Publications

January–February 2018
Article

Some Customers Would Rather Leave Without Saying Goodbye

By: Eva Ascarza, Oded Netzer and Bruce G.S. Hardie

We investigate the increasingly common business setting in which companies face the possibility of both observed and unobserved customer attrition (i.e., “overt” and “silent” churn) in the same pool of customers. This is the case for many online-based services where... View Details

Keywords: Churn; Retention; Attrition; Customer Base Analysis; Hidden Markov Models; Latent Variable Models; Customer Relationship Management; Consumer Behavior

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2013
Working Paper

Where do the Most Active Customers Originate and How Can Firms Keep Them Engaged?

By: Clarence Lee, E. Ofek and Thomas Steenburgh

In this paper, we study how firms offering Web services can acquire and develop an active customer base. We focus on two basic questions. First, how does the method of customer acquisition affect the way customers use the service to meet their own needs and to interact... View Details

Keywords: Customer Engagement; Adoption Routes; Hidden Markov Models; Search; Word-of-Mouth; Digital Media; Customer Relationship Management; Internet and the Web; Mathematical Methods; Consumer Behavior; Entrepreneurship; Marketing Reference Programs; Web Services Industry

May 1999
Background Note

Note on Behavioral Pricing

By: John T. Gourville

The note introduces the behavioral or psychological aspects of consumer price acceptance. Begins by reviewing the traditional economic approach to product pricing and consumer price acceptance--namely, that consumers should be willing to purchase anytime a product's... View Details

Keywords: Customer Satisfaction; Decisions; Fairness; Price; Marketing Strategy; Behavior; Perspective; Public Opinion

June 2018
Article

Personal and Social Usage: The Origins of Active Customers and Ways to Keep Them Engaged

By: Clarence Lee, Elie Ofek and Thomas Steenburgh

We study how digital service firms can develop an active customer base, focusing on two questions. First, how does the way that customers use the service postadoption to meet their own needs (personal usage) and to interact with one another (social usage) vary across... View Details

Keywords: Customer Engagement; Adoption Routes; Word-of-Mouth; Digital Marketing; Bayesian Estimation; Customers; Communication; Consumer Behavior; Marketing; Internet and the Web; Analytics and Data Science

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2022
Working Paper

Mitigating the Negative Effects of Customer Anxiety Through Access to Human Contact

By: Michelle A. Kinch and Ryan W. Buell

Prior research in social psychology has shown that when people feel anxious, they seek advice from others. However, companies that operate in high-anxiety settings (like financial services, health care, and education) are increasingly deploying self-service... View Details

Keywords: Anxiety; Self-service; Empirical Operations; Behavioral Operations; Customers; Emotions; Service Delivery; Interpersonal Communication; Customer Satisfaction; Trust

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August 1995 (Revised January 1997)
Exercise

Consumer Behavior Exercise (E)

By: John A. Deighton and Susan M. Fournier

Students are instructed to interview a recent purchaser of a high-involvement product or service in depth about his/her ownership and usage experiences. The exercise provides students with first-hand understanding of important concepts in consumption domain (e.g.,... View Details

Keywords: Consumer Behavior

01 May 2003
News

Customer Management

Keywords: Robert S. Kaplan, David P. Norton

August 2023
Background Note

Pricing and Customer Psychology

By: Elie Ofek

This note provides an overview of how psychological principles may be used as part of a seller’s pricing strategy. The note defines the concept of psychological pricing and explains the motivations for firms to engage in it. Prominent practices and tactics, with... View Details

Keywords: Price; Marketing Strategy; Consumer Behavior

February 2024 (Revised February 2024)
Teaching Note

Travelogo: Understanding Customer Journeys

By: Eva Ascarza and Ta-Wei Huang

Teaching Note for HBS Exercise 524-044. The exercise aims to teach students about 1) Customer Segmentation; and 2) constructing buying personas, 3) Get actionable insights from clickstream data. View Details

Keywords: Customer Relationship Management; Analysis; Analytics and Data Science; Marketing Strategy; Segmentation; Consumer Behavior; Travel Industry; United States

August 1995 (Revised January 1997)
Exercise

Consumer Behavior Exercise (F)

By: John A. Deighton and Susan M. Fournier

Students are instructed to interview a recent purchaser of a high-involvement/ego-expressive product or service in depth about his/her ownership and usage experiences. The exercise provides students with first-hand understanding of important concepts in consumption... View Details

Keywords: Consumer Behavior

August 1995 (Revised January 1997)
Exercise

Consumer Behavior Exercise (D)

By: John A. Deighton and Susan M. Fournier

Students are instructed to interview a recent purchaser of a low-involvement product or service in depth about his/her ownership and usage experiences. The exercise provides students with first-hand understanding of important concepts in consumption domain (e.g.,... View Details

Keywords: Consumer Behavior

June 2020
Background Note

Customer Management Dynamics and Cohort Analysis

By: Elie Ofek, Barak Libai and Eitan Muller

The digital revolution has allowed companies to amass considerable amounts of data on their customers. Using this information to generate actionable insights is fast becoming a critical skill that firms must master if they wish to effectively compete and win in today’s... View Details

Keywords: Cohort Analysis; Customers; Analytics and Data Science; Segmentation; Analysis; Customer Value and Value Chain

Research Summary

Overview

By: Ryan W. Buell

From creating flight itineraries online, to interacting with tellers to complete complex banking transactions, to engaging with the government to address civic problems, customers are playing an increasingly vital role in the performance of operations in a broadening... View Details

16 Jan 2006
Research & Ideas

What Customers Want from Your Products

Marketers have lost the forest for the trees, focusing too much on creating products for narrow demographic segments rather than satisfying needs. Customers want to "hire" a product to do a job, or, as legendary Harvard Business... View Details

Keywords: by Clayton M. Christensen, Scott Cook & Taddy Hall; Consumer Products

27 Jul 2011
Research & Ideas

Customer Loyalty Programs That Work

encourage the continued patronage of customers. They allow retailers to gather data on customer behavior in order to decipher trends, appropriately reward loyalty, and influence shopping behavior. Loyalty... View Details

Keywords: by Maggie Starvish; Retail

20 Sep 2007
Research & Ideas

How to be a Customer

pin the vendor down, but don't overdo it. Be Respectful. If you want your vendor to do a good job, respect him (or her). Treat him as a professional. Don't be haughty. Be on time. Ask his opinion. The golden rule applies to customer View Details

Keywords: by John Quelch

February 2007
Case

Behavioral Finance at JP Morgan

By: Malcolm P. Baker and Aldo Sesia

Following a successful model in Europe, JP Morgan has introduced a set of five U.S. retail mutual funds with an investment philosophy and marketing strategy grounded in behavioral finance. The asset management group believes that understanding investor biases like... View Details

Keywords: Banks and Banking; Investment Funds; Behavioral Finance; Competitive Advantage; Asset Management; Marketing Strategy; Product Marketing; Customer Focus and Relationships; Banking Industry; Financial Services Industry; United States; Europe