Customer Lifetime Value as the Basis of Customer Segmentation

SUMMARY

In this article, we examine current trends in customer life-time value and customer segmentation models and identify key issues for future research. CLV-based segmentation is a segmentation approach that groups customers into meaningful segments based upon customer lifetime value and (potentially) other factors. In the article, we discuss the extent to which CLV-based segmentation meets the criteria for effective segmentation. We also identify six areas for future research: (1) models and management of “micro-segments,” (2) using CLV-based segmentation to improve the efficiency of marketing programs, (3) the need for more dynamic CLV-based segmentation models, (4) applying CLV-based customer segmentation to new products and new customers, (5) challenges associated with implementing CLV-based segmentation, and (6) the need for new models that enable firms to segment customers by response to marketing activities and CLV at different points in the customer decision process.     

Customer Divestment

SUMMARY

Customer lifetime value (CLV) models are designed to identify high-value customers to be retained. By implication, the remaining customers must be divested. This aspect of CLV management, customer divestment, has not been addressed in research. In this paper we describe the process of customer divestment, report a framework enabling firms to implement customer divestment (Mittal, Sarkees, and Murshed, 2006), and identify key issues associated with the customer divestment process. In doing so, we formulate some key research questions and an agenda for future research.     

Salesperson CLV orientation's effect on performance

Previous studies show how strategies based on the customer lifetime value (CLV) can lead to an increase of profitability for a firm. In this context, marketing serves the purpose of maximizing CLV and customer equity (the CLV of current and future customers). For most types of service firms, salespeople are direct participants in implementing the CLV concept. However, prior research does not answer the question of whether or how salesperson CLV orientation can enhance profits. Using data on salespeople in a large Chilean retail bank, this study shows that the effect of salesperson CLV orientation on salesperson performance follows an S-shaped function (which is first convex and then concave). Additionally, data does not support the idea that the optimum level of CLV orientation depends on salesperson customer orientation, salesperson adaptive selling behavior, or salesperson experience (i.e., CLV-oriented behaviors could be effective across a wide range of salespeople). As such, this study addresses an important concern among researchers and managers that is related to how to increase the salesperson performance. The findings of this study suggest that firms need to monitor individual salesperson CLV orientation more closely.     

Customer Valuation as a Driver of Relationship Dissolution Sabrina Helm Heinrich-Heine-Universitaet,Germany

Abstract

As all customers are not created equal (Hallberg & Ogilvy, 1995), the different contributions of customers to a supplier's goals have to be evaluated to grant efficient relationship marketing. Furthermore, a handling system has to be developed for unprofitable customer relationships. This is a hitherto neglected field, as marketing researchers and practitioners are generally rather interested in attaining and keeping customers, not in the ending of relationships. The article aims at integrating the concepts of customer equity and profitability with approaches of relationship dissolution, which have recently emerged in the literature. Different aspects of calculating the value of customer relationships and value-based criteria that focus on monetary and non-monetary components of a customer's value are discussed. In an exploratory study undertaken in the German mechanical engineering industry, the relevance of customer valuation to dissolution decisions is analyzed.     

Managing retailer profitability—one customer at a time!

This study examines how customer lifetime value (CLV) can be computed at individual customer level in a retail setting to maximize profitability. The study finds that maximum positive impact to CLV occurs when the customer cross-purchases, shows multi-channel shopping behavior, stays longer with the firm, buys specific product categories and purchases more frequently with the firm. Interestingly, the CLV follows an inverted U relationship with increase in return of prior purchases. Other interesting findings include a surprisingly low correlation between customer loyalty and future profitability and low correlation between stores’ historic revenues and future profitability. Several implications are suggested for retailers to manage and maximize customer profitability as well as store profitability.     

