Valuing Customers

Sunil Gupta,

1. Columbia Business School, Columbia University

Meyer Feldberg Professor of Business1Donald R. Lehmann,

2. Columbia Business School, Columbia University

George E. Warren Professor of Business2Jennifer Ames Stuart

3. Columbia Business School, Columbia University

Doctoral Candidate3



Abstract

It is increasingly apparent that the financial value of a firm depends on off-balance-sheet intangible assets. In this article, the authors focus on the most critical aspect of a firm: its customers. Specifically, they demonstrate how valuing customers makes it feasible to value firms, including high-growth firms with negative earnings. The authors define the value of a customer as the expected sum of discounted future earnings. They demonstrate their valuation method by using publicly available data for five firms. They find that a 1% improvement in retention, margin, or acquisition cost improves firm value by 5%, 1%, and .1%, respectively. They also find that a 1% improvement in retention has almost five times greater impact on firm value than a 1% change in discount rate or cost of capital. The results show that the linking of marketing concepts to shareholder value is both possible and insightful.

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, . (2013) Citizen Lifetime Value in E-Government. International Journal of Customer Relationship Marketing and Management 2:3, 26-41
Online publication date: 1-Sep-2013.
CrossRef
, . (2012) Does advertising spending really work? The intermediate role of analysts in the impact of advertising on firm value. Journal of the Academy of Marketing Science 40:4, 605-624
Online publication date: 1-Jul-2012.
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, . (2012) Measuring the success of retention management models built on churn probability, retention probability, and expected yearly revenues. Expert Systems with Applications
Online publication date: 1-May-2012.
CrossRef
2012. A Process to Bring Consumer Mind-Sets into a Corporation. , 115-134.
CrossRef
. (2012) Linking Customer and Financial Metrics to Shareholder Value: The Leverage Effect in Customer-Based Valuation. Journal of Marketing 76:2, 17-32
Online publication date: 1-Mar-2012.
Abstract | PDF (470 KB) | PDF Plus (471 KB) 
. (2012) Customer relationship management and Web mining: the next frontier. Data Mining and Knowledge Discovery
Online publication date: 24-Feb-2012.
CrossRef
. The Impact of Brand Equity on Customer Acquisition, Retention, and Profit Margin. Journal of Marketing 0:ja, 1-57
Citation | PDF (358 KB) | PDF Plus (359 KB) 
, . (2012) Reconciling performance and interpretability in customer churn prediction using ensemble learning based on generalized additive models. Expert Systems with Applications
Online publication date: 1-Jan-2012.
CrossRef
, , . (2011) Customer equity and market value: Two methods, same results?. Journal of Business Research
Online publication date: 1-Nov-2011.
CrossRef
, , , , . (2011) Credit card churn forecasting by logistic regression and decision tree. Expert Systems with Applications 38:12, 15273-15285
Online publication date: 1-Nov-2011.
CrossRef
, , . (2011) The Effect of Pricing and Advertising on Customer Retention in a Liberalizing Market. Journal of Interactive Marketing 25:4, 201-214
Online publication date: 1-Nov-2011.
CrossRef
, , . (2011) Failure to deliver? Linking online order fulfillment glitches with future purchase behavior. Journal of Operations Management 29:7-8, 692-703
Online publication date: 1-Nov-2011.
CrossRef
, , , . (2011) CR2M—an approach for capacity control considering long-term effects on the value of a customer for the company. Journal of Management Control
Online publication date: 27-Oct-2011.
CrossRef
, , . (2011) Leveraging firm-level marketing capabilities with marketing employee development. Journal of Business Research 64:10, 1074-1081
Online publication date: 1-Oct-2011.
CrossRef
, . (2011) Sales margin and margin capitalization rates: linking marketing activities to shareholder value. Journal of the Academy of Marketing Science 39:5, 647-663
Online publication date: 1-Oct-2011.
CrossRef
, , . (2011) Improving customer-focused marketing capabilities and firm financial performance via marketing exploration and exploitation. Journal of the Academy of Marketing Science 39:5, 736-756
Online publication date: 1-Oct-2011.
