Publications

November 2015 (Revised February 2016)
Case

Allianz Turkey: Focus on the Customer (A)

By: W. Earl Sasser and Gamze Yucaoglu

At the age of 39, Solmaz Altın took over the helm at Allianz Turkey. Solmaz quickly realized that, although the insurance market was thinly penetrated in Turkey, the company was operating in a very competitive environment with pressure on prices and, hence, cost... View Details

Keywords: Service Excellence; Customer Experience; Customer Service; Emerging Market; Customer Focus; Net Promoter Score; Customer Relationship Management; Competition; Leading Change; Service Operations; Emerging Markets; Customer Satisfaction; Insurance Industry; Turkey

2025
Working Paper

Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning

By: Liangzong Ma, Ta-Wei Huang, Eva Ascarza and Ayelet Israeli

Reinforcement learning (RL) offers potential for optimizing sequences of customer interactions by modeling the relationships between customer states, company actions, and long-term value. However, its practical implementation often faces significant challenges.... View Details

Keywords: Dynamic Policy; Deep Reinforcement Learning; Representation Learning; Dynamic Difficulty Adjustment; Latent Variable Models; Customer Relationship Management; Customer Value and Value Chain; Foreign Direct Investment; Analytics and Data Science

SSRN

November 2015 (Revised February 2016)
Supplement

Allianz Turkey: Focus on the Customer (B)

By: W. Earl Sasser and Gamze Yucaoglu

At the age of 39, Solmaz Altın took over the helm at Allianz Turkey. Solmaz quickly realized that, although the insurance market was thinly penetrated in Turkey, the company was operating in a very competitive environment with pressure on prices and, hence, cost... View Details

Keywords: Service Excellence; Customer Experience; Customer Service; Emerging Market; Customer Focus; Net Promoter Score; Customer Relationship Management; Competition; Leading Change; Service Operations; Emerging Markets; Customer Satisfaction; Insurance Industry; Turkey

2016
Working Paper

CEO Personality and Firm Policies

By: Ian D. Gow, Steven N. Kaplan, David F. Larcker and Anastasia A. Zakolyukina

Based on two samples of high quality personality data for chief executive officers (CEOs), we use linguistic features extracted from conferences calls and statistical learning techniques to develop a measure of CEO personality in terms of the Big Five traits:... View Details

Keywords: Interpersonal Communication; Personal Characteristics; Management Teams

October 2014 (Revised November 2016)
Technical Note

Customer Lifetime Value (CLV) vs. Customer Lifetime Return on Investment (CLROI)

By: Elie Ofek

This note presents two related measures for assessing the financial value of a customer to the firm. The first is the well-known measure of Customer Lifetime Value, or CLV for short. The second, which has received much less attention, treats the acquisition of a... View Details

Keywords: Customer Lifetime Value; Return On Investment; Segmentation; Social Networks; Customer Relationship Management; Marketing Strategy; Investment Return; Social and Collaborative Networks; Social Media

March 2018
Article

In Pursuit of Enhanced Customer Retention Management: Review, Key Issues, and Future Directions

By: Eva Ascarza, Scott A. Neslin, Oded Netzer, Zachery Anderson, Peter S. Fader, Sunil Gupta, Bruce Hardie, Aurelie Lemmens, Barak Libai, David T. Neal, Foster Provost and Rom Schrift

In today’s turbulent business environment, customer retention presents a significant challenge for many service companies. Academics have generated a large body of research that addresses part of that challenge—with a particular focus on predicting customer churn.... View Details

Keywords: Customer Retention; Churn; Customer Relationship Management; Measurement and Metrics

23 Aug 2016
Working Paper Summaries

CEO Personality and Firm Policies

Keywords: by Ian D. Gow, Steven N. Kaplan, David F. Larcker, and Anastasia A. Zakolyukina; Financial Services

June 2023 (Revised September 2023)
Simulation

Managing the Customer Journey Marketing Simulation: Adobe's Data-Driven Operating Model (DDOM)

By: Sunil Gupta, Rajiv Lal and Celine Chammas

Adobe started monitoring Annual Recurring Revenue (ARR), one of its primary metrics, when it shifted from selling its software in a box to selling the software as a subscription-based cloud service. They wanted to know when, where, and how much to invest in marketing.... View Details

Keywords: Customer Acquisition; Customer Journey; Marketing Strategy; Marketing; Customer Focus and Relationships; Budgets and Budgeting

TeachingInterests

Transforming Customer Experiences - Executive Education

By: Ryan W. Buell

In today's fast-growing service sector, a new set of frameworks are required to build a robust and competitive service business. Transforming Customer Experiences draws upon the latest research and insights to equip senior managers with a new toolkit for leading... View Details

January 2004 (Revised April 2005)
Background Note

Personal Values and Professional Responsibilities

By: Joseph L. Badaracco Jr.

Describes some of the classic conflicts managers face in trying to live and work by their personal values and uses Hirschman's "exit, loyalty, and voice" framework to suggest ways for resolving these conflicts. View Details

Keywords: Values and Beliefs; Personal Development and Career; Conflict of Interests; Conflict and Resolution

March 2014
Article

Choosing the Right Customer

By: Robert Simons

Companies that win in competitive markets identify a primary customer and dedicate maximum resources to meeting that customer's needs. This article will show you how to identify the best primary customer for your business by analyzing perspective, capabilities, and... View Details

Keywords: Strategy Execution; Customer Focus; Organization Design; Accountability; Management Control Systems; Customer Relationship Management; Organizational Design

March 2017
Exercise

Designing Transformational Customer Experiences

By: Stefan Thomke

Anyone who has recently travelled, gone shopping, or tried to have a problem solved may have little recollection of the experience. Worse yet, some are frustrated by the lack of responsiveness or empathy that they encountered. The reality is that most customer... View Details

Keywords: Customer Experience; Exercise; Learning By Doing; LEGO; Storytelling; Customer Satisfaction; Design; Innovation and Management; Transformation; Service Delivery

Research Summary

Personal Selling and Sales Management

By: Das Narayandas

Das is currently investigating benchmark practices in personal selling and sales management across a variety of industries. He is also conducting field studies to understand how firms are leveraging interactive technologies to support their field sales efforts. View Details

2023
Working Paper

The Customer Journey as a Source of Information

By: Nicolas Padilla, Eva Ascarza and Oded Netzer

In the face of heightened data privacy concerns and diminishing third-party data access, firms are placing increased emphasis on first-party data (1PD) for marketing decisions. However, in environments with infrequent purchases, reliance on past purchases 1PD... View Details

Keywords: Customer Journey; Privacy; Consumer Behavior; Analytics and Data Science; AI and Machine Learning; Customer Focus and Relationships

March 13, 2023
Article

Sales Teams Need to Stop Focusing on the Customer Funnel

By: Frank V. Cespedes

Understanding where customers are, how they navigate streams in your market, and how to interact with them in a given stream is now central to crafting a good customer experience, and that has implications. Among other things, companies need to shift from thinking... View Details

Keywords: Customer Experience; Customer Value and Value Chain; Customer Relationship Management; Consumer Behavior

Register to Read

Article

How B2B Companies Can Win Back Customers They've Lost

By: Frank V. Cespedes and León Poblete

Most research and training in sales focus on acquiring new customers. But winning back previous customers is increasingly important: mergers, choice in supply chains, and uncertainty about trade wars mean that B2B customers are constantly re-evaluating relationships... View Details

Keywords: B2B; Customer Reacquisition; Customer Relationship Management

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February 2002 (Revised March 2002)
Case

Customer Profitability and Customer Relationship Management at RBC Financial Group

By: V.G. Narayanan and Lisa Brem

The Royal Bank of Canada uses customer relationship management and customer profitability tools to gain a competitive advantage in Canada's increasingly crowded financial services market. The case presents two pricing and customer management issues: one from the point... View Details

Keywords: Competitive Advantage; Price; Customer Relationship Management; Marketing; Customer Value and Value Chain; Financial Services Industry; Banking Industry; Canada

Article

The Magic That Makes Customer Experiences Stick

By: Stefan Thomke

Why do some customer experiences have that magical "wow" factor, making them all destined for success, while others get few, if any, enthusiastic customer responses? How would we "design" a great customer experience? These are some of the questions that the article... View Details

Keywords: Customer Experience; Emotion; Innovation; Experimentation; Storytelling; Customer Satisfaction; Emotions; Design; Innovation and Invention

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2013
Tool

Harvard Business Review's Go to Market Tools: Customer Lifetime Value

By: Thomas Steenburgh and Jill Avery

How much are your customers worth? Has your marketing budget been slashed? Need to figure out the best place to invest your time and effort to reach your growth target? HBR's Go to Market Tool helps calculate your customer's lifetime value, allowing you to prioritize... View Details

Keywords: Quantitative Analysis; Tools; Customer Lifetime Value; Customer Defection; CRM; Customer Relationship Management; Marketing; Marketing Strategy; Customer Focus and Relationships