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Customer lifetime network value: customer valuation in the context of network effects

机译:客户生命周期内的网络价值:网络效应下的客户评估

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摘要

Nowadays customers are increasingly connected and extensively interact with each other using technology-enabled media like online social networks. Hence, customers are frequently exposed to social influence when making purchase decisions. However, established approaches for customer valuation mostly neglect network effects based on social influence. This leads to a misallocation of resources. Following a design-oriented approach, this paper develops a model for customer valuation referred to as the customer lifetime network value (CLNV) incorporating an integrated network perspective. By considering the customers' net contribution to the network, the CLNV reallocates values between customers based on social influence. Inspired by common prestige- and eigenvector-related centrality measures it incorporates social influence among all degrees of separation acknowledging its viral spread. Using a real-world dataset, we demonstrate the practicable applicability of the CLNV to determine individual customers' value.
机译:如今,客户之间的联系日益紧密,并使用支持技术的媒体(如在线社交网络)与彼此进行广泛互动。因此,客户在做出购买决定时经常会受到社会影响。但是,已建立的客户评估方法大多忽略了基于社会影响力的网络效应。这导致资源分配错误。遵循面向设计的方法,本文开发了一种结合了集成网络观点的客户评估模型,称为客户生命周期网络价值(CLNV)。通过考虑客户对网络的净贡献,CLNV根据社会影响力在客户之间重新分配价值。受通用的声望和与特征向量有关的集中度度量的启发,它在承认其病毒传播的所有分离程度中纳入了社会影响力。使用实际数据集,我们证明了CLNV在确定单个客户价值方面的实用性。

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