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Modelling Different Types of Bundled Automobile Insurance Choice Behaviour: The Case of Taiwan*

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  • Ming-Jyh Wang

    (Insurance, Chaoyang University of Technology, 168 Gifeng E. Rd., Wufeng, Taichung 41300, Taiwan.)

  • Chieh-Hua Wen

    (Transportation Technology and Management, Feng Chia University, 100 Wenhwa Rd., Seatwen, Taichung 40724, Taiwan.)

  • Lawrence W Lan

    (Globan Marketing and Logitistics, MingDao University, 369 Wen-Hua Rd, Peetow, Changhua 52345, Taiwan.)

Abstract

Automobile insurance policies (AIPs) are typically offered by the insurers in different bundled formats and some of which may be highly similar. This study proposes a two-component modelling system, which consists of choice of physical damage coverage and choice of non-physical damage coverage. Both multinomial logit (MNL) and paired combinatorial logit (PCL) models are attempted to explain the choice behaviours of AIP alternatives. The proposed models are tested with a large data set drawn from a Taiwanese non-life insurance company. It is found that the PCL model is structurally superior to the MNL model in analysing the choice of physical damage bundled AIP alternatives. In the context of non-physical damage coverage choice, however, the assumptions from the MNL model hold, suggesting that the use of PCL model is not required. Based on our estimation results, the insurance providers can develop marketing strategies to refine their existing AIPs or to develop new AIPs to better serve their customers.

Suggested Citation

  • Ming-Jyh Wang & Chieh-Hua Wen & Lawrence W Lan, 2010. "Modelling Different Types of Bundled Automobile Insurance Choice Behaviour: The Case of Taiwan*," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 35(2), pages 290-308, April.
    • Handle: RePEc:pal:gpprii:v:35:y:2010:i:2:p:290-308
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    1. Dionne, Georges & Doherty, Neil A, 1994. "Adverse Selection, Commitment, and Renegotiation: Extension to and Evidence from Insurance Markets," Journal of Political Economy, University of Chicago Press, vol. 102(2), pages 209-235, April.
    2. Georges Dionne & Olfa Ghali, 2005. "The (1992) Bonus‐Malus System in Tunisia: An Empirical Evaluation," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 72(4), pages 609-633, December.
    3. Dellaert, N. P. & Frenk, J. B. G. & van Rijsoort, L. P., 1993. "Optimal claim behaviour for vehicle damage insurances," Insurance: Mathematics and Economics, Elsevier, vol. 12(3), pages 225-244, June.
    4. 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.
    5. Koppelman, Frank S. & Wen, Chieh-Hua, 2000. "The paired combinatorial logit model: properties, estimation and application," Transportation Research Part B: Methodological, Elsevier, vol. 34(2), pages 75-89, February.
    6. Maarten C. W. Janssen & Vladimir A. Karamychev, 2005. "Dynamic Insurance Contracts and Adverse Selection," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 72(1), pages 45-59, March.
    7. Viaene, Stijn & Ayuso, Mercedes & Guillen, Montserrat & Van Gheel, Dirk & Dedene, Guido, 2007. "Strategies for detecting fraudulent claims in the automobile insurance industry," European Journal of Operational Research, Elsevier, vol. 176(1), pages 565-583, January.
    8. Joan T. Schmit & Jia‐Hsing Yeh, 2003. "An Economic Analysis of Auto Compensation Systems: Choice Experiences From New Jersey and Pennsylvania," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 70(4), pages 601-628, December.
    9. Picard, Pierre, 1996. "Auditing claims in the insurance market with fraud: The credibility issue," Journal of Public Economics, Elsevier, vol. 63(1), pages 27-56, December.
    10. Dellaert, N.P. & Frenk, J.B.G. & van Rijsoort, L.P., 1993. "Optimal claim behaviour for vehicle damage insurances," Econometric Institute Research Papers 11669, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
    11. Jennifer L. Wang, 2004. "Asymmetric Information Problems in Taiwan's Automobile Insurance Market: The Effect of Policy Design on Loss Characteristics," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 7(1), pages 53-71, March.
    12. 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.
    13. 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.
    14. Ania, Ana B. & Troger, Thomas & Wambach, Achim, 2002. "An evolutionary analysis of insurance markets with adverse selection," Games and Economic Behavior, Elsevier, vol. 40(2), pages 153-184, August.
    15. Boyer, Marcel & Dionne, Georges, 1989. "An Empirical Analysis of Moral Hazard and Experience Rating," The Review of Economics and Statistics, MIT Press, vol. 71(1), pages 128-134, February.
    16. Chiappori, Pierre-Andre & Salanie, Bernard, 1997. "Empirical contract theory: The case of insurance data," European Economic Review, Elsevier, vol. 41(3-5), pages 943-950, April.
    17. Dellaert, N. P. & Frenk, J. B. G. & Kouwenhoven, A. & Van Der Laan, B. S., 1990. "Optimal claim behaviour for third-party liability insurances or to claim or not to claim: that is the question," Insurance: Mathematics and Economics, Elsevier, vol. 9(1), pages 59-76, March.
    18. Steven B. Caudill & Mercedes Ayuso & Montserrat Guillén, 2005. "Fraud Detection Using a Multinomial Logit Model With Missing Information," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 72(4), pages 539-550, December.
    19. Gunnar Lindberg, 2001. "Traffic Insurance and Accident Externality Charges," Journal of Transport Economics and Policy, University of Bath, vol. 35(3), pages 399-416, September.
    20. Artis, Manuel & Ayuso, Mercedes & Guillen, Montserrat, 1999. "Modelling different types of automobile insurance fraud behaviour in the Spanish market," Insurance: Mathematics and Economics, Elsevier, vol. 24(1-2), pages 67-81, March.
    21. Stroinski, Krzysztof J. & Currie, Iain D., 1989. "Selection of variables for automobile insurance rating," Insurance: Mathematics and Economics, Elsevier, vol. 8(1), pages 35-46, March.
    22. Dionne, G., 1980. "The Effects of Insurance on the Possibilities of Fraud," Cahiers de recherche 8103, Universite de Montreal, Departement de sciences economiques.
    23. Stijn Viaene & Guido Dedene, 2004. "Insurance Fraud: Issues and Challenges," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 29(2), pages 313-333, April.
    24. Lemaire, Jean & Zi, Hongmin, 1994. "A Comparative Analysis of 30 Bonus-Malus Systems," ASTIN Bulletin, Cambridge University Press, vol. 24(2), pages 287-309, November.
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    2. Hongmin Li & Scott Webster, 2017. "Optimal Pricing of Correlated Product Options Under the Paired Combinatorial Logit Model," Operations Research, INFORMS, vol. 65(5), pages 1215-1230, October.

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