Segmenting retail banking customers

The desire to treat all customers equally, irrespective of their value to the organisation reflects the laudable but uneconomic service mantras of the past. New Zealand banks, using modern database management tools in conjunction with individual customer information, are migrating customers to cheaper delivery systems and adjusting their customer service levels (customer support, privileges, fee waivers, discounts, etc) according to customer profitability. The essence of this database management is still customer segmentation. Using a retail bank's proprietary customer contribution data in combination with survey-based customer data, this paper presents a quantitative eight segment ‘extension’ of Reinartz and Kumar's (2002) behavioural segmentation solution. Potential profitability in the customer-bank relationship is drawn from incorporation of share of wallet into the segmentation solution, providing insight into the management of each segment's customers, especially the ‘barnacles’ (loyal, loss-making customers) and the ‘butterflies’ (short-term, profitable customers).     

Reflections on bank–customer interactions in the new millennium

Having relatively recently embraced the concept of marketing, banks approach the new millennium operating in an increasingly competitive and fragmented marketplace with financially literate consumers. This competition combined with the prevailing low interest rate environment means that traditional banks with extensive branch networks are having their profitability margins squeezed. New technology presents opportunities for banks to become both more efficient (in terms of cost reduction) and more effective (in terms of customer profiling and informed targeted selling). As many groups of customers become more content with interacting with their bank through remote technological channels (eg phone, Internet) the implications for bank–customer relationships are important. Recent research shows that new ‘electronic banking’ channels, while being keenly embraced throughout the industry, are being pursued more for their cost-based advantages than for their business development or relationship management capabilities. Given that the key power of the Internet arguably rests in its interactive capabilities, and that relationships are predicated upon interactively, it seems appropriate to conclude with some key issues for future electronic banking strategy with particular emphasis on staff–customer relationships.     

Shareholders: An unexplored opportunity for Australian financial institutions

While Australian financial institutions have recognised for many years the need to segment their customer base and develop niche marketing strategies, those that are listed on the Australian Stock Exchange appear to have ignored a substantial and powerful pool of potential customers — their shareholders. This paper reviews the shareholder marketing strategies adopted by 12 listed Australian banks and building societies. It looks at the cost of customers, the value of converting shareholders to customers and reviews the shareholder loyalty programmes being offered. This paper argues that banks in Australia are ignoring this important pool of potential customers. The author develops the view that the banks and building societies have failed to maximise shareholder value as they have few processes in place to target this important sector.     

Building customers' affective commitment towards retail banks: The role of CRM in each ‘moment of truth’

This paper argues that retail banks need to focus more strongly on components of their Customer Relationship Management (CRM) strategy that will generate customer affective commitment and lead to an increase in customer retention, share of wallet, and advocacy. It is suggested that affective commitment is generated during ‘moments of truth’ or episodes of interpersonal interaction between customers and bankers. As shown in social psychology, effective interpersonal interactions are a function of the assertiveness and affiliation demonstrated during the interaction. Applying this to retail banking, bankers should mine their databases to identify customers in terms of their levels of profitability and longevity, and should deliver levels of assertiveness and affiliation appropriate to each customer. Testable research propositions are developed regarding how affective commitment might evolve during a customer's tenure with a retail bank, when bankers should deliver assertiveness and/or affiliation to customers of differing longevity and profitability, and how these strategies to increase affective commitment will impact retention, share development, and advocacy. Overall, the call is to complement the emphasis on the use of high-tech CRM strategies that generate huge databases with a more high-touch strategy that will indicate to bankers how to interact with each individual customer.     

Can fintech improve the efficiency of commercial banks? —An analysis based on big data

This paper assess the potential impact of Fintech on the banking industry. Results suggest that, for commercial banks, development of Fintech leads to increased profitability, financial innovation, and improved control of risk. Overall, by using financial technology, commercial banks can improve their traditional business model by reducing bank operating costs, improving service efficiency, strengthening risk control capabilities, and creating enhanced customer-oriented business models for customers; thereby improving comprehensive competitiveness. We also find that levels of such outcomes vary with levels of respective bank’s use of technological innovation.     

