Survival analysis for contract maintenance period using life insurance data

被引:0
|
作者
Yang, Dae Geon [1 ]
Ha, Il Do [1 ]
Cho, Geon Ho [2 ]
机构
[1] Pukyong Natl Univ, Dept Stat, 45 Yongso Ro, Pusan 48513, South Korea
[2] Daegu Haany Univ, Div Cosmet Sci & Technol, Ind Qual Engn, Gyongsan, South Korea
基金
新加坡国家研究基金会;
关键词
Cox's proportional hazards model; life insurance data; penalized variable selection; survival analysis;
D O I
10.5351/KJAS.2018.31.6.771
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The life insurance industry is interested in various factors that influence the long-term extensions of insurance contracts such as the necessity for the advisors' long-term management of consumers, product consulting, and improvement of the investment aspects. This paper investigates important factors leading to a long-term contract that forms an important part of the life insurance industry in Korea. For this purpose we used the data of contents (i.e., data from Jan 1, 2011 to Dec 31, 2016) of the contracts of xxx insurance company. In this paper, we present how to select important variables to influence the duration of the contract maintenance via a penalized Cox's proportional hazards (PH) modelling approach using insurance life data. As the result of analysis, we found that the selected important factors were the advisor's status, the reward type 2 (annuity insurance) and tendency 4 (safety-pursuing type).
引用
收藏
页码:771 / 783
页数:13
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