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Modelling cross-sales to promote customer retention in the financial services industry: the 'who-what-when framework'. Two case studies

机译:对交叉销售进行建模以提高客户在金融服务行业中的保留率:“何时何地”框架。两个案例研究

摘要

Customer retention has been shown by academic researchers to be more profitableudthan customer acquisition. However, its implementation in the business environmentudhas not been so successful. One of the reasons for this is that customer retention canudbe achieved in several ways (i.e. loyalty programs, affinity cards and switching costs)udand that the translation from the concept of “retaining customers” to the actions andudstrategies to retain them is not always easy.udOne of the most attractive strategies to ensure that customers remain within theudorganisation is through cross-selling and up-selling. In short, the objective is toudincrease the number (or the value) of the products that a customer buys from audcompany to make it more difficult for him/her to leave. Whilst academic research hasuddeeply investigated the concepts of loyalty, retention programs and trust, amongstudothers, cross-selling has not received the same level of attention. Moreover, existingudresearch on cross-selling has been focused on products rather than on services.udFinally, this research has mostly been conceptual in nature, with limited attempts toudmodel or design practical cross-selling and up-selling strategies. In order for crosssellingudand up-selling to be effective retention strategies, they need to be tailored toudthe needs of the customer. The offer must be adequate in terms of the target (who isudgoing to buy the product), the content (what is going to be purchased) and a timeud(when is the right moment to offer the new product).udThis thesis investigates customer retention and cross-selling and up-selling from audpractical point of view in the financial services industry. Firstly, it assesses theudimportance of the concepts of customer retention and cross-selling and up-sellingudthrough several interviews conducted with financial services providers (insuranceudcompanies, building societies and independent financial industry bodies). Havingudestablished the relevance of these concepts in the industry, the next step developedudand applied a framework to design cross-selling and up-selling strategies. Thisudframework, named the “Who-What-When” framework, was applied to theudtransactional and customer data bases of two financial services providers (a Spanishudinsurance company and a UK building society). The “Who-What-When” methodudiiudbegins by segmenting the customer base in order to understand the characteristicsudand potential of each customer. It then, moves to modelling purchase propensityudmodels, understanding the relationships between products in order to determine whatudproduct should be offered to each segment, according to their characteristics andudtheir consumption history. Finally, it analyses the time sequence of the purchases inudorder to determine the right time (when the purchase is more likely to occur) toudapproach each customer, bearing in mind how they behave and the maturity of theudproducts already held.udThe contribution of this thesis is twofold. From an academic point of view, theudresearch demonstrates the importance of customer retention and cross-selling in theudfinancial services industry, being both recognised as key strategic and tacticaludapproaches for the future of the industry. Secondly, from a practical point of view, itudcontributes by developing an analytical framework to discover and design crosssellingudand up-selling strategies, aimed at retaining customers. This is achievedudthrough the ‘Who-What-When’ framework which takes into account customerudcharacteristics, consumption patterns and acquisition sequence to model cross-sellingudactivities. Therefore, it refutes the traditional approach that ‘one size fits all’,udadvocating tailored strategies. Finally, this research highlights, from the empiricaludanalysis, how repurchase decision is highly influenced by the length of theudrelationship with the provider and the type of products already purchased.udUnderstanding these factors is key to successfully retaining customers via crossselling.
机译:学术研究人员已经证明,保留客户比获取客户更有利可图。但是,它在商业环境中的实施并不十分成功。原因之一是可以通过多种方式(例如,忠诚度计划,亲和力卡和转换成本)实现客户保留,并且将“保留客户”的概念转化为保留客户的行动和策略并非总是容易的。 ud确保交叉销售和追加销售是确保客户留在组织内部的最有吸引力的策略之一。简而言之,目标是增加顾客从一家公司购买的产品的数量(或价值),以使其离开他/她更加困难。尽管学术研究已经深度研究了忠诚度,保留程序和信任的概念,但在其他人群中,交叉销售并未受到同等关注。此外,对交叉销售的现有 udre研究一直侧重于产品而不是服务。 ud最后,此研究本质上只是概念性的,很少尝试 udmodel或设计实用的交叉销售和向上销售策略。为了使交叉销售和追加销售成为有效的保留策略,需要针对客户的需求进行量身定制。要约必须在目标(要购买的人),内容(要购买的内容)和时间(要提供新产品的合适时机)方面足够。本文从服务实践的角度研究了金融服务行业中的客户保留以及交叉销售和追加销售。首先,它通过与金融服务提供商(保险公司,建筑公司和独立的金融行业机构)进行的几次访谈,评估了客户保留,交叉销售和向上销售 udud概念的重要性。在确定了这些概念在行业中的相关性之后,下一步便开发并应用了一个框架来设计交叉销售和向上销售策略。这个 udframework名为“ Who-What-When-Time”框架,已应用于两个金融服务提供商(一家西班牙 udinsurance公司和一家英国建筑协会)的 udtransactional和客户数据库。 “何时何地”方法 udii ud开始于细分客户群,以了解每个客户的特征 udd和潜力。然后,它转向建模购买倾向 udmodel,了解产品之间的关系,以便根据其特征和其消费历史确定应为每个细分市场提供的产品。最后,它会分析无序购买的时间顺序,从而确定合适的时间(更有可能发生购买时),以吸引每个客户,同时要记住他们的行为方式和已经持有的产品的成熟度。 ud本论文的贡献是双重的。从学术角度来看, udre研究证明了保留客户和交叉销售在 udinfinancial服务行业中的重要性,这被认为是该行业未来的关键战略和战术方案。其次,从实用的角度来看,它通过开发分析框架来发现和设计旨在保留客户的交叉销售/销售向上销售策略来做出贡献。这是通过“何时何地”框架实现的,该框架考虑了客户的 udcharacteristics,消费模式和获取顺序来模拟交叉销售 udactivities。因此,它驳斥了“一刀切”的传统方法,主张定制的策略。最后,这项研究从经验分析中强调,与供应商的关系长度和已经购买的产品类型对回购决策的影响很大。 ud了解这些因素是通过交叉销售成功保留客户的关键。

著录项

  • 作者

    Salazar María Teresa;

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  • 年度 2010
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  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
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