What is being exchanged? Framing the logic of value creation in financial services

Financial service providers are facing a major paradigm shift. The understanding of what eventually constitutes customer value is being extended; economic value as the sole core of exchange is a far too limited perspective in contemporary competition. To address this emerging shift, the purpose of this study is to reframe the logic of value creation in financial services. As a result, a tentative framework for value creation logic in financial services is developed and discussed. On the basis of the framework, financial service providers should not limit their attention and resources to the exchange process, but identify innovative value-creating mechanisms through which they could contribute to the customer value actualization process. Our tentative framework (i) offers financial service providers guidance on which innovative value-creating mechanisms would enable them to participate in their customers’ value actualization process; (ii) shows how a product becomes a channel for a service, specifically a solution possessing value in the customer’s routine processes; (iii) illustrates that researchers and service providers should develop their understanding of customers beyond the traditional loan, insurance and/or investment product orientation.     

The Effects of Customer Satisfaction on Company Profitability: Evidence From the Property and Casualty Insurance Industry

Prior literature presents a positive link between customer satisfaction and firms’ financial outcomes, including greater revenue, profitability, and prices. However, few studies approach the topic of customer satisfaction in the insurance industry. Using a unique data set obtained from J.D. Power, we observe customer satisfaction among U.S. auto insurers and link their customer satisfaction rating to insurer profitability metrics. Our results support the notion that greater customer satisfaction leads to reduced expenses and increased profitability. A potential explanation is that more satisfied customers are more likely to remain with an insurance company and refer others to the insurer, reducing customer acquisition expenses.     

The marketing cube

Today's business professional should consider three dimensions, or success drivers, when devising marketing programmes: profitability, profit potential and likelihood for retention — the ’marketing cube‘. Simply said, the margins on customers who fall into the ’right customer‘ group, as defined by this framework, are too great to ignore. Profit, widely confused with lifetime value, is a fact based on previous behaviour — and many financial service organisations are now calculating revenue minus costs for each customer to determine profit. Profit potential is an estimate of one individual customer's contribution to a company's bottom line. It emerges from a model. The modelled profit less actual is referred to as ’profit opportunity‘.Retention is the third component of the framework, and here there are ways to predict the loss of revenue from customers and implement preventive measures, before this loss even happens. A matrix of these three dimensions can help any financial service marketer build a next most logical product model and business rules that govern a successful customer relationship management (CRM) programme.     

Share of wallet's role in customer profitability

Understanding the financial contribution customers make to their organisations is an initial step in customer relationship management. Set in the banking industry, this paper examines the strength of ‘share of wallet’ as a proxy variable for measuring customer profitability. Data from a study of 1,100 personal retail banking customers of a New Zealand regional bank were used in combination with the bank's own customer contribution data for each of those respondents. Results indicate that although share of wallet might be used as a proxy for customer contribution at a macro level of customer classification, details of specific financial relationships customers have with their main bank are still necessary. Nevertheless, share of wallet ought to become a standard entry in a bank's customer database.     

Why are some modes of acquisition more profitable? A study of the credit card industry

A key challenge in financial services marketing is attracting good customers to the firm. For most financial services firms, including credit card firms, a good customer is also a profitable customer. Managers would like to use marketing tactics that attract the most profitable customers while closely monitoring and perhaps limiting expenditures on marketing tactics that tend to attract relatively less profitable customers. Therefore, managers need to understand the relative effectiveness of different modes of new account acquisition and the impact that the various modes of acquisition may have on overall account profitability. To date, there have been very few studies that have calculated individual level customer profitability and then investigated the relationship between new customer acquisition source and customer profitability. That is, how do modes of acquisition differ in their ability to attract profitable customers? We answer this question using a proprietary and novel data set from the credit card industry. Of the four modes of acquisition used in this industry, we find that Internet and direct mail efforts generate more profitable customers than telemarketing and direct selling. We provide possible explanations for these findings. Our work adds to the growing literature in customer relationship management and our results have important managerial implications for resource allocation among acquisition strategies.     

