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Testing for Adverse Selection with "Unused Observables"

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Author Info
Amy Finkelstein
James Poterba

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Abstract

This paper proposes a new test for adverse selection in insurance markets based on observable characteristics of insurance buyers that are not used in setting insurance prices. The test rejects the null hypothesis of symmetric information when it is possible to find one or more such %u201Cunused observables%u201D that are correlated both with the claims experience of the insured and with the quantity of insurance purchased. Unlike previous tests for asymmetric information, this test is not confounded by heterogeneity in individual preference parameters, such as risk aversion, that affect insurance demand. Moreover, it can potentially identify the presence of adverse selection, while most alternative tests cannot distinguish adverse selection from moral hazard. We apply this test to a new data set on annuity purchases in the United Kingdom, focusing on the annuitant%u2019s place of residence as an %u201Cunused observable.%u201D We show that the socio-economic status of the annuitant%u2019s place of residence is correlated both with annuity purchases and with the annuitant%u2019s prospective mortality. Annuity buyers in different communities therefore face different effective insurance prices, and they make different choices accordingly. This is consistent with the presence of adverse selection. Our findings also raise questions about how insurance companies select the set of buyer attributes that they use in setting policy prices. We suggest that political economy concerns may figure prominently in decisions to forego the use of some information that could improve the risk classification of insurance buyers.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 12112.

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Date of creation: Mar 2006
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Handle: RePEc:nbr:nberwo:12112

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Find related papers by JEL classification:
D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information
G22 - Financial Economics - - Financial Institutions and Services - - - Insurance; Insurance Companies

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Pierre-Andre Chiappori & Bernard Salanie, 2001. "Testing for Asymmetric Information in Insurance Markets," Journal of Political Economy, University of Chicago Press, vol. 108(1), pages 56-78, February. [Downloadable!] (restricted)
    Other versions:
  2. Han, Aaron & Hausman, Jerry A, 1990. "Flexible Parametric Estimation of Duration and Competing Risk Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 5(1), pages 1-28, January-M. [Downloadable!] (restricted)
  3. Hemenway, David, 1990. "Propitious Selection," The Quarterly Journal of Economics, MIT Press, vol. 105(4), pages 1063-69, November. [Downloadable!] (restricted)
  4. Jeffrey R. Brown & Amy Finkelstein, 2004. "Supply or Demand: Why is the Market for Long-Term Care Insurance So Small?," NBER Working Papers 10782, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  5. David McCarthy & Olivia S. Mitchell, 2003. "International Adverse Selection in Life Insurance and Annuities," NBER Working Papers 9975, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  6. Dean S. Karlan & Jonathan Zinman, 2005. "Observing Unobservables: Identifying Information Asymmetries with a Consumer Credit Field Experiment," Working Papers 911, Economic Growth Center, Yale University. [Downloadable!]
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  7. John Cawley & Tomas Philipson, 1999. "An Empirical Examination of Information Barriers to Trade in Insurance," American Economic Review, American Economic Association, vol. 89(4), pages 827-846, September. [Downloadable!] (restricted)
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  8. James P. Smith, 1999. "Healthy Bodies and Thick Wallets: The Dual Relation between Health and Economic Status," Journal of Economic Perspectives, American Economic Association, vol. 13(2), pages 145-166, Spring. [Downloadable!] (restricted)
  9. Tomas J. Philipson & Gary S. Becker, 1998. "Old-Age Longevity and Mortality-Contingent Claims," Journal of Political Economy, University of Chicago Press, vol. 106(3), pages 551-573, June. [Downloadable!] (restricted)
  10. Amy Finkelstein & James Poterba, 2004. "Adverse Selection in Insurance Markets: Policyholder Evidence from the U.K. Annuity Market," Journal of Political Economy, University of Chicago Press, vol. 112(1), pages 183-208, February. [Downloadable!] (restricted)
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  11. Alma Cohen & Liran Einav, 2005. "Estimating Risk Preferences from Deductible Choice," NBER Working Papers 11461, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  12. 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. [Downloadable!] (restricted)
  13. 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, 06. [Downloadable!] (restricted)
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  14. Jullien, Bruno & Salanié, Bernard & Salanié, François, 2001. "Screening Risk Averse Agents Under Moral Hazard," CEPR Discussion Papers 3076, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
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  15. Cardon, James H & Hendel, Igal, 2001. "Asymmetric Information in Health Insurance: Evidence from the National Medical Expenditure Survey," RAND Journal of Economics, The RAND Corporation, vol. 32(3), pages 408-27, Autumn.
  16. Hanming Fang & Michael P. Keane & Dan Silverman, 2006. "Sources of Advantageous Selection: Evidence from the Medigap Insurance Market," NBER Working Papers 12289, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
Full references

Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Patrick Bajari & Han Hong & Ahmed Khwaja, 2006. "Moral Hazard, Adverse Selection and Health Expenditures: A Semiparametric Analysis," NBER Working Papers 12445, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  2. David M. Cutler & Amy Finkelstein & Kathleen McGarry, 2008. "Preference Heterogeneity and Insurance Markets: Explaining a Puzzle of Insurance," NBER Working Papers 13746, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  3. Hanming Fang & Michael P. Keane & Dan Silverman, 2006. "Sources of Advantageous Selection: Evidence from the Medigap Insurance Market," NBER Working Papers 12289, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  4. Amy Finkelstein & James Poterba & Casey Rothschild, 2006. "Redistribution by Insurance Market Regulation: Analyzing a Ban on Gender-Based Retirement Annuities," NBER Working Papers 12205, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  5. Liran Einav & Amy Finkelstein & Paul Schrimpf, 2007. "The Welfare Cost of Asymmetric Information: Evidence from the U.K. Annuity Market," NBER Working Papers 13228, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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