韩国健康保险中家庭、个人和财务决定因素

IF 0.5 Q4 STATISTICS & PROBABILITY Communications for Statistical Applications and Methods Pub Date : 2021-09-30 DOI:10.29220/csam.2021.28.5.447
H. Shim, Jung Yeun Min, Y. Choi
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引用次数: 0

摘要

在保险业中,退保率是一个重要的变量,它威胁着保险公司的可持续性,并决定着合同的盈利能力。然而,与决定保险合同现金流的其他精算假设不同,它的特点是内生变量,如人们的经济、社会和主观决策。因此,需要采用微观方法来识别和分析决定失效率的因素。具体而言,微观层面的特征,包括投保人的个人、人口、微观经济和家庭特征,对于分析是必要的。在本研究中,我们选择了韩国退休收入研究(KReIS)的多个不同维度的面板调查数据,以确定哪些变量对失效有决定性影响,并应用lasso正则化回归模型进行实证分析。由于数据中包含许多缺失值,因此使用随机森林法进行估算。在家庭变量中,我们发现不存在老年受抚养人、存在年轻受抚养人和有工作的家庭成员会增加投降率。在个体变量中,离婚、非城市住宅区、公寓式住房、无住房所有权以及与兄弟姐妹的不良关系增加了失效率。最后,在财务变量中,低收入、低支出、子女的存在导致了儿童保育支出、不期望从配偶那里遗赠、不持有公共医疗保险以及期望从退休养老金中受益,这些都会增加失效率。其中一些发现与文献中的一致。
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Household, personal, and financial determinants of surrender in Korean health insurance
In insurance, the surrender rate is an important variable that threatens the sustainability of insurers and determines the profitability of the contract. Unlike other actuarial assumptions that determine the cash flow of an insurance contract, however, it is characterized by endogenous variables such as people’s economic, social, and subjective decisions. Therefore, a microscopic approach is required to identify and analyze the factors that determine the lapse rate. Specifically, micro-level characteristics including the individual, demographic, microeconomic, and household characteristics of policyholders are necessary for the analysis. In this study, we select panel survey data of Korean Retirement Income Study (KReIS) with many diverse dimensions to determine which variables have a decisive effect on the lapse and apply the lasso regularized regression model to analyze it empirically. As the data contain many missing values, they are imputed using the random forest method. Among the household variables, we find that the non-existence of old dependents, the existence of young dependents, and employed family members increase the surrender rate. Among the individual variables, divorce, non-urban residential areas, apartment type of housing, non-ownership of homes, and bad relationship with siblings increase the lapse rate. Finally, among the financial variables, low income, low expenditure, the existence of children that incur child care expenditure, not expecting to bequest from spouse, not holding public health insurance, and expecting to benefit from a retirement pension increase the lapse rate. Some of these findings are consistent with those in the literature.
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来源期刊
CiteScore
0.90
自引率
0.00%
发文量
49
期刊介绍: Communications for Statistical Applications and Methods (Commun. Stat. Appl. Methods, CSAM) is an official journal of the Korean Statistical Society and Korean International Statistical Society. It is an international and Open Access journal dedicated to publishing peer-reviewed, high quality and innovative statistical research. CSAM publishes articles on applied and methodological research in the areas of statistics and probability. It features rapid publication and broad coverage of statistical applications and methods. It welcomes papers on novel applications of statistical methodology in the areas including medicine (pharmaceutical, biotechnology, medical device), business, management, economics, ecology, education, computing, engineering, operational research, biology, sociology and earth science, but papers from other areas are also considered.
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