Customers’ dissatisfaction with banking channels and their intention to leave banks: The moderating effect of trust and trusting beliefs

Banks have the challenging task of managing customer experience across many traditional and technological channels in today’s financial services world. Recent studies and anecdotal evidence suggest that many customers are dissatisfied with their experiences across channels that are supposed to provide a seamless experience. This customer dissatisfaction potentially diminishes a financial service organization’s customer base, and requires the firm to rely on a more fickle customer mix and erodes its reputation. This paper investigates the relationship between individuals’ dissatisfaction with their primary bank channel and their intention to leave their bank in the future. The first study examines individuals’ overall trust in their bank as a potential moderator in the relationship that reduces customers’ likelihood to leave the bank even though they are dissatisfied with a particular banking channel. The second study goes one step further and examines the effect of three trusting beliefs about the bank potentially held by the customer: competence, integrity, and benevolence beliefs. Findings indicate that when customers have a high level of trust in their banks, they are less likely to leave their banks even though they are dissatisfied with their primary banking channel. Furthermore, while competence and benevolence beliefs about the bank have a similar moderating effect, integrity beliefs do not.     

The effect of major customer concentration on firm profitability: competitive or collaborative?

We test two potential hypotheses regarding the effects of major customer concentration on firm profitability. Under the collaboration hypothesis, customer power facilitates collaboration, and both the supplier firm and its major customers obtain benefits. Under the competition hypothesis, customer power results in rent extraction, and the major customers benefit at the expense of the supplier firm. We document that major customer concentration is negatively associated with the supplier firm’s profitability but positively associated with the major customers’ profitability. We demonstrate that these effects weaken as the supplier firm’s own power grows over its relationship with major customers, supporting the competition hypothesis. We carefully reconcile our results with prior studies’ findings that focus only on the supplier firm’s profitability and identify their research design and interpretation problems. We obtain similar inferences in a setting of major customers’ horizontal mergers and when we use an alternative measure of major customer power.

     

Gender stereotyping in financial advisors’ assessment of customers

This article presents the results of a comparison of male and female advisors’ assessment of their customers. The findings from the empirical material, consisting of 361 advisors’ answers to a questionnaire, show significant evidence that advisors assess their customers differently depending not only on customer gender, but also according to their own gender. The investigated variables are the advisors’ assessment of consumers’ perception of their own risk tolerance, customer satisfaction with the advisor, customer trust in the advisor, customer likelihood to follow the advice given and advisors’ ratings of customer financial literacy. Male advisors rated consumers’ answers higher than did their female colleagues for all variables, with the exception of advisors’ ratings of consumer financial literacy. Advisors and their employers in the financial services industry, as well as policymakers, should be aware of the possible association between advisor gender and potential gender stereotyping of clients.     

E-banking comes to town: Exploring how traditional UK high street banks are meeting the challenge of technology and virtual relationships

UK high street banks are continuing to extend the choice of channel through which customers can manage their moneycolon; an obvious example is e-banking. They have been keen to exploit technological advances and changing customer attitudes to alternative channels. Additionally, competition from leaner new market entrants has provided an added incentive to adopt new approaches. In the light of such developments, it is worth reflecting on the changing nature of the bank–customer relationship. This paper suggests that banks are finding it difficult to manage relationships effectively due, in large measure, to the sheer volume of customer data generated by new interactive, technology-based channels. Paradoxically, it seems that the more data banks have about customers the less likely they are to know them on a personal level. It is further suggested that channels such as e-banking potentially reduce the level of personal contact between bank and customer to the extent that a ‘virtual’ relationship develops. This paper concludes that, given the tendency towards ‘virtualisation’, it is inconceivable that bank–customer relationships will become any more intimate in the future. Indeed, a greater degree of personalisation in customer communication may be the very best that banks are able to offer.     

