journal of Econometrics, Elsevier, vol. 150(1), pages 41-55, May.
    19. Marianne Bertrand & Erzo F. P. Luttmer & Sendhil Mullainathan, 2000. "Network Effects and Welfare Cultures," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(3), pages 1019-1055.
    20. Torben Fischer & Markus Frölich & Andreas Landmann, 2023. "Adverse Selection in Low-Income Health Insurance Markets: Evidence from an RCT in Pakistan," American Economic Journal: Applied Economics, American Economic Association, vol. 15(3), pages 313-340, July.
    21. Giacomo De Giorgi & Anders Frederiksen & Luigi Pistaferri, 2020. "Consumption Network Effects," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 87(1), pages 130-163.
    22. 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.
    23. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    24. 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.
    25. Monheit, Alan C. & Steinberg Schone, Barbara, 2004. "How has small group market reform affected employee health insurance coverage?," Journal of Public Economics, Elsevier, vol. 88(1-2), pages 237-254, January.
    26. Jing Cai & Alain De Janvry & Elisabeth Sadoulet, 2015. "Social Networks and the Decision to Insure," American Economic Journal: Applied Economics, American Economic Association, vol. 7(2), pages 81-108, April.
    27. Marcelo Resende & Rodrigo Zeidan, 2010. "Adverse selection in the health insurance market: some empirical evidence," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 11(4), pages 413-418, August.
    28. Matthew O. Jackson, 2019. "The Friendship Paradox and Systematic Biases in Perceptions and Social Norms," Journal of Political Economy, University of Chicago Press, vol. 127(2), pages 777-818.
    29. Josefa Henriquez & Marica Iommi & Thomas McGuire & Emmanouil Mentzakis & Francesco Paolucci, 2023. "Designing feasible and effective health plan payments in countries with data availability constraints," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 90(1), pages 33-57, March.
    30. Lung-fei Lee & Ji Li & Xu Lin, 2014. "Binary Choice Models with Social Network under Heterogeneous Rational Expectations," The Review of Economics and Statistics, MIT Press, vol. 96(3), pages 402-417, July.
    31. Stein, Daniel, 2014. "Dynamics of demand for rainfall index insurance : evidence from a commercial product in India," Policy Research Working Paper Series 7035, The World Bank.
    32. Stephen Kwasi Opoku Duku & Francis Asenso-Boadi & Edward Nketiah-Amponsah & Daniel Kojo Arhinful, 2016. "Utilization of healthcare services and renewal of health insurance membership: evidence of adverse selection in Ghana," Health Economics Review, Springer, vol. 6(1), pages 1-12, December.
    33. Ketki Sheth, 2021. "Delivering health insurance through informal financial groups: Evidence on moral hazard and adverse selection," Health Economics, John Wiley & Sons, Ltd., vol. 30(9), pages 2185-2199, September.
    34. 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.
    35. Shawn Cole & Daniel Stein & Jeremy Tobacman, 2014. "Dynamics of Demand for Index Insurance: Evidence from a Long-Run Field Experiment," American Economic Review, American Economic Association, vol. 104(5), pages 284-290, May.
    36. Giacomo De Giorgi & Michele Pellizzari & Silvia Redaelli, 2010. "Identification of Social Interactions through Partially Overlapping Peer Groups," American Economic Journal: Applied Economics, American Economic Association, vol. 2(2), pages 241-275, April.
    37. Spenkuch, Jörg L., 2012. "Moral hazard and selection among the poor: Evidence from a randomized experiment," Journal of Health Economics, Elsevier, vol. 31(1), pages 72-85.
    38. 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.
    39. David Cutler, 1994. "Market Failure in Small Group Health Insurance," NBER Working Papers 4879, National Bureau of Economic Research, Inc.
    40. Platteau, Jean-Philippe & De Bock, Ombeline & Gelade, Wouter, 2017. "The Demand for Microinsurance: A Literature Review," World Development, Elsevier, vol. 94(C), pages 139-156.
    41. 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.
    42. Xu Lin, 2010. "Identifying Peer Effects in Student Academic Achievement by Spatial Autoregressive Models with Group Unobservables," Journal of Labor Economics, University of Chicago Press, vol. 28(4), pages 825-860, October.
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