CrossRef
, , . (2011) Incentivizing CEOs to build customer- and employee-firm relations for higher customer satisfaction and firm value. Journal of the Academy of Marketing Science
Online publication date: 29-Sep-2011.
CrossRef
. (2011) Non-linear growth: The road ahead for Indian IT outsourcing companies. IIMB Management Review 23:3, 151-162
Online publication date: 1-Sep-2011.
CrossRef
, . (2011) Friends or Freeloaders? Encouraging brand conscience and introducing the concept of emotion-based consumer loss mitigation. Journal of Brand Management 18:9, 659-676
Online publication date: 1-Aug-2011.
CrossRef
, , . (2011) Measuring customer profitability in complex environments: an interdisciplinary contingency framework. Journal of the Academy of Marketing Science
Online publication date: 19-Jun-2011.
CrossRef
, , , , . (2011) Optimum advertising policy over time for subscriber service innovations in the presence of service cost learning and customers’ disadoption. European Journal of Operational Research 211:3, 642-649
Online publication date: 16-Jun-2011.
CrossRef
, . (2011) Influence of perceptual metrics on customer profitability: The mediating effect of behavioural metrics. Journal of Financial Services Marketing 16:1, 14-26
Online publication date: 1-Jun-2011.
CrossRef
. (2011) Non-linear growth: The road ahead for Indian IT outsourcing companies. IIMB Management Review 23:2, 91-101
Online publication date: 1-Jun-2011.
CrossRef
. (2011) Balancing Risk and Return in a Customer Portfolio. Journal of Marketing 75:3, 1-17
Online publication date: 1-May-2011.
Abstract | PDF (1070 KB) | PDF Plus (1073 KB) 
. (2011) Customer Equity Sustainability Ratio: A New Metric for Assessing a Firm's Future Orientation. Journal of Marketing 75:3, 118-131
Online publication date: 1-May-2011.
Abstract | PDF (212 KB) | PDF Plus (213 KB) 
, . (2011) Customer satisfaction using low cost carriers. Tourism Management 32:2, 235-243
Online publication date: 1-Apr-2011.
CrossRef
, , , . (2011) Realisierung von Cross-Selling Potenzialen durch das Management von kundeninitiierten Kontakten. Zeitschrift für Betriebswirtschaft 81:S2, 31-55
Online publication date: 1-Mar-2011.
CrossRef
. (2011) Learning and Acting on Customer Information: A Simulation-Based Demonstration on Service Allocations with Offshore Centers. Journal of Marketing Research 48:1, 72-86
Online publication date: 1-Feb-2011.
Abstract | PDF (462 KB) | PDF Plus (479 KB) 
, , . (2011) Customer Lifetime Value and Customer Equity Models Using Company-reported Summary Data. Journal of Interactive Marketing 25:1, 20-22
Online publication date: 1-Feb-2011.
CrossRef
, . (2011) Comment on “On Estimating Current-customer Equity Using Company Summary Data”. Journal of Interactive Marketing 25:1, 18-19
Online publication date: 1-Feb-2011.
CrossRef
, . (2011) Measuring success in place marketing and branding. Place Branding and Public Diplomacy 7:1, 32-41
Online publication date: 1-Feb-2011.
CrossRef
. (2011) Emotional Intelligence in Marketing Exchanges. Journal of Marketing 75:1, 78-95
Online publication date: 1-Jan-2011.
Abstract | PDF (458 KB) | PDF Plus (478 KB) 
, , . 2011. Advertising appeals strategy: moderating effect on the relationship between innovation and customer equity drivers in China. , 111-136.
CrossRef
, , . (2011) Customer experience in online financial services: A study of behavioral intentions for techno-ready market segments. Journal of Service Management 22:3, 344-366
Online publication date: 1-Jan-2011.
CrossRef
. (2010) Customer Satisfaction, Analyst Stock Recommendations, and Firm Value. Journal of Marketing Research 47:6, 1041-1058
Online publication date: 1-Dec-2010.
