Open AccessSTUDYING THE INSURANCE COMPANY CUSTOMERS PREFERENCES ON THE BASIS OF THE CONSENT CRITERIA USING CHAID-ANALYSIS
Author(s) -
Марина Цой,
Марина Цой,
Владислав Щеколдин,
Владислав Щеколдин
Publication year - 2017
Publication title -
servis v rossii i za rubežom
Language(s) - English
Resource type - Journals
ISSN - 1995-042X
DOI - 10.22412/1995-042x-11-4-10
Subject(s) - chaid , actuarial science , business , marital status , market segmentation , work (physics) , marketing , computer science , decision tree , data mining , mechanical engineering , population , demography , sociology , engineering
The article considers modern trends in the insurance market development in the Russian Federation, and reviews the main insurance products and the dynamics of their implementation over the past few years. The authors identify the necessity for improving the insurance services quality, active work with consumers, and development of targeted packages of services, corresponding to the specific needs of individual customer segments.
Based on the case of regional insurance company operating on the local insurance market in the city of Novosibirsk, the article analyzes the socio-demographic and economic characteristics and their impact on the probability of choosing insurance products. Using Pearson's chi-squared test, the authors have accomplished statistical review of 30 hypotheses in order to reveal the relationship between the characteristics of consumers and their choice of various insurance products.
Using CHAID-analysis, the one of the most popular technologies for data mining, allowed authors to distinguish different homogeneous groups of consumers for each of the insurance products considered. Based on the study, the authors have constructed classification schemes of insurance services consumers. This led to the conclusion that age and marital status are most significant consumer characteristics for the segmentation. On the other hand, the study of the constructed consumer classification schemes shows that such indicators as “children" and "income" practically do not influence the choice of insurance products.
Also, a study using CHAID-analysis made it possible to determine which types of insurance services allow the most effective joint combinations. In turn, it allowed to form four specially selected packages consisting of several insurance products to maximize the satisfaction of the company's customers.