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All HBS Web
(117,607)
- Faculty Publications (543)
- March 2024
- Case
Unintended Consequences of Algorithmic Personalization
By: Eva Ascarza and Ayelet Israeli
“Unintended Consequences of Algorithmic Personalization” (HBS No. 524-052) investigates algorithmic bias in marketing through four case studies featuring Apple, Uber, Facebook, and Amazon. Each study presents scenarios where these companies faced public criticism for...
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Keywords:
Race;
Gender;
Marketing;
Diversity;
Customer Relationship Management;
Prejudice and Bias;
Customization and Personalization;
Technology Industry;
Retail Industry;
United States
Ascarza, Eva, and Ayelet Israeli. "Unintended Consequences of Algorithmic Personalization." Harvard Business School Case 524-052, March 2024.
- February 2024
- Case
AGENTS.inc: Pathways to Growth at an AI Startup
By: Frank Nagle, Manuel Hoffmann, Karoline Ströhlein and Susan Pinckney
The case describes the history of AGENTS.inc. Despite being a small startup, with only four employees, that had never had a funding round, the company boasted an impressive client portfolio including multiple Fortune 500 companies. While AGENTS.inc had been an early...
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Keywords:
Business Growth and Maturation;
Business Model;
Business Startups;
Small Business;
Transformation;
Customer Focus and Relationships;
Decisions;
Entrepreneurship;
Venture Capital;
Financial Strategy;
AI and Machine Learning;
Digital Platforms;
Technological Innovation;
Copyright;
Management;
Growth and Development;
Market Timing;
Ownership;
Risk and Uncertainty;
Competition;
Open Source Distribution;
Entrepreneurial Finance;
Computer Industry;
Europe;
Germany
Nagle, Frank, Manuel Hoffmann, Karoline Ströhlein, and Susan Pinckney. "AGENTS.inc: Pathways to Growth at an AI Startup." Harvard Business School Case 724-444, February 2024.
- 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.
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- January 2024 (Revised February 2024)
- Course Overview Note
Managing Customers for Growth: Course Overview for Students
By: Eva Ascarza
Managing Customers for Growth (MCG) is a 14-session elective course for second-year MBA students at Harvard Business School. It is designed for business professionals engaged in roles centered on customer-driven growth activities. The course explores the dynamics of...
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Keywords:
Customer Relationship Management;
Decision Making;
Analytics and Data Science;
Growth Management;
Telecommunications Industry;
Technology Industry;
Financial Services Industry;
Education Industry;
Travel Industry
Ascarza, Eva. "Managing Customers for Growth: Course Overview for Students." Harvard Business School Course Overview Note 524-032, January 2024. (Revised February 2024.)
- 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...
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Keywords:
Customer Relationship Management;
Analysis;
Analytics and Data Science;
Marketing Strategy;
Segmentation;
Consumer Behavior;
Travel Industry;
United States
Ascarza, Eva, Nicolas Padilla, and Oded Netzer. "Travelogo: Understanding Customer Journeys." Harvard Business School Exercise 524-044, January 2024. (Revised February 2024.)
- January 2024 (Revised May 2024)
- Case
Uncle Nearest: Creating a Legacy
By: Hise Gibson, Archie L. Jones, Nicole Gilmore and Ai-Ling Jamila Malone
Fawn Weaver, as a Black woman and industry outsider in a capital-intensive, highly regulated, competitive and male-dominated spirits industry, successfully overcame numerous obstacles to launch a premium American whiskey brand, Uncle Nearest in 2017, which became the...
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Keywords:
Advertising;
Business Startups;
Customer Focus and Relationships;
Decisions;
Forecasting and Prediction;
Age;
Ethnicity;
Gender;
Entrepreneurship;
Working Capital;
Innovation Leadership;
Innovation Strategy;
Intellectual Property;
Trademarks;
Leadership Style;
Growth and Development;
Growth and Development Strategy;
Product Marketing;
Product Launch;
Marketing Strategy;
Mission and Purpose;
Organizational Culture;
Private Ownership;
Performance Effectiveness;
Strategic Planning;
Problems and Challenges;
Prejudice and Bias;
Social Issues;
Competition;
Competitive Strategy;
Expansion;
Entrepreneurial Finance;
Food and Beverage Industry;
Tourism Industry;
United States;
Tennessee;
France
Gibson, Hise, Archie L. Jones, Nicole Gilmore, and Ai-Ling Jamila Malone. "Uncle Nearest: Creating a Legacy." Harvard Business School Case 824-047, January 2024. (Revised May 2024.)