Abstract | PDF (414 KB) | PDF Plus (455 KB) 
, . (2010) Customer value impact of sales contests. Journal of the Academy of Marketing Science 38:6, 775-786
Online publication date: 1-Dec-2010.
CrossRef
, . (2010) Exploring the impact of advertising and R&D expenditures on corporate brand value and firm-level financial performance. Journal of the Academy of Marketing Science 38:6, 677-690
Online publication date: 1-Dec-2010.
CrossRef
, . (2010) An Empirical Analysis of Attitudinal and Behavioral Reactions Toward the Abandonment of Unprofitable Customer Relationships. Journal of Relationship Marketing 9:4, 200-228
Online publication date: 30-Nov-2010.
CrossRef
, , , , . (2010) Valuation of online social networks taking into account users’ interconnectedness. Information Systems and e-Business Management
Online publication date: 23-Nov-2010.
CrossRef
, . (2010) Integrating management of customer value and risk in e-commerce. Information Systems and e-Business Management
Online publication date: 20-Nov-2010.
CrossRef
. (2010) Effects of Perceived Sacrifice, Quality, Value, and Satisfaction on Behavioral Intentions in the Service Environment. Services Marketing Quarterly 31:4, 466-484
Online publication date: 30-Sep-2010.
CrossRef
, . (2010) The impact of customer satisfaction on CEO bonuses. Journal of the Academy of Marketing Science
Online publication date: 14-Sep-2010.
CrossRef
. (2010) How Salary Receipt Affects Consumers' Regulatory Motivations and Product Preferences. Journal of Marketing 74:5, 93-103
Online publication date: 1-Sep-2010.
Abstract | PDF (208 KB) | PDF Plus (220 KB) 
, , . (2010) Staying Power of Churn Prediction Models. Journal of Interactive Marketing 24:3, 198-208
Online publication date: 1-Aug-2010.
CrossRef
. (2010) The relative importance of the brand of music festivals: a customer equity perspective. Journal of Strategic Marketing 18:4, 291-301
Online publication date: 1-Jul-2010.
CrossRef
. (2010) Managing brand instability and capital market reputation: Implications for brand governance and marketing strategy. Journal of Brand Management 17:8, 568-578
Online publication date: 1-Jul-2010.
CrossRef
, , , . (2010) Sales Organization Recovery Management and Relationship Selling: A Conceptual Model and Empirical Test. Journal of Personal Selling and Sales Management 30:3, 223-238
Online publication date: 1-Jul-2010.
CrossRef
, . (2010) The differing and mediating roles of trust and relationship commitment in service relationship maintenance and development. Journal of the Academy of Marketing Science 38:3, 303-325
Online publication date: 1-Jun-2010.
CrossRef
, , . (2010) Innovation diffusion and new product growth models: A critical review and research directions. International Journal of Research in Marketing 27:2, 91-106
Online publication date: 1-Jun-2010.
CrossRef
, , . (2010) The Impact of Corporate Media News on Market Valuation. Journal of Media Economics 23:2, 90-110
Online publication date: 28-May-2010.
CrossRef
, , . (2010) Customer Loyalty and Lifetime Value: An Empirical Investigation of Consumer Packaged Goods. The Journal of Marketing Theory and Practice 18:2, 127-140
Online publication date: 1-Apr-2010.
CrossRef
, , , , . (2010) An Interdisciplinary Perspective on IT Services Management and Service Science. Journal of Management Information Systems 26:4, 13-64
Online publication date: 1-Apr-2010.
CrossRef
, . (2010) Customer needs as moving targets of product development: a review. The International Journal of Advanced Manufacturing Technology 48:1-4, 395-406
Online publication date: 1-Apr-2010.
CrossRef
, , . (2010) Relationship Quality and Purchase Intention and Behavior: The Moderating Impact of Relationship Strength. Journal of Business and Psychology 25:1, 87-98
Online publication date: 1-Mar-2010.
CrossRef
, . (2010) Customer focus, service process fit and customer relationship management profitability: the effect of knowledge sharing. The Service Industries Journal 30:2, 203-223
Online publication date: 1-Feb-2010.
