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Effects of Insurance Incentives on Road Safety: Evidence from a Natural Experiment in China

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  • Georges Dionne
  • Ying Liu

Abstract

We contribute to the growing body of literature on moral hazard by offering empirical evidence of the effectiveness of insurance pricing incentives at improving road safety. We do this by comparing the claim frequency following a regulatory reform introduced in a pilot city in China, with the experience of another city unaffected by the reform. By using a difference‐in‐differences methodology, we find that improving insurance pricing on past claims and on traffic violations with full industry commitment reduces moral hazard and insured drivers’ claim frequency by 12 percent. The treatment effects are, however, heterogeneous with respect to insured drivers’ wealth and their history of past claims.

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  • 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.
  • Handle: RePEc:bla:scandj:v:123:y:2021:i:2:p:453-477
    DOI: 10.1111/sjoe.12402
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    1. A. Smith, Jeffrey & E. Todd, Petra, 2005. "Does matching overcome LaLonde's critique of nonexperimental estimators?," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 305-353.
    2. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    3. Michael D. Makowsky & Thomas Stratmann, 2011. "More Tickets, Fewer Accidents: How Cash-Strapped Towns Make for Safer Roads," Journal of Law and Economics, University of Chicago Press, vol. 54(4), pages 863-888.
    4. Richard Blundell & Monica Costa Dias, 2009. "Alternative Approaches to Evaluation in Empirical Microeconomics," Journal of Human Resources, University of Wisconsin Press, vol. 44(3).
    5. Ashenfelter, Orley C, 1978. "Estimating the Effect of Training Programs on Earnings," The Review of Economics and Statistics, MIT Press, vol. 60(1), pages 47-57, February.
    6. Chu‐Shiu Li & Chwen‐Chi Liu & Jia‐Hsing Yeh, 2007. "The Incentive Effects of Increasing Per‐Claim Deductible Contracts in Automobile Insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 74(2), pages 441-459, June.
    7. Crocker, Keith J & Snow, Arthur, 1986. "The Efficiency Effects of Categorical Discrimination in the Insurance Industry," Journal of Political Economy, University of Chicago Press, vol. 94(2), pages 321-344, April.
    8. 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.
    9. Bourgeon, Jean-Marc & Picard, Pierre, 2007. "Point-record driving licence and road safety: An economic approach," Journal of Public Economics, Elsevier, vol. 91(1-2), pages 235-258, February.
    10. Tibor Zavadil, 2015. "Do the Better Insured Cause More Damage? Testing for Asymmetric Information in Car Insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 82(4), pages 865-889, December.
    11. Georges Dionne & Jean Pinquet & Mathieu Maurice & Charles Vanasse, 2011. "Incentive Mechanisms for Safe Driving: A Comparative Analysis with Dynamic Data," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 218-227, February.
    12. Dionne, Georges & Michaud, Pierre-Carl & Pinquet, Jean, 2013. "A review of recent theoretical and empirical analyses of asymmetric information in road safety and automobile insurance," Research in Transportation Economics, Elsevier, vol. 43(1), pages 85-97.
    13. 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.
    14. Bauernschuster, Stefan & Schlotter, Martin, 2015. "Public child care and mothers' labor supply—Evidence from two quasi-experiments," Journal of Public Economics, Elsevier, vol. 123(C), pages 1-16.
    15. Pierre-Andre Chiappori & Bernard Salanie, 2000. "Testing for Asymmetric Information in Insurance Markets," Journal of Political Economy, University of Chicago Press, vol. 108(1), pages 56-78, February.
    16. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    17. 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.
    18. Jennifer L. Wang & Ching‐Fan Chung & Larry Y. Tzeng, 2008. "An Empirical Analysis of the Effects of Increasing Deductibles on Moral Hazard," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 75(3), pages 551-566, September.
    19. 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.
    20. Meyer, Bruce D, 1995. "Natural and Quasi-experiments in Economics," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(2), pages 151-161, April.
    21. 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.
    22. Kibrom A. Abay, 2018. "How Effective Are Non‐Monetary Instruments for Safe Driving? Panel Data Evidence on the Effect of the Demerit Point System in Denmark," Scandinavian Journal of Economics, Wiley Blackwell, vol. 120(3), pages 894-924, July.
    23. Georges Dionne (ed.), 2013. "Handbook of Insurance," Springer Books, Springer, edition 2, number 978-1-4614-0155-1, January.
    24. Sloan, Frank A & Reilly, Bridget A & Schenzler, Christoph, 1995. "Effects of Tort Liability and Insurance on Heavy Drinking and Drinking and Driving," Journal of Law and Economics, University of Chicago Press, vol. 38(1), pages 49-77, April.
    25. Castillo-Manzano, José I. & Castro-Nuño, Mercedes, 2012. "Driving licenses based on points systems: Efficient road safety strategy or latest fashion in global transport policy? A worldwide meta-analysis," Transport Policy, Elsevier, vol. 21(C), pages 191-201.
    26. Polinsky, A Mitchell & Shavell, Steven, 1991. "A Note on Optimal Fines When Wealth Varies among Individuals," American Economic Review, American Economic Association, vol. 81(3), pages 618-621, June.
    27. Crocker, Keith J. & Snow, Arthur, 1985. "The efficiency of competitive equilibria in insurance markets with asymmetric information," Journal of Public Economics, Elsevier, vol. 26(2), pages 207-219, March.
    28. Polinsky, A. Mitchell, 2006. "The optimal use of fines and imprisonment when wealth is unobservable," Journal of Public Economics, Elsevier, vol. 90(4-5), pages 823-835, May.
    29. Bar-Ilan, Avner & Sacerdote, Bruce, 2004. "The Response of Criminals and Noncriminals to Fines," Journal of Law and Economics, University of Chicago Press, vol. 47(1), pages 1-17, April.
    30. Michael Hoy, 1982. "Categorizing Risks in the Insurance Industry," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 97(2), pages 321-336.
    31. Alma Cohen, 2005. "Asymmetric Information and Learning: Evidence from the Automobile Insurance Market," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 197-207, May.
    32. Sumit Agarwal & Wenlan Qian, 2014. "Consumption and Debt Response to Unanticipated Income Shocks: Evidence from a Natural Experiment in Singapore," American Economic Review, American Economic Association, vol. 104(12), pages 4205-4230, December.
    33. Chris Robinson & Bingyong Zheng, 2010. "Moral hazard, insurance claims, and repeated insurance contracts," Canadian Journal of Economics, Canadian Economics Association, vol. 43(3), pages 967-993, August.
    34. Yong-Woo Lee, 2013. "Testing for the Presence of Moral Hazard Using the Regulatory Reform in the Car Insurance Market: Case of Korea," The Japanese Economic Review, Japanese Economic Association, vol. 64(3), pages 414-429, September.
    35. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
    36. Maria De Paola & Vincenzo Scoppa & Mariatiziana Falcone, 2013. "The deterrent effects of the penalty points system for driving offences: a regression discontinuity approach," Empirical Economics, Springer, vol. 45(2), pages 965-985, October.
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    More about this item

    JEL classification:

    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • C35 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions
    • D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design
    • G22 - Financial Economics - - Financial Institutions and Services - - - Insurance; Insurance Companies; Actuarial Studies
    • R41 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics - - - Transportation: Demand, Supply, and Congestion; Travel Time; Safety and Accidents; Transportation Noise

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