IDEAS home Printed from https://ideas.repec.org/a/bla/jrinsu/v90y2023i4p1063-1100.html
   My bibliography  Save this article

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

Author

Listed:
  • 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.

Suggested Citation

  • 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
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/jori.12447
    Download Restriction: no

    File URL: https://libkey.io/10.1111/jori.12447?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
    ---><---

    References listed on IDEAS

    as
    1. 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.
    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. 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. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. Brown, Jeffrey R. & Finkelstein, Amy, 2007. "Why is the market for long-term care insurance so small?," Journal of Public Economics, Elsevier, vol. 91(10), pages 1967-1991, November.
    11. Grossman, Daniel & Khalil, Umair, 2020. "Neighborhood networks and program participation," Journal of Health Economics, Elsevier, vol. 70(C).
    12. 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.
    13. 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).
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. 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.
    23. 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.
    24. 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.
    25. 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.
    26. Bernard Herskovic & João Ramos, 2020. "Acquiring Information through Peers," American Economic Review, American Economic Association, vol. 110(7), pages 2128-2152, July.
    27. 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.
    28. 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.
    29. 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.
    30. 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.
    31. 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.
    32. 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.
    33. 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.
    34. 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.
    35. 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.
    36. David Cutler, 1994. "Market Failure in Small Group Health Insurance," NBER Working Papers 4879, National Bureau of Economic Research, Inc.
    37. 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.
    38. 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.
    39. 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.
    40. 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.
    41. 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.
    Full references (including those not matched with items on IDEAS)

    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. Raj Chetty & Amy Finkelstein, 2012. "Social Insurance: Connecting Theory to Data," NBER Working Papers 18433, National Bureau of Economic Research, Inc.
    2. Vincent Boucher & Yann Bramoullé, 2020. "Binary Outcomes and Linear Interactions," AMSE Working Papers 2038, Aix-Marseille School of Economics, France.
    3. Laura Moritz & Lena Kuhn & Ihtiyor Bobojonov, 2023. "The role of peer imitation in agricultural index insurance adoption: Findings from lab‐in‐the‐field experiments in Kyrgyzstan," Review of Development Economics, Wiley Blackwell, vol. 27(3), pages 1649-1672, August.
    4. 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).
    5. Sadat Reza & Puneet Manchanda & Juin-Kuan Chong, 2021. "Identification and Estimation of Endogenous Peer Effects Using Partial Network Data from Multiple Reference Groups," Management Science, INFORMS, vol. 67(8), pages 5070-5105, August.
    6. 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.
    7. Renuka Sane & Susan Thomas, 2020. "From Participation To Repurchase: Low Income Households And Micro‐insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 87(3), pages 783-814, September.
    8. Singh, Nirvikar, 2018. "Financial Inclusion: Concepts, Issues and Policies for India," MPRA Paper 91047, University Library of Munich, Germany.
    9. Wong, Ho Lun & Wei, Xiangdong & Kahsay, Haftom Bayray & Gebreegziabher, Zenebe & Gardebroek, Cornelis & Osgood, Daniel E. & Diro, Rahel, 2020. "Effects of input vouchers and rainfall insurance on agricultural production and household welfare: Experimental evidence from northern Ethiopia," World Development, Elsevier, vol. 135(C).
    10. Jose-Alberto Guerra & Myra Mohnen, 2022. "Multinomial Choice with Social Interactions: Occupations in Victorian London," The Review of Economics and Statistics, MIT Press, vol. 104(4), pages 736-747, October.
    11. 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.
    12. Gunnsteinsson, Snaebjorn, 2020. "Experimental identification of asymmetric information: Evidence on crop insurance in the Philippines," Journal of Development Economics, Elsevier, vol. 144(C).
    13. 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.
    14. Rhys Murrian & Paul A. Raschky & Klaus Ackermann, 2024. "Friends, Key Players and the Adoption and Use of Experience Goods," Monash Economics Working Papers 2024-17, Monash University, Department of Economics.
    15. Mathieu Lambotte & Sandrine Mathy & Anna Risch & Carole Treibich, 2022. "Spreading active transportation: peer effects and key players in the workplace," Post-Print hal-03702684, HAL.
    16. 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.
    17. Takahashi, Kazushi & Noritomo, Yuma & Ikegami, Munenobu & Jensen, Nathaniel D., 2020. "Understanding pastoralists’ dynamic insurance uptake decisions: Evidence from four-year panel data in Ethiopia," Food Policy, Elsevier, vol. 95(C).
    18. Shukri Ahmed & Craig McIntosh & Alexandros Sarris, 2020. "The Impact of Commercial Rainfall Index Insurance: Experimental Evidence from Ethiopia," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(4), pages 1154-1176, August.
    19. Gibbons, Steve & Overman, Henry G. & Patacchini, Eleonora, 2015. "Spatial Methods," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 115-168, Elsevier.
    20. Alejandra Agustina Martínez, 2023. "Raise your Voice! Activism and Peer Effects in Online Social Networks," Working Papers 277, Red Nacional de Investigadores en Economía (RedNIE).

    More about this item

    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:bla:jrinsu:v:90:y:2023:i:4:p:1063-1100. 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: Wiley Content Delivery (email available below). General contact details of provider: https://edirc.repec.org/data/ariaaea.html .

    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.