Role of Customer Retention Equity in Creating and Developing Brand Value

The present study attempts to explore and establish a customer retention equity scale and examines its impact on brand value in the Indian banking sector. The data were collected from 500 account holders of the five nationalized banks—State Bank of India, Punjab National Bank, Industrial Credit and Investment Corporation of India, Housing Development Finance Corporation, and Jammu and Kashmir Bank from Jammu City, North India—using a purposive sampling technique. Structural equation modeling was applied to test the study hypotheses. The study finds that customer retention strategies that include loyalty and affinity schemes, special treatment benefits, a customer feedback survey, a courtesy system, and content marketing significantly contribute to retention equity. Further, the study also reveals that retention equity has a positive and significant impact on brand value and its dimensions—brand loyalty, brand association, and brand awareness. The study contributes to the extant literature by developing and validating the customer retention equity scale from customer perspectives in the Indian banking sector. In addition, the study also integrates the research stream of retention equity with brand value to signify the contributory role of customer retention equity on brand value and its dimensions. Since the study is limited to assessing customer retention equity and brand value relationship, their relationship with other constructs, such as relational quality, customer equity, and customer loyalty, should be explored in further work.     

Dimensions and Implementation Drivers of Customer Equity Management (CEM)—Conceptual Framework,Qualitative Evidence and Preliminary Results of a Quantitative Study

SUMMARY

Customer equity has become a major marketing goal in many industries. In the existing literature on customer equity, there is a strong emphasis on measuring customer equity (or customer lifetime value), while there is a lack of research on how to manage customer equity and how to implement a systematic Customer Equity Management (CEM). In this paper, based on theoretical considerations as well as on qualitative and quantitative research applying confirmatory factor analysis, we identify three dimensions of Customer Equity Management structuring a firm's CEM activities: analytical CEM, strategic CEM and operational CEM. Further, three types of CEM implementation drivers are identified which represent determinants of the three CEM dimensions. We develop measures for both the three CEM dimensions and the three implementation drivers. These measures help companies evaluating their status regarding CEM and represent the basis for empirical studies regarding the determination and effects of CEM.     

Examining the Relationship Marketing,Marketing Productivity Paradigm

Abstract

The authors examine the relationship marketing research literature and identify three schools of thought regarding relationship marketing. The Inter-organizational, customer relationship, and customer valuation research perspectives are described and representative studies are discussed. The predominant conceptual approaches to marketing productivity in the research literature are identified and described. The shareholder value model of Srivastava, Shervani, and Fahey (1998) is selected as the most useful conceptual framework linking relationship marketing and marketing productivity. The linking constructs of customer equity and brand equity are identified as the critical conceptual connections between relationship marketing and marketing productivity. A research agenda is suggested, covering both conceptual and operational issues for further development of both relationship marketing and marketing productivity.     

Ignoring Your Best Customer?

Abstract

Many organizations devote considerable amounts of money and human resources to develop systems aimed at improving customer retention and profitability. The conventional wisdom is that if retaining the most profitable customers is a good way to increase profitability, then allocating resources to increase the satisfaction of those customers has to be a great objective. However, managers do not observe clear link between satisfaction, retention and profitability. The reason is that different customers have different preferences for convenience as well as different costs associated with switching service providers. These preference and cost heterogeneities have important implications for how companies should target their customer service efforts.

In this paper, we adopt a latent class model to examine the interrelationship amongsatisfaction, retention and profitability. Applying the model to a data of customer satisfaction, self-reported switching propensity, and profitability provided to us by a large Midwestern bank, we make normative statements about which customers are the most criticalones for the company to satisfy and how to satisfy them. The results of this research help to explain why managers have been frustrated by the apparent lack of actionable information present in customer satisfaction data and points to more intelligent ways to use this data.     

Customer Selection and Prioritization

Abstract

That a firm benefits most when customers stick around for the long haul is a central premise of relationship marketing. This conviction has manifested itself over the past decade in the form of numerous formal loyalty programs that aim to seek and foster customer relationships. Scant evidence for the success of such programs has accrued since. This has lead firms to re-evaluate their investments in customer relationship management. Optimal resource allocation models address issues of relative investments in customer acquisition versus retention, and on managing relationships with profitable customers so that the value of a firm's customer base is maximized.     

