Discrete-Time Survival Models Applied to Turkish Motor Insurance Data

被引:0
作者
Tutkun, N. Ata [1 ]
Karabey, U. [2 ]
机构
[1] Hacettepe Univ, Dept Stat, TR-06800 Beytepe, Turkey
[2] Hacettepe Univ, Dept Actuarial Sci, TR-06800 Beytepe, Turkey
关键词
Censored data; claim; discrete-time; motor insurance;
D O I
暂无
中图分类号
F [经济];
学科分类号
02 ;
摘要
Discrete-time survival models are mostly used in modelling time to event data with discrete time intervals in social sciences. In this study this approach is used for modelling non-life insurance data which covers 386200 customers belongs to a local insurance company in Turkey. We use no-claim discount level as the survival time where the interested event is defined as having a damage. Customers who have still no damage at the end of the follow-up period were treated as censored observations, whereas the others were treated as failed observations. The classical survival models and also discrete-time survival models were applied to the data. Age, sex, age of the car and the city were taken into consideration to model the failure times. As we use the no-claim discount level as the survival time, the discrete-time survival model with complementary log-log function is chosen as a better approach for our data set.
引用
收藏
页码:26 / 36
页数:11
相关论文
共 19 条
[1]  
Allison P. D., 1982, SOCIOL METHODOL, V13, P61, DOI [10.2307/270718, DOI 10.2307/270718]
[2]   Taking time seriously: Time-series-cross-section analysis with a binary dependent variable [J].
Beck, N ;
Katz, JN ;
Tucker, R .
AMERICAN JOURNAL OF POLITICAL SCIENCE, 1998, 42 (04) :1260-1288
[3]   STATISTICAL RISK-EVALUATION APPLIED TO (BELGIAN) CAR INSURANCE [J].
BEIRLANT, J ;
DERVEAUX, V ;
DEMEYER, AM ;
GOOVAERTS, MJ ;
LABIE, E ;
MAENHOUDT, B .
INSURANCE MATHEMATICS & ECONOMICS, 1992, 10 (04) :289-302
[4]  
Box-Steensmeier J., 2004, EVENT HIST MODELLING, P69
[5]   SOME INTERRELATIONSHIPS AMONG REGRESSION COEFFICIENT ESTIMATES ARISING IN A CLASS OF MODELS APPROPRIATE TO RESPONSE-TIME DATA [J].
BYAR, DP ;
MANTEL, N .
BIOMETRICS, 1975, 31 (04) :943-947
[6]  
Eleuteri A., 2007, ENG MED BIOL SOC EMB, P5420
[7]   Frailty modelling of time-to-lapse of single policies for customers holding multiple car contracts [J].
Haugen, Marion ;
Moger, Tron Anders .
SCANDINAVIAN ACTUARIAL JOURNAL, 2016, (06) :489-501
[8]   An application of randomly truncated data models in reserving IBNR claims [J].
Herbst, T .
INSURANCE MATHEMATICS & ECONOMICS, 1999, 25 (02) :123-131
[9]  
KEIDING N, 1998, ASTIN BULL, V28, P95
[10]   LOGISTIC REGRESSION-ANALYSIS OF RESPONSE-TIME DATA WHERE HAZARD FUNCTION IS TIME-DEPENDENT [J].
MANTEL, N ;
HANKEY, BF .
COMMUNICATIONS IN STATISTICS PART A-THEORY AND METHODS, 1978, 7 (04) :333-347