CrossRef
. (2009) Deterministic and stochastic Customer Lifetime Value models. Evaluating the impact of ignored heterogeneity in non-contractual contexts. Journal of Targeting, Measurement and Analysis for Marketing 17:4, 257-271
Online publication date: 1-Dec-2009.
CrossRef
, , . (2009) Designing competitive loyalty programs: How types of program affect customer equity. Journal of Targeting, Measurement and Analysis for Marketing 17:4, 307-319
Online publication date: 1-Dec-2009.
CrossRef
, , . (2009) Customer Lifetime Value: Entwicklungspfade, Einsatzpotenziale und Herausforderungen. Journal für Betriebswirtschaft 59:4, 183-199
Online publication date: 1-Dec-2009.
CrossRef
, . (2009) Does customer satisfaction influence the relationship between earnings and firm value?. Marketing Letters 20:4, 337-351
Online publication date: 1-Dec-2009.
CrossRef
. (2009) Expanding the Role of Marketing: From Customer Equity to Market Capitalization. Journal of Marketing 73:6, 119-136
Online publication date: 1-Nov-2009.
Abstract | PDF (592 KB) | PDF Plus (466 KB) 
. (2009) Marketing Strategy and Wall Street: Nailing Down Marketing's Impact. Journal of Marketing 73:6, 115-118
Online publication date: 1-Nov-2009.
Citation | PDF (95 KB) | PDF Plus (104 KB) 
, , . (2009) Ein modelltheoretischer Ansatz zur Planung von Investitionen in Kundenbeziehungen. Zeitschrift für Planung & Unternehmenssteuerung 20:2, 175-195
Online publication date: 1-Oct-2009.
CrossRef
. (2009) Managing Dynamics in a Customer Portfolio. Journal of Marketing 73:5, 70-89
Online publication date: 1-Sep-2009.
Abstract | PDF (154 KB) | PDF Plus (162 KB) 
, . (2009) Grocery retail loyalty program effects: self-selection or purchase behavior change?. Journal of the Academy of Marketing Science 37:3, 345-358
Online publication date: 1-Sep-2009.
CrossRef
, . (2009) Drivers of Customers’ Adoption and Adoption Timing of a New Loyalty Card in the Grocery Retail Market. Journal of Retailing 85:3, 391-405
Online publication date: 1-Sep-2009.
CrossRef
, . (2009) Moving from customer lifetime value to customer equity. Quantitative Marketing and Economics 7:3, 289-320
Online publication date: 1-Sep-2009.
CrossRef
, , . (2009) Modeling churn using customer lifetime value. European Journal of Operational Research 197:1, 402-411
Online publication date: 16-Aug-2009.
CrossRef
. (2009) The Importance of Modeling Temporal Dependence of Timing and Quantity in Direct Marketing. Journal of Marketing Research 46:4, 482-493
Online publication date: 1-Aug-2009.
Abstract | PDF (342 KB) | PDF Plus (305 KB) 
. (2009) Marketing and Firm Value: Metrics, Methods, Findings, and Future Directions. Journal of Marketing Research 46:3, 293-312
Online publication date: 1-Jun-2009.
Abstract | PDF (182 KB) | PDF Plus (278 KB) 
, . (2009) Preface to a debate. International Journal of Research in Marketing 26:2, 153-153
Online publication date: 1-Jun-2009.
CrossRef
, , . (2009) Empirical evidence of the stock market's (mis)pricing of customer satisfaction. International Journal of Research in Marketing 26:2, 154-161
Online publication date: 1-Jun-2009.
CrossRef
, , . (2009) Market-based capabilities and financial performance of firms: insights into marketing’s contribution to firm value. Journal of the Academy of Marketing Science 37:2, 97-116
Online publication date: 1-Jun-2009.
CrossRef
. (2009) The Role of Within-Brand and Cross-Brand Communications in Competitive Growth. Journal of Marketing 73:3, 19-34
Online publication date: 1-May-2009.