- December 2023 (Revised July 2024)
- Case
Boortmalt: The Master Maltster
By: Forest Reinhardt, Jose B Alvarez, Damien McLoughlin, Lena Duchene and Emer Moloney
By May 2023, Boortmalt was the world’s leading producer of malt, with a production capacity of 3 million tonnes, 15% of global market share, and 27 malting plants across five continents. It had recently acquired a major competitor and had sustained an EBITDA growth of...
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Keywords:
Plant-Based Agribusiness;
Mergers and Acquisitions;
Talent and Talent Management;
Customer Focus and Relationships;
Values and Beliefs;
Financing and Loans;
Employee Relationship Management;
Collaborative Innovation and Invention;
Innovation Leadership;
Knowledge Sharing;
Leadership Style;
Business or Company Management;
Growth and Development Strategy;
Growth Management;
Management Style;
Resource Allocation;
Corporate Social Responsibility and Impact;
Strategic Planning;
Environmental Sustainability;
Organizational Culture;
Agriculture and Agribusiness Industry;
Belgium;
Europe
Reinhardt, Forest, Jose B Alvarez, Damien McLoughlin, Lena Duchene, and Emer Moloney. "Boortmalt: The Master Maltster." Harvard Business School Case 724-021, December 2023. (Revised July 2024.)
- December 18, 2023
- Article
Are Everywhere Stores the New Face of Retail?
By: David R. Bell, Santiago Gallino and Antonio Moreno
Historically, customer engagement and product fulfillment occurred in the same place — a traditional retail store. But today, retailers are beginning to explore how they can create opportunities for customers to engage with products in native environments. A related...
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Keywords:
Customer Focus and Relationships;
Consumer Behavior;
Distribution;
Logistics;
Retail Industry
Bell, David R., Santiago Gallino, and Antonio Moreno. "Are Everywhere Stores the New Face of Retail?" MIT Sloan Management Review (website) (December 18, 2023).
- November 2023 (Revised March 2024)
- Technical Note
Customer Data Privacy
By: Eva Ascarza and Ta-Wei Huang
This note provides an overview of the evolving landscape of customer data privacy in 2023. It highlights two pivotal aspects that make privacy a central concern for businesses: building and maintaining customer trust and navigating the intricate regulatory...
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Keywords:
Customer Relationship Management;
Governance Compliance;
Governing Rules, Regulations, and Reforms;
Risk and Uncertainty;
Reputation;
Trust;
Information Management;
Retail Industry;
Technology Industry;
Financial Services Industry;
Telecommunications Industry;
Europe;
United States
Ascarza, Eva, and Ta-Wei Huang. "Customer Data Privacy." Harvard Business School Technical Note 524-005, November 2023. (Revised March 2024.)
- November 2023
- Case
Team Liquid: Fueling the Business of Fandom
By: Youngme Moon and Kerry Herman
In 2023, the co-CEOs of Team Liquid, one of the world's most prominent Esports organizations, are deciding whether and how to evolve their business model to include (1) a greater focus on enterprise revenue; and (2) more direct-to-consumer activity. Team Liquid has one...
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Keywords:
Business Model;
Customer Focus and Relationships;
Games, Gaming, and Gambling;
Revenue;
Organizational Culture;
Business and Community Relations;
Video Game Industry
Moon, Youngme, and Kerry Herman. "Team Liquid: Fueling the Business of Fandom." Harvard Business School Case 324-041, November 2023.
- October 2023 (Revised February 2024)
- Teaching Note
Managing Customer Retention at Teleko
By: Eva Ascarza and Ta-Wei Huang
Teaching Note for HBS Case No. 523-005.
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- October 2023 (Revised February 2024)
- Technical Note
Design and Evaluation of Targeted Interventions
By: Eva Ascarza and Ta-Wei (David) Huang
Targeted interventions serve as a pivotal tool in business strategy, streamlining decisions for enhanced efficiency and effectiveness. This note delves into two central facets of such interventions: first, the design of potent decision guidelines, or targeting...
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Keywords:
Marketing;
Customer Relationship Management;
Analysis;
Design;
Business Strategy;
Retail Industry;
Apparel and Accessories Industry;
Technology Industry;
Financial Services Industry;
Telecommunications Industry
Ascarza, Eva, and Ta-Wei (David) Huang. "Design and Evaluation of Targeted Interventions." Harvard Business School Technical Note 524-034, October 2023. (Revised February 2024.)
