Research on Underwriting Risk Based on EWM-TOPSIS and SARIMA Models

Authors

  • Minyu Zhang
  • Jiashan Liu

DOI:

https://doi.org/10.54097/x1ymrw29

Keywords:

EWM, TOPSIS, SARIMA, Insurance Model.

Abstract

Recent climate change-induced extreme weather events have heightened property insurance claims, prompting the development of an insurance model utilizing advanced mathematical models. Utilizing the EWM-TOPSIS model, a comprehensive framework for underwriting risk assessment was developed and applied to determine the 20-year Insurance Claim Risk Index (ICRI) for both Beijing and Guizhou Province. Predictive modeling using the SARIMA model produced ICRI values for Beijing (0.134, 0.154, 0.149) and for Guizhou Province (0.265, 0.304, 0.169). Assuming the ICRI follows a normal distribution, a statistical analysis was conducted on 40 ICRI data points. Based on this, the ICRI was categorized into three levels, providing a foundation for the insurance company's decision-making. In Beijing, it is suggested to insure for the next three years, while in Guizhou, it is advised not to insure for the first two years or to start the business in the third year.

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References

IPCC. Sixth Assessment Report Climate Change 2021: The Physical Science Basis. Technical Report. Geneva: Intergovernmental Panel on Climate Change (IPCC), 2021.

Stephen Barnes, Swarup Joshi, Dek Terrell. Disasters and health insurance: Evidence from Louisiana. Economic Modelling, Volume 128, 2023, 106516, ISSN 0264 - 9993.

José-María Montero, Viviane Naimy, Nermeen Abi Farraj, Rim El Khoury. Natural disasters, stock price volatility in the property-liability insurance market and sustainability: An unexplored link. Socio- Economic Planning Sciences, Volume 91, 2024, 101791, ISSN 0038 - 0121.

Stricker, L.; Pugnetti, C., Wagner, J., Zeier Röschmann. A. Green Insurance: A Roadmap for Executive Management. J. Risk Financial Manag, 2022, 15, 221.

Goncalves, Gloria. Flooding insurance policy for investment sustainability. SO CADERNOS DE GEOGRAFIA,2020, DOI:10.14195/0871-1623_42_4: 59 - 70.

Mills, Evan. From Risk to Opportunity 2008: Insurer Responses to Climate Change. Technical Report. Boston: Ceres, 2009.

R. Waddell, D. Beal, D. Cockerill. Insurers take up the climate fight. Boston Consulting Group Publications, 2020.

G. Dionne, D. Desjardins. A re-examination of the US insurance market's capacity to pay catastrophe losses. Risk Manag Insur Rev, 2022, 10.1111/rmir.1222: 515 – 549.

M. Ghafory-Ashtiany, H. Motamed. Earthquake insurance in Iran: solvency of local insurers in light of the current market practice. Natural Hazards and Earth System Sciences, Discussions (2023), 2023, 10.5194/nhess - 2023 - 81: 1 - 24.

B.A. Brotman. Insurance losses caused by residential housing flood events. Int J Hous Mark Anal, 2022, 10.1108/IJHMA - 12 - 2020 - 014: 277 – 289.

Shea, Matthew, and James W. Hutchin. The Importance of Environmental, Social, and Governance Risks to Surety Underwriters. Asia-Pacific Journal of Risk and Insurance, 2018, 12: 20170016.

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Published

20-05-2024