Abstract | PDF (196 KB) | PDF Plus (209 KB) 
, , , . (2009) The impact of loyalty and promotion effects on retention rate. Journal of the Operational Research Society 60:5, 646-651
Online publication date: 1-May-2009.
CrossRef
, , , . (2009) Reversing the Logic: The Path to Profitability through Relationship Marketing. Journal of Interactive Marketing 23:2, 147-156
Online publication date: 1-May-2009.
CrossRef
. (2009) Customer-Based Valuation. Journal of Interactive Marketing 23:2, 169-178
Online publication date: 1-May-2009.
CrossRef
. (2009) The Diffusion of Services. Journal of Marketing Research 46:2, 163-175
Online publication date: 1-Apr-2009.
Abstract | PDF (339 KB) | PDF Plus (269 KB) 
. (2009) Understanding the Marketing Department's Influence Within the Firm. Journal of Marketing 73:2, 14-37
Online publication date: 1-Mar-2009.
Abstract | PDF (198 KB) | PDF Plus (213 KB) 
, , . (2009) A modified Pareto/NBD approach for predicting customer lifetime value. Expert Systems with Applications 36:2, 2062-2071
Online publication date: 1-Mar-2009.
CrossRef
, , , , , , . (2009) Creating lift versus building the base: Current trends in marketing dynamics. International Journal of Research in Marketing 26:1, 13-20
Online publication date: 1-Mar-2009.
CrossRef
, , , , , . (2009) Choosing the Right Metrics to Maximize Profitability and Shareholder Value. Journal of Retailing 85:1, 95-111
Online publication date: 1-Mar-2009.
CrossRef
, , . (2009) Customer Experience Management in Retailing: An Organizing Framework. Journal of Retailing 85:1, 1-14
Online publication date: 1-Mar-2009.
CrossRef
, . (2009) Probability Models for Customer-Base Analysis. Journal of Interactive Marketing 23:1, 61-69
Online publication date: 1-Feb-2009.
CrossRef
, . (2009) The Influences of Customer Relationship Metrics on Shareholder Value: What Should Be Done and What Has Been Done?. Journal of business market management 3:1, 51-64
Online publication date: 1-Feb-2009.
CrossRef
, . (2009) Unprofitable customers and their management. Business Horizons 52:1, 89-97
Online publication date: 1-Jan-2009.
CrossRef
, , . (2009) Conjoint analysis for luxury brand outlet malls in Korea with consideration of customer lifetime value. Expert Systems with Applications 36:1, 922-932
Online publication date: 1-Jan-2009.
CrossRef
. (2009) Mathematical analysis of the optimizing acquisition and retention over time problem. ESAIM: Mathematical Modelling and Numerical Analysis 43:1, 119-137
Online publication date: 1-Jan-2009.
CrossRef
, . (2009) Chasing brand value: Fully leveraging brand equity to maximise brand value. Journal of Brand Management 16:4, 248-263
Online publication date: 1-Jan-2009.
CrossRef
, . (2009) The impact of customer-related strategies on shareholder value: evidence from Taiwan. Asian Review of Accounting 17:3, 247-268
Online publication date: 1-Jan-2009.
CrossRef
, . (2009) The impact of supply chain integration on brand equity. Journal of Business & Industrial Marketing 24:7, 496-505
Online publication date: 1-Jan-2009.
CrossRef
. (2008) Customer Equity Drivers and Future Sales. Journal of Marketing 72:6, 98-108
Online publication date: 1-Nov-2008.
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Online publication date: 1-Oct-2008.
Abstract | PDF (385 KB) | PDF Plus (402 KB) 
. (2008) When Marketing Strategy First Meets Wall Street: Marketing Spendings and Firms' Initial Public Offerings. Journal of Marketing 72:5, 98-109
Online publication date: 1-Sep-2008.
Abstract | PDF (135 KB) | PDF Plus (152 KB) 
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Online publication date: 1-Sep-2008.
Abstract | PDF (207 KB) | PDF Plus (160 KB) 
, , , . (2008) Marketing Metrics Use in a Transition Economy: The Case of Vietnam. Journal of Global Marketing 21:3, 179-190
Online publication date: 23-Jul-2008.