- October 2023 (Revised March 2024)
- Case
Fantuan
By: Feng Zhu and David Lane
In 2023, CEO Randy Wu was considering the optimal growth strategy for Fantuan, a restaurant food delivery platform that had expanded from its 2014 founding in Vancouver, Canada to serve the Chinese demand for Asian cuisine in urban markets across Australia, Canada, the...
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Keywords:
Business Startups;
Customer Focus and Relationships;
Diasporas;
Entrepreneurship;
Digital Platforms;
Growth Management;
Business Strategy;
Diversification;
Expansion;
Growth and Development Strategy;
Service Industry;
Food and Beverage Industry;
United States;
Canada;
United Kingdom;
Australia
Zhu, Feng, and David Lane. "Fantuan." Harvard Business School Case 624-023, October 2023. (Revised March 2024.)
- October 2023 (Revised May 2024)
- Case
Thermo Fisher Scientific: Foray into Contract Research
By: Satish Tadikonda, William Marks and Kevin Emancipator
After publicly declaring that they would not enter the contract research organization (CRO) business in 2017, Thermo Fisher purchased Pharmaceutical Product Development (PPD), one of the biggest players in the CRO space, in 2021. Much had changed in the intervening...
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Tadikonda, Satish, William Marks, and Kevin Emancipator. "Thermo Fisher Scientific: Foray into Contract Research." Harvard Business School Case 824-073, October 2023. (Revised May 2024.)
- 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...
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Keywords:
Customer Journey;
Privacy;
Consumer Behavior;
Analytics and Data Science;
AI and Machine Learning;
Customer Focus and Relationships
Padilla, Nicolas, Eva Ascarza, and Oded Netzer. "The Customer Journey as a Source of Information." Harvard Business School Working Paper, No. 24-035, October 2023. (Revised October 2023.)
- July 2023
- Case
Honeycomb
By: Jeffrey J. Bussgang and Kumba Sennaar
Honeycomb, an audio app enabling seniors to record stories and save family memories, suddenly draws interest from a younger user demographic. The co-founders consider pivoting to better serve this new user demographic. How should they think about strategy, brand, and...
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- July 2023 (Revised February 2024)
- Supplement
Managing Customer Retention at Teleko
By: Eva Ascarza
This exercise aims to teach students about 1)Targeting Policies; and 2)Algorithmic decision making, 3) Retention management.
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- June 2023
- Simulation
Artea Dashboard and Targeting Policy Evaluation
By: Ayelet Israeli and Eva Ascarza
Companies deploy A/B experiments to gain valuable insights about their customers in order to answer strategic business problems. In marketing, A/B tests are often used to evaluate marketing interventions intended to generate incremental outcomes for the firm. The Artea...
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Keywords:
Algorithm Bias;
Algorithmic Data;
Race And Ethnicity;
Experimentation;
Promotion;
Marketing And Society;
Big Data;
Privacy;
Data-driven Management;
Data Analysis;
Data Analytics;
E-Commerce Strategy;
Discrimination;
Targeted Advertising;
Targeted Policies;
Pricing Algorithms;
A/B Testing;
Ethical Decision Making;
Customer Base Analysis;
Customer Heterogeneity;
Coupons;
Marketing;
Race;
Gender;
Diversity;
Customer Relationship Management;
Marketing Communications;
Advertising;
Decision Making;
Ethics;
E-commerce;
Analytics and Data Science;
Retail Industry;
Apparel and Accessories Industry;
United States
- 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....
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- June 2023 (Revised March 2024)
- Case
Creating World-Class Board Governance at SECO
By: Krishna G. Palepu and Emer Moloney
In Spring 2023, SECO CEO Massimo Mauri had the ambition to grow the €200 million revenue technology company to a €1 billion company by 2030. Founded in Italy in the 1970s, the family-owned company had gone through a period of growth and internationalization,...
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Keywords:
Family Business;
Business Model;
Acquisition;
Business Growth and Maturation;
Talent and Talent Management;
Customer Focus and Relationships;
Engineering;
Governance;
Corporate Governance;
Governing and Advisory Boards;
Growth and Development Strategy;
Compensation and Benefits;
Retention;
Innovation and Invention;
Technological Innovation;
Going Public;
Strategic Planning;
Business and Shareholder Relations;
Business Strategy;
Information Infrastructure;
Information Technology;
Value Creation;
Organizational Change and Adaptation;
Computer Industry;
Electronics Industry;
Industrial Products Industry;
Information Technology Industry;
Technology Industry;
Italy;
Europe;
Germany;
United States;
China
Palepu, Krishna G., and Emer Moloney. "Creating World-Class Board Governance at SECO." Harvard Business School Case 123-082, June 2023. (Revised March 2024.)