商业银行集团客户信贷风险管理研究

近年来,一系列集团客户先后爆发债务危机,给银行信贷资产带来重大损失和负面影响。本文针对集团客户的风险特征和我国商业银行的管理缺陷,指出集团客户信贷风险的成因。文中指出构建完善的集团客户风险管理体系主要在于:一是建立集中的信贷风险管理体制;二是建立集团客户风险管理长效机制,包括基础信贷风险管理制度、风险联动监督机制、风险信息预警提示制度、差别化的客户管理机制、有效的风险预警指标体系、双轨互动的风险管理机制、账户资金收支监测分析、内部风险评级体系建设等;三是构建社会监督机制,主要包括行际信息沟通机制、社会信息监督平台及完善银行同业协会功能等。     

Banks,customer relationship management and barriers to the segment of one

Technological advances are changing the nature of marketing channels and altering how consumers shop. The same changes are improving marketers' ability to capture and manipulate data, leading to an enhanced understanding of customers. Financial institutions are using these technological capabilities to target the individual needs of customers. As the benefits of customer relationship management (CRM) are brought to the fore, this focus on the ‘segment of one’ has become a feature of the service offered by some banks and financial services institutions. This paper reviews case study evidence of progress towards the segment of one and identifies the barriers that are impeding progress.     

Marketing online banking services: The voice of the customer

US banks have invested heavily in developing online capabilities, with the expectation of migrating customers to the new cheaper delivery system. Results in the USA thus far have been mixed at best; market penetration is low and customer usage is sporadic, focusing mainly on simple tasks. This paper reports on the first of two studies conducted to investigate the reasons for the mediocre performance. A qualitative consumer study revealed significant differences in attitudes and opinions between early users and those that banks hope will adopt next. Most importantly, future prospects could be characterised as indifferent about online banking; many were not convinced about its benefits and the value it provides. While the potential to expand the market for online banking services exists, banks need to re-examine their marketing approach.     

E-business opportunities in financial services

Over many years, technological developments have enabled financial services products to be sold and administered via remote distribution channels. E-business is the latest channel whose potential is being explored by both traditional financial services players and new entrants alike. But, in their haste to ‘go online’, are organisations, new and old, falling into the ‘technology trap’ and ignoring the fundamentals underpinning financial services retailing and, perhaps, undermining some of their ‘segment-of-one’ strategies? This paper concludes that the key to successful e-financial services retailing is to take the nuances, attributes, techniques and skills that have accompanied financial services products in the physical world and reinvent them in an e-environment. Only by following this approach will e-business avoid being labelled as a solution looking for a problem. UK high street banks are continuing to extend the choice of channel through which customers can manage their money, eg e-banking. But it is suggested that channels such as e-banking potentially reduce the level of personal contact between bank and customer to the extent that a ‘virtual’ relationship develops. This paper concludes that, given the tendency towards ‘virtualisation’, it is inconceivable that bank–customer relationships will become any more intimate in the future. Indeed, a greater degree of personalisation in customer communication may be the very best that banks are able to offer.     

Improving the effectiveness of banks' service guarantees: The role of implementation

The negative impact of frequent service delays on customer loyalty and retention is widely recognised. To address this issue, many banks have initiated some form of service improvement programme and attempted to communicate the change to their existing and prospective customers. Often, however, this rightfully sceptical audience continues to doubt the provider's ability to resolve the problem and may not notice service improvement even when it is achieved. Service guarantees are a powerful mechanism for firms to express their commitment to satisfaction as well as their willingness to compensate customers in the event of service failure. This paper presents the results of a multi-stage study of a major bank's effort to provide a wait-time guarantee. The potential value of the guarantee to customers, the impact of the guarantee on customer dissatisfaction following a negative service experience, and customers' willingness to invoke the guarantee are examined. The implications of the findings highlight the role of implementation in a successful guarantee programme. Recommendations for improving banks' service guarantees are provided.     

Earnings performance of major customers and bank loan contracting with suppliers

Using a sample of 3725 loan facility–years for supplier firms that have financial data on their major customers during the period 1995–2011, this study investigates whether the earnings performance of major customers has effect on the price and nonprice terms of loans to the supplier firms. We find that various contracting terms are more favorable for loans to supplier firms whose major customers have higher return on assets (ROA). More importantly, we find that the effect of major customers’ earning performance on loan contracting terms is weaker for the borrowers with prior loan relationships with banks, while it is stronger for the borrowers that are highly dependent on their major customers. Our results suggest that banks take into account major customers’ earnings performance when contracting with their supplier firms, and the informativeness of customer earnings varies with the nature and strength of the customer–supplier relationships.