CrossRef
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Online publication date: 1-Jul-2008.
Abstract | PDF (364 KB) | PDF Plus (325 KB) 
. (2008) The Long-Term Stock Market Valuation of Customer Satisfaction. Journal of Marketing 72:4, 105-122
Online publication date: 1-Jul-2008.
Abstract | PDF (420 KB) | PDF Plus (444 KB) 
. (2008) Toward a General Model of Consumer Empowerment and Welfare in Financial Markets with an Application to Mortgage Servicers. Journal of Consumer Affairs 42:2, 165-188
Online publication date: 1-Jun-2008.
CrossRef
. (2008) Instant Customer Base Analysis: Managerial Heuristics Often “Get It Right”. Journal of Marketing 72:3, 82-93
Online publication date: 1-May-2008.
Abstract | PDF (150 KB) | PDF Plus (116 KB) 
, . (2008) Customer value from a customer perspective: a comprehensive review. Journal für Betriebswirtschaft 58:1, 1-20
Online publication date: 1-Apr-2008.
CrossRef
, , . (2008) Customer Equity: An Integral Part of Financial Reporting. Journal of Marketing 72:2, 1-14
Online publication date: 1-Mar-2008.
Abstract | PDF (717 KB) | PDF Plus (735 KB) 
, , . (2008) The Impact of Marketing-Induced Versus Word-of-Mouth Customer Acquisition on Customer Equity Growth. Journal of Marketing Research 45:1, 48-59
Online publication date: 1-Feb-2008.
Abstract | PDF (391 KB) | PDF Plus (405 KB) 
, , . (2008) Marketingerfolg richtig messen: Optimale Kennzahlensysteme. Marketing Review St. Gallen 25:2, 8-13
Online publication date: 1-Feb-2008.
CrossRef
, , . (2008) Customer Selection and Prioritization. Journal of Relationship Marketing 6:3-4, 117-130
Online publication date: 14-Jan-2008.
CrossRef
, . (2008) Understanding and Using Customer Loyalty and Customer Value. Journal of Relationship Marketing 6:3-4, 59-86
Online publication date: 14-Jan-2008.
CrossRef
, , . (2008) Objectives of Customer Centric Approaches in Relationship Marketing. Journal of Relationship Marketing 6:3-4, 1-8
Online publication date: 14-Jan-2008.
CrossRef
, , . (2008) Understanding Service Retention Within and Across Cohorts Using Limited Information. Journal of Marketing 72:1, 82-94
Online publication date: 1-Jan-2008.
Abstract | PDF (207 KB) | PDF Plus (220 KB) 
, . (2008) Marketing Initiatives, Expected Cash Flows, and Shareholders'Wealth. Journal of Marketing 72:1, 16-26
Online publication date: 1-Jan-2008.
Abstract | PDF (148 KB) | PDF Plus (159 KB) 
. (2008) What financial and non‐financial information on intangibles is value‐relevant? A review of the evidence. Accounting and Business Research 38:3, 217-256
Online publication date: 1-Jan-2008.
CrossRef
. 2008. Intangible value in buyer–seller relationships. , 27-98.
CrossRef
. (2008) Sorry for your loss, now when will we be paid? Customer service after death of a customer. Journal of Consumer Marketing 25:5, 319-320
Online publication date: 1-Jan-2008.
CrossRef
. (2008) The influence of loyalty programme membership on customer purchase behaviour. European Journal of Marketing 42:1/2, 87-114
Online publication date: 1-Jan-2008.
CrossRef
2007. A Process to Bring Consumer Mind-Sets Into A Corporation. , 97-114.
CrossRef
, , . (2007) A Model of Consumer Learning for Service Quality and Usage. Journal of Marketing Research 44:4, 529-544
Online publication date: 1-Nov-2007.
Abstract | PDF (383 KB) | PDF Plus (249 KB) 
, , . (2007) Examining the Relationship Marketing, Marketing Productivity Paradigm. Journal of Relationship Marketing 6:2, 9-32
Online publication date: 28-Aug-2007.
