基于HMM评估客户对互联网保险产品的获取模式
首发时间:2019-01-04
摘要:传统上,关系营销侧重于企业和消费者之间的互动。但在关系营销中,不能忽视另一种类型的互动:消费者与产品之间的互动。本文基于消费者和产品之间的互动,研究消费者对互联网保险产品的一般获取模式。本文从我国某互联网财产保险公司获取了5860个客户在21个月内的的纵向数据,其中包含人口统计信息以及购买信息,基于隐马尔可夫模型(HMM)分析互联网保险产品的获取模式。隐马尔可夫模型能够生成潜在类别,代表每个客户的产品组合,并能显示潜在类别和客户人口统计特征之间的关系。另外,该方法不再局限于特定时间点和特定观察对象的影响,能够洞察潜在类别之间的转换,反映了客户产品组合随着时间推移的发展情况。
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Evaluating customer acquisition patterns of Internet insurance products based on HMM
Abstract:Traditionally, relationship marketing has focused on the interaction between business and consumers. But in relationship marketing, you can\'t ignore another type of interaction: the interaction between consumers and products. Based on the interaction between consumers and products, this paper studies the general acquisition patterns of consumers\' Internet insurance products. This paper obtains longitudinal data of 5,860 customers in 21 months from an Internet property insurance company in China, including demographic information and purchase information, and analyzes the acquisition mode of Internet insurance products based on Hidden Markov Model (HMM). Hidden Markov models are capable of generating potential categories, representing each customer\'s product portfolio, and showing the relationship between potential categories and customer demographics. In addition, the method is no longer limited to the impact of specific time points and specific observations, and can provide insight into the transition between potential categories, reflecting the development of the customer\'s product portfolio over time.
Keywords: relationship marketing internet insurance hidden markov model acquisition patterns
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基于HMM评估客户对互联网保险产品的获取模式
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