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Moral hazard in health insurance: How important is forward looking behavior?

  • Aviva Aron-Dine



  • Liran Einav


    (Stanford University)

  • Amy Finkelstein



  • Mark Cullen


    (Stanford University)

We investigate whether individuals exhibit forward looking behavior in their response to the non-linear pricing common in health insurance contracts. Our primary empirical strategy exploits the fact that employees who join an employer-provided health insurance plan later in the calendar year face the same initial ("spot") price of medical care but a higher expected end-of-year ("future") price than employees who join the same plan earlier in the year. Our results reject the null of completely myopic behavior; medical utilization appears to respond to the future price, with a statistically significant elasticity of -0.4 to -0.6. To try to quantify the extent of forward looking behavior, we develop a stylized dynamic model of individual behavior and calibrate it using our estimated behavioral response and additional data from the RAND Health Insurance Experiment. Our calibration suggests that the elasticity estimate is substantially smaller than the one implied by fully forward-looking behavior, yet it is sufficiently high to have an economically significant effect on the response of annual medical utilization to a non-linear health insurance contract. Overall, our results point to the empirical importance of accounting for dynamic incentives in analyses of the impact of health insurance on medical utilization.

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Paper provided by Stanford Institute for Economic Policy Research in its series Discussion Papers with number 11-007.

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Date of creation: Jan 2012
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Handle: RePEc:sip:dpaper:11-007
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  1. Blundell, Richard & Macurdy, Thomas, 1999. "Labor supply: A review of alternative approaches," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 27, pages 1559-1695 Elsevier.
  2. repec:spr:pharme:v:22:y:2004:i:4:p:225-244 is not listed on IDEAS
  3. Koichiro Ito, 2014. "Do Consumers Respond to Marginal or Average Price? Evidence from Nonlinear Electricity Pricing," American Economic Review, American Economic Association, vol. 104(2), pages 537-63, February.
  4. Amy Finkelstein & Erzo F. P. Luttmer & Matthew J. Notowidigdo, 2013. "What Good Is Wealth Without Health? The Effect Of Health On The Marginal Utility Of Consumption," Journal of the European Economic Association, European Economic Association, vol. 11, pages 221-258, 01.
  5. Liran Einav & Amy Finkelstein & Stephen Ryan & Paul Schrimpf & Mark Cullen, 2011. "Selection on Moral Hazard in Health Insurance," Discussion Papers 10-027, Stanford Institute for Economic Policy Research.
  6. Raj Chetty & John N. Friedman & Tore Olsen & Luigi Pistaferri, 2011. "Adjustment Costs, Firm Responses, and Micro vs. Macro Labor Supply Elasticities: Evidence from Danish Tax Records," The Quarterly Journal of Economics, Oxford University Press, vol. 126(2), pages 749-804.
  7. Eric French & John Bailey Jones, 2002. "On the distribution and dynamics of health costs," Working Paper Series WP-02-21, Federal Reserve Bank of Chicago.
  8. Jeffrey B. Liebman & Erzo F. P. Luttmer, 2015. "Would People Behave Differently If They Better Understood Social Security? Evidence from a Field Experiment," American Economic Journal: Economic Policy, American Economic Association, vol. 7(1), pages 275-99, February.
  9. Finkelstein, Amy, et al., 2011. "The Oregon Health Insurance Experiment: Evidence from the First Year," Working Paper Series rwp11-040, Harvard University, John F. Kennedy School of Government.
  10. Amitabh Chandra & Jonathan Gruber & Robin McKnight, 2007. "Patient Cost-Sharing, Hospitalization Offsets, and the Design of Optimal Health Insurance for the Elderly," NBER Working Papers 12972, National Bureau of Economic Research, Inc.
  11. William Adams & Liran Einav & Jonathan Levin, 2007. "Liquidity Constraints and Imperfect Information in Subprime Lending," NBER Working Papers 13067, National Bureau of Economic Research, Inc.
  12. 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.
  13. Kowalski, Amanda E., 2015. "Estimating the tradeoff between risk protection and moral hazard with a nonlinear budget set model of health insurance," International Journal of Industrial Organization, Elsevier, vol. 43(C), pages 122-135.
  14. Amanda E. Kowalski, 2009. "Censored Quantile Instrumental Variable Estimates of the Price Elasticity of Expenditure on Medical Care," NBER Working Papers 15085, National Bureau of Economic Research, Inc.
  15. Naomi E. Feldman & Peter Katuscak, 2006. "Should the Average Tax Rate Be Marginalized?," CERGE-EI Working Papers wp304, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
  16. 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.
  17. Randall P. Ellis, 1986. "Rational Behavior in the Presence of Coverage Ceilings and Deductibles," RAND Journal of Economics, The RAND Corporation, vol. 17(2), pages 158-175, Summer.
  18. Gross, Tal & Notowidigdo, Matthew J., 2011. "Health insurance and the consumer bankruptcy decision: Evidence from expansions of Medicaid," Journal of Public Economics, Elsevier, vol. 95(7), pages 767-778.
  19. Judith Chevalier & Austan Goolsbee, 2005. "Are Durable Goods Consumers Forward Looking? Evidence from College Textbooks," NBER Working Papers 11421, National Bureau of Economic Research, Inc.
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