CrossRef
, , , . (2007) Customer segmentation based on survival character. Journal of Intelligent Manufacturing 18:4, 513-517
Online publication date: 30-Jul-2007.
CrossRef
. (2007) Consumer Negative Voice and Firm-Idiosyncratic Stock Returns. Journal of Marketing 71:3, 75-88
Online publication date: 1-Jul-2007.
Abstract | PDF (491 KB) | PDF Plus (520 KB) 
, , . (2007) Modeling CLV: A test of competing models in the insurance industry. Quantitative Marketing and Economics 5:2, 163-190
Online publication date: 13-Jun-2007.
CrossRef
, . (2007) Measuring and maximizing customer equity: a critical analysis. Journal of the Academy of Marketing Science 35:2, 157-171
Online publication date: 18-May-2007.
CrossRef
, . (2007) Marketing Communication Drivers of Adoption Timing of a New E-Service Among Existing Customers. Journal of Marketing 71:2, 169-183
Online publication date: 1-Apr-2007.
Abstract | PDF (202 KB) | PDF Plus (228 KB) 
. (2007) The effects of loyalty programs on customer lifetime duration and share of wallet. Journal of Retailing 83:2, 223-236
Online publication date: 1-Apr-2007.
CrossRef
, , . (2007) The influence of market heterogeneity on the relationship between a destination's image and tourists’ future behaviour. Tourism Management 28:1, 175-187
Online publication date: 1-Feb-2007.
CrossRef
, , . (2007) Applying decision trees for value-based customer relations management: Predicting airline customers' future values. Journal of Database Marketing & Customer Strategy Management 14:2, 130-142
Online publication date: 1-Jan-2007.
CrossRef
, , . (2007) Identifying the range of customer listening tools: a logical pre-cursor to CRM?. Industrial Management & Data Systems 107:4, 567-586
Online publication date: 1-Jan-2007.
CrossRef
, , . (2006) A Framework for Supplier Relationship Management (SRM). Journal of Business-to-Business Marketing 13:4, 69-94
Online publication date: 3-Dec-2006.
CrossRef
, . (2006) Managing electronic commerce retail transaction costs for customer value. Decision Support Systems 42:2, 898-914
Online publication date: 1-Nov-2006.
CrossRef
, , . (2006) Approaches to the Measurement and Management of Customer Value. Journal of Relationship Marketing 5:2-3, 37-54
Online publication date: 15-Oct-2006.
CrossRef
, . (2006) Customer Divestment. Journal of Relationship Marketing 5:2-3, 71-85
Online publication date: 15-Oct-2006.
CrossRef
, , . (2006) The Future of Managing Customers as Assets. Journal of Relationship Marketing 5:2-3, 133-138
Online publication date: 15-Oct-2006.
CrossRef
, . (2006) Customer Lifetime Value and Firm Valuation. Journal of Relationship Marketing 5:2-3, 87-110
Online publication date: 15-Oct-2006.
CrossRef
, . (2006) CRM software applications and business performance. Journal of Database Marketing & Customer Strategy Management 14:1, 4-16
Online publication date: 1-Oct-2006.
CrossRef
, , , . (2006) Modeling the "Pseudodeductible" in Insurance Claims Decisions. Management Science 52:8, 1258-1272
Online publication date: 1-Aug-2006.
CrossRef
, , . (2006) Valuing the Real Option of Abandoning Unprofitable Customers When Calculating Customer Lifetime Value. Journal of Marketing 70:3, 5-20
Online publication date: 1-Jul-2006.
Abstract | References | PDF (325 KB) | PDF Plus (344 KB) 
. (2006) Customer Acquisition Promotions and Customer Asset Value. Journal of Marketing Research 43:2, 195-203
Online publication date: 1-May-2006.
Abstract | References | PDF (123 KB) | PDF Plus (164 KB) 
, . (2006) Bagging and Boosting Classification Trees to Predict Churn. Journal of Marketing Research 43:2, 276-286
Online publication date: 1-May-2006.
Abstract | References | PDF (275 KB) | PDF Plus (253 KB) 
, . (2006) A Network Based Approach to Customer Equity Management. Journal of Relationship Marketing 5:1, 39-57
Online publication date: 4-Apr-2006.
CrossRef
, . (2006) Customer Value Based Entry Decision in International Markets. Journal of Relationship Marketing 5:1, 79-91
Online publication date: 4-Apr-2006.
CrossRef
. (2006) How Customer Self-Determination Influences Relational Marketing Outcomes: Evidence from Longitudinal Field Studies. Journal of Marketing Research 43:1, 109-120
Online publication date: 1-Feb-2006.
Abstract | References | PDF (90 KB) | PDF Plus (102 KB) 
. (2006) Customer Satisfaction and Stock Prices: High Returns, Low Risk. Journal of Marketing 70:1, 3-14
Online publication date: 1-Jan-2006.
Abstract | References | PDF (157 KB) | PDF Plus (205 KB) 
, . (2006) Customer retention management processes: A quantitative study. European Journal of Marketing 40:1/2, 83-99
Online publication date: 1-Jan-2006.
CrossRef
, . (2006) Setting Quality Expectations When Entering a Market: What Should the Promise Be?. Marketing Science 25:1, 8-24
Online publication date: 1-Jan-2006.
CrossRef
, . (2006) The value added by specific investments: a framework for managing relationships in the context of value networks. Journal of Business & Industrial Marketing 21:2, 65-71
Online publication date: 1-Jan-2006.
CrossRef
, , . (2006) Suppliers' willingness to end unprofitable customer relationships: An exploratory investigation in the German mechanical engineering sector. European Journal of Marketing 40:3/4, 366-383
Online publication date: 1-Jan-2006.
CrossRef
, . (2006) Improving the diagnosis and prediction of customer churn: A heterogeneous hazard modeling approach. Journal of Interactive Marketing 20:3-4, 16-29
Online publication date: 1-Jan-2006.
CrossRef
, , , , , , , , , , , . (2005) Choice Models and Customer Relationship Management. Marketing Letters 16:3-4, 279-291
Online publication date: 1-Dec-2005.
CrossRef
. (2005) A Customer Relationship Management Roadmap: What Is Known, Potential Pitfalls, and Where to Go. Journal of Marketing 69:4, 155-166
Online publication date: 1-Oct-2005.
Abstract | References | PDF (149 KB) | PDF Plus (201 KB) 
. (2005) Incorporating Strategic Consumer Behavior into Customer Valuation. Journal of Marketing 69:4, 230-238
Online publication date: 1-Oct-2005.
Abstract | References | PDF (138 KB) | PDF Plus (148 KB) 
. (2005) Making Customer Relationship Management Work: The Measurement and Profitable Management of Customer Relationships. Journal of Marketing 69:4, 252-261
Online publication date: 1-Oct-2005.
Abstract | References | PDF (96 KB) | PDF Plus (125 KB) 
. (2005) Strategic Firm Commitments and Rewards for Customer Relationship Management in Online Retailing. Journal of Marketing 69:4, 193-200
Online publication date: 1-Oct-2005.
Abstract | References | PDF (113 KB) | PDF Plus (128 KB) 
, , . (2005) Market response models and marketing practice. Applied Stochastic Models in Business and Industry 21:4-5, 423-434
Online publication date: 1-Jul-2005.
CrossRef
. (2005) Research Note: A Dynamic Programming Approach to Customer Relationship Pricing. Management Science 51:6, 986-994
Online publication date: 1-Jun-2005.
CrossRef
, . (2005) Is the glass half full or half empty?: An examination of user and provider perspectives towards third-party logistics relationships. International Journal of Physical Distribution & Logistics Management 35:10, 708-727
Online publication date: 1-Jan-2005.
CrossRef
, , . (2004) Customer lifetime value approaches and best practice applications. Journal of Interactive Marketing 18:3, 60-72
Online publication date: 1-Jan-2004.
CrossRef