顾客价值导向的品牌权益模型及实证分析

以结构方程模型路径分析方法为基础,对顾客价值与品牌权益之间的关系进行实证研究。通过前期对手机消费者的深度访谈,结合定性分析,归纳出5个顾客价值结构,提出顾客价值与品牌权益关系概念模型。在调查研究的基础上,分析顾客价值结构对品牌权益价值的影响。结果表明:一方面,顾客价值结构对品牌权益价值有显著的直接效应;另一方面,顾客价值结构经由态度和行为两个品牌忠诚层面对品牌权益价值有显著的间接效应。     

Key service drivers for high-tech service brand equity: The mediating role of overall service quality and perceived value

Abstract

This study investigates how different aspects of service quality could have effects on overall perception of service quality, perceived value, and service brand equity. Based on a survey of active users of mobile telecommunications services in Taiwan, we obtained the following findings. First, we found that empathy, network quality, reliability, and assurance, but not tangibles and responsiveness, have a significant effect on service quality and value perception. Second, the effect of overall service quality on brand equity is partially mediated by perceived value. Third, overall service quality has differential mediation effects on the relationships between specific service quality dimensions and perceived value. Finally, empathy and network quality have direct effects on brand equity. For managers, our study suggests the importance of identifying key service drivers for building strong service brand for high-tech service firms. The identification of key service drivers could then enable these firms to make strategic decisions on services investments. It also demonstrates the importance of the humanisation of technology for services firms. This study is original in that it explores the path from specific services qualities to service brand equity.     

Marketing mix and customer equity of SPA brands:Cross-cultural perspectives

Globalization has substantially transformed the fashion industry. Firms that conduct innovative marketing campaigns for SPA brands, also known as fast fashion, are operating worldwide. Because SPA brands tend to have short trend cycles, corporate profitability is sensitive to consumers' attitudinal changes. The authors of this study establish a theoretical framework by examining research trends related to customer equity at home and abroad by delving into the current state of global SPA brands, defining customer equity, developing customer equity measurements, and conducting empirical analyses. This study uses structural equation models to analyze corporate marketing activity effects on customer lifetime value through brand attitude. Although earlier studies identify customer equity as driving value equity, brand equity, and relationship equity, the authors introduce social network equity as another driver.     

Buyer Loyalty in Business Markets: Can the Firm and Salesperson Get What They Truly Desire?

Purpose: Prior literature has acknowledged multi-foci customer loyalties (loyalty to the selling firm and salesperson-owned loyalty) and argued that both entities (selling firms and salespersons) foster customer loyalty through respective loyalty-capturing efforts (relationship investments). However, scholars have not investigated the influences of different types of interfirm relationship-specific investment (RSI) activities and salesperson behaviors (brand-building and guanxi behavior) on customer loyalty to the selling firm and salesperson-owned loyalty, especially their simultaneous (interaction) effects. The current research attempts to address this issue and examines the impacts that RSIs and salesperson behaviors have on customer loyalties.

Methodology/approach: A survey of seller–buyer dyads was conducted to test the proposed theoretical model and hypotheses. Using 192 dyadic data from customers and salespersons in the Chinese business-to-business contexts, this study specifies the direct and interactive effects of sellers’ RSIs and salespersons’ behaviors on customer loyalties.

Findings: Results indicate that selling firms’ loyalty-capturing efforts—property-based and knowledge-based RSIs—have different influences on two types of customer loyalty. Salespersons’ relationship investments—brand-building and guanxi behaviors—also have asymmetric impacts on customer loyalty. Counterintuitively, salespersons’ loyalty-capturing efforts weaken the relationships between firms’ RSIs and customer loyalties.

Originality/value/contribution: This study specifies different types of relationship investments and examines their respective and interactive impacts on two types of customer loyalty—loyalty to the selling firm and salesperson-owned loyalty. The findings indicate that firms’ and salespersons’ efforts may lead to unexpected and unintended effects on multi-foci loyalties. Therefore, the current study enriches our knowledge about multi-foci loyalty management and relationship marketing.

Practical implications: Because firms’ and salespersons’ loyalty-capturing strategies exert positive direct influences on loyalty to the selling firm and salesperson-owned loyalty, both entities may actively leverage relationship investments’ impact on customer loyalty. However, as the interactive effects derived from concurrent loyalty-enhancing activities are negative, firms need to clearly assess the nature and

characteristics of their relationship with buyers and properly design relationship investments and guide salesperson behaviors. Managers should use property-based RSIs as a primary safeguard of customer loyalty to the selling firm. Meanwhile, internal branding and training programs can help salespersons develop brand building behaviors and better understand the potential unintended outcomes that different behaviors may induce. Aligning a branding goal between the firm and salespersons can benefit both parties while avoiding counter-productive outcomes.     

Receiving,Recording, and Responding to Customer Complaints: The Effects of Formalizing Customer Complaint Handling Policies in Retail Firms

ABSTRACT

Given the critical need for retail firms to provide high quality customer service and satisfaction, this article investigates the importance of formalizing customer complaint handling policies and procedures with regard to its relationship to the ways in which retail companies receive, record, and respond to customer complaints. A survey of 184 firms from the retail environment of a midsized community reveals that the existence of such formalized procedures is significantly associated with firm size, better channels of communication with customers, mechanisms of recording customer feedback, and better-trained employees, which have been shown to relate to higher firm performance.     

顾客终生价值在CRM绩效管理中的作用

从顾客终生价值 (CustomerLifetimeValue ,CLV)的定义、计算公式和测量步骤 ,可以看出CRM绩效管理的核心目标是使企业的顾客群的顾客终生价值最大化。同时 ,任何企业中都存在顾客价值创造的五个杠杆 ,但是对于不同的细分市场 ,为了使潜在的价值创造最大化 ,应该不同地混合使用这五个杠杆。     

A generalized framework for estimating customer lifetime value when customer lifetimes are not observed

Measuring customer lifetime value (CLV) in contexts where customer defections are not observed, i.e. noncontractual contexts, has been very challenging for firms. This paper proposes a flexible Markov Chain Monte Carlo (MCMC) based data augmentation framework for forecasting lifetimes and estimating customer lifetime value (CLV) in such contexts. The framework can be used to estimate many different types of CLV models—both existing and new. Models proposed so far for estimating CLV in noncontractual contexts have built-in stringent assumptions with respect to the underlying customer lifetime and purchase behavior. For example, two existing state-of-the-art models for lifetime value estimation in a noncontractual context are the Pareto/NBD and the BG/NBD models. Both of these models are based on fixed underlying assumptions about drivers of CLV that cannot be changed even in situations where the firm believes that these assumptions are violated. The proposed simulation framework—not being a model but an estimation framework—allows the user to use any of the commonly available statistical distributions for the drivers of CLV, and thus the multitude of models that can be estimated using the proposed framework (the Pareto/NBD and the BG/NBD models included) is limited only by the availability of statistical distributions. In addition, the proposed framework allows users to incorporate covariates and correlations across all the drivers of CLV in estimating lifetime values of customers.

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Loyalty in e-Tailing

Abstract

Internet retailers that attempt to establish a steady customer base by offering the lowest price are not basing their expectations on firm ground. An alternative to low-price strategies is to develop and maintain a loyal customer base. In this paper, we present a framework for developing loyalty via the Internet. Internet strategies should be developed based upon the firm's competencies and an analysis of the current loyal customer base. The components of the Internet exchange-such as site content, design, navigation and interactivity-are linked to convenience and risk perceptions. These in turn affect the satisfaction/loyalty and performance. Continuous evaluation of customers' perceptions of value determines the adjustments that need to be made to the existing retention activities. The benefits of Internet loyalty are discussed, along with directions for future research.     

Marketing channel evolution: From contactual efficiency to brand value co-creation and appropriation within the platform enterprise

Abstract

In recent years, major technological advances have been a primary force driving channel evolution. In particular, the Internet of things has provided a means for some firms to experience the rise of one of the most innovative and cutting-edge channels—the platform enterprise (i.e., firms such as Amazon, Etsy, and Airbnb). We examine the platform enterprise through a marketing channel evolution lens. In doing so, we point to key factors that enable particular kinds of firms to forge unique marketing channels. As platform enterprises, these channels offer value that transcends contactual efficiency, because they utilize their resources and capabilities not only to connect buyers and sellers efficiently but also to create a community of stakeholders whose collective efforts are focused on two linked priorities—brand value co-creation and brand value appropriation.     

Interpreting value in the customer service experience using customer-dominant logic

Abstract

Traditionally, customer value has been examined from the perspective of the firm. New understandings of customer value from the customer-dominant logic perspective of services emphasise the need to move away from the service-dominant perspective and adopt a customer-based approach that considers value within the broader context of a customer’s lifeworld. This article explores how individual customers make sense of their participation in an extraordinary, commercially-driven consumption experience. A phenomenological approach is taken to understand the lived experience of these participants. The findings of this exploratory study reveal the highly complex nature of value in the experience in the chosen context of luxury driving experience days. Theoretical and managerial implications are discussed.