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All HBS Web
(115,935)
- Faculty Publications (543)
- September 2020 (Revised July 2022)
- Exercise
Artea (D): Discrimination through Algorithmic Bias in Targeting
By: Eva Ascarza and Ayelet Israeli
This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The...
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Keywords:
Targeted Advertising;
Discrimination;
Algorithmic Data;
Bias;
Advertising;
Race;
Gender;
Marketing;
Diversity;
Customer Relationship Management;
Prejudice and Bias;
Analytics and Data Science;
Retail Industry;
Apparel and Accessories Industry;
Technology Industry;
United States
Ascarza, Eva, and Ayelet Israeli. "Artea (D): Discrimination through Algorithmic Bias in Targeting." Harvard Business School Exercise 521-043, September 2020. (Revised July 2022.)
- September 2020 (Revised June 2023)
- Exercise
Artea: Designing Targeting Strategies
By: Eva Ascarza and Ayelet Israeli
This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The...
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Keywords:
Algorithmic Data;
Race And Ethnicity;
Experimentation;
Promotion;
"Marketing Analytics";
Marketing And Society;
Big Data;
Privacy;
Data-driven Management;
Data Analytics;
Data Analysis;
E-Commerce Strategy;
Discrimination;
Targeted Advertising;
Targeted Policies;
Targeting;
Pricing Algorithms;
A/B Testing;
Ethical Decision Making;
Customer Base Analysis;
Customer Heterogeneity;
Coupons;
Algorithmic Bias;
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
Ascarza, Eva, and Ayelet Israeli. "Artea: Designing Targeting Strategies." Harvard Business School Exercise 521-021, September 2020. (Revised June 2023.)
- September 2020 (Revised July 2022)
- Supplement
Spreadsheet Supplement to "Artea: Designing Targeting Strategies"
By: Eva Ascarza and Ayelet Israeli
Spreadsheet Supplement to "Artea: Designing Targeting Strategies" (521-021).
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- September 2020 (Revised July 2022)
- Supplement
Spreadsheet Supplement to Artea (B) and (C)
By: Eva Ascarza and Ayelet Israeli
Spreadsheet Supplement to "Artea (B): Including Customer-level Demographic Data" and "Artea (C): Potential Discrimination through Algorithmic Targeting"
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- September 2020 (Revised June 2023)
- Supplement
Spreadsheet Supplement to Artea Teaching Note
By: Eva Ascarza and Ayelet Israeli
Spreadsheet Supplement to Artea Teaching Note 521-041. This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and...
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- September–October 2020
- Article
Managing Churn to Maximize Profits
By: Aurelie Lemmens and Sunil Gupta
Customer defection threatens many industries, prompting companies to deploy targeted, proactive customer retention programs and offers. A conventional approach has been to target customers either based on their predicted churn probability or their responsiveness to a...
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Keywords:
Churn Management;
Defection Prediction;
Loss Function;
Stochastic Gradient Boosting;
Customer Relationship Management;
Consumer Behavior;
Profit
Lemmens, Aurelie, and Sunil Gupta. "Managing Churn to Maximize Profits." Marketing Science 39, no. 5 (September–October 2020): 956–973.
- June 2020
- Case
What IKEA Do We Want?
By: Juan Alcácer, Cynthia A. Montgomery, Emilie Billaud and Vincent Dessain
In 2018, Swedish furniture maker IKEA was undergoing a significant transformation. Challenged by the rise of online shopping and changing consumer behavior, and mourning the death of its founder, the Company's top executives knew they had to step out of their comfort...
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Keywords:
Business Strategy;
Transformation;
Leading Change;
Mission and Purpose;
Business Model;
Emerging Markets;
Customer Focus and Relationships;
Organizational Culture;
Disruption;
Consumer Products Industry;
Retail Industry;
Europe;
Netherlands;
Sweden;
China;
India;
United States
Alcácer, Juan, Cynthia A. Montgomery, Emilie Billaud, and Vincent Dessain. "What IKEA Do We Want?" Harvard Business School Case 720-429, June 2020.
- June 16, 2020
- Article
Your Customers Have Changed. Here's How to Engage Them Again.
By: Rohit Deshpandé, Ofer Mintz and Imran S. Currim
The coronavirus makes your customers less able and less willing to spend than before. How should you re-engage with them? Advice from Rohit Deshpandé and colleagues.
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Deshpandé, Rohit, Ofer Mintz, and Imran S. Currim. "Your Customers Have Changed. Here's How to Engage Them Again." Harvard Business School Working Knowledge (June 16, 2020).
- May 2020 (Revised January 2022)
- Case
Michael Ku and Global Clinical Supply at Pfizer Inc.: Bringing Hope to Patients (A)
By: Linda A. Hill, Allison J. Wigen and Emily Tedards
Michael Ku joined Pfