Publications

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

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

March 2020
Article

The Role of Numbers in the Customer Journey

By: Shelle Santana, Manoj Thomas and Vicki Morwitz

At each stage in customers’ journeys, they encounter different types of numeric information that they process using different judgment strategies. Relevant numbers might include budgets, price, product attributes, product counts, product ratings, numbers in brand... View Details

Keywords: Numbers; Heuristics; Numerical Cognition; Pricing; Customer Journey; Information; Consumer Behavior

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January 2024 (Revised February 2024)
Exercise

Travelogo: Understanding Customer Journeys

By: Eva Ascarza, Nicolas Padilla and Oded Netzer

In late May 2023, Sarah Merino, the newly appointed manager of the Customer Insights group at Travelogo—an online travel booking platform—initiates a comprehensive analysis of clickstream data to understand the varied behaviors and needs of their users. In preparation... View Details

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

September 2022
Case

Pointillist: Building a Business in Customer Journey Analytics

By: David C. Edelman

Growth challenges in building a SAAS business using AI for Customer Experience analysis. View Details

Keywords: AI; Customer Experience; Analytics; Marketing; Entrepreneurship; United States

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

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

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March 2021 (Revised August 2022)
Case

Seeding and Selling Asana

By: Jeffrey F. Rayport, Susie Ma and Amram Migdal

In December 2019, Oliver Jay, Asana’s Chief Revenue Officer (CRO), was reconsidering his go-to-market (GTM) strategy. Asana was cloud-based work management software that enabled users to break up projects into discrete tasks that could be assigned, scheduled, and... View Details

Keywords: SaaS; Customer Journey; Business Model; Business Organization; Change Management; Growth and Development Strategy; Growth Management; Marketing Channels; Marketing Strategy; Product Marketing; Organizational Change and Adaptation; Organizational Design; Organizational Structure; Digital Platforms; Internet and the Web; Technology Industry; United States

Article

How Direct-to-Consumer Brands Can Continue to Grow

By: V. Kasturi Rangan, Daniel Corsten, Matt Higgins and Leonard A. Schlesinger

Direct-to-consumer (DTC) brands such as Allbirds, Casper, Peloton, and Warby Parker have creatively found a weakness in the marketing citadel of incumbent brands. By using data gleaned from daily interactions with customers, these brands have been able to adapt how... View Details

Keywords: Direct-to-consumer; Customer Journey; Business Model; Customer Relationship Management; Growth and Development Strategy

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January 2008 (Revised May 2008)
Case

Comcast New England: A Journey of Organizational Transformation

By: Michael Beer and Anita Arun

This case describes how Kevin Casey, Comcast's New England Region general manager, transformed a low commitment and performance organization. When he took charge of this Comcast region he inherited an organization that was bureaucratic, had low customer satisfaction,... View Details

Keywords: Transformation; Interpersonal Communication; Customer Satisfaction; Employee Relationship Management; Management Teams; Organizational Change and Adaptation; Organizational Culture; Organizational Structure; Performance Improvement; Telecommunications Industry; New England

March 31, 2023
Article

What Is the Optimal Pattern of a Customer Journey?

By: Julian De Freitas

Even though customer experience (CX) leaders are becoming increasingly focused on optimizing their firms’ customer journeys, they face a clear challenge: Which touchpoints along the journey should they invest in? That is, which moments when the customer interacts with... View Details

Keywords: Consumer Behavior; Customers; Brands and Branding

16 Feb 2010
Research & Ideas

The Outside-In Approach to Customer Service

Reorganize for Resilience: Putting Customers at the Center of Your Business (Harvard Business Press). Gulati, whose research explores leadership and strategic challenges for building high growth organizations in turbulent markets, is the... View Details

Keywords: by Sarah Jane Gilbert; Consumer Products

March 27, 2025
Article

How One Company Used AI to Broaden Its Customer Base

By: Sunil Gupta and Frank V. Cespedes

The software company SAP successfully leveraged AI tools to begin selling to the small and medium enterprises (SMEs) market, which had previously been uneconomical for its in-person sales approach. By mapping the customer journey and deploying over 40 AI tools, SAP... View Details

Keywords: AI and Machine Learning; Sales; Business Strategy; Market Entry and Exit

December 2018 (Revised June 2021)
Case

Bulb 2015: Foundation

By: John R. Wells and Benjamin Weinstock

In late August 2015, Amit Gudka and Hayden Wood, co-founders of Bulb, Ltd (Bulb), were ready to offer affordable renewable energy to the United Kingdom’s 27 million households. They hoped to capitalize on the hundreds of thousands of customers switching their energy... View Details

09 Apr 2001
Research & Ideas

The Manager’s Guide to Communicating with Customers Collection

Are you reaching your customers? The key is knowing who they are and what they want To appeal to retail customers you need to understand what makes them tick. What better way to do that than by studying actual consumer behavior? A great... View Details

Keywords: by Richard Bierck; Retail

17 Sep 2024
Cold Call Podcast

Fawn Weaver’s Entrepreneurial Journey as an Outsider in the Spirits Industry

Keywords: Re: Hise O. Gibson; Food & Beverage; Tourism

December 2018 (Revised June 2021)
Supplement

Bulb 2017: Launch

By: John R. Wells and Benjamin Weinstock

On August 21, 2015, Amit Gudka and Hayden Wood, co-founders of Bulb Ltd. (Bulb) launched a new business to supply energy to the United Kingdom’s 27 million residential homes with a promise of 100% renewable electricity at affordable prices. By the end of March 2017,... View Details

2000
Chapter

Anticipating Greener Supply Chain Demands: One Singapore Company's Journey to ISO 14001

By: Michael W. Toffel

One major benefit of Jebsen & Jessen Packaging Pte Ltd (JJPS’s) implementation of ISO 14001 is that it acquired a third-party 'seal of approval' that will be used in its marketing efforts to meet the growing environmental concern of its customers within the electronics... View Details

Keywords: Supply Chain Management; Corporate Social Responsibility and Impact; Standards; Environmental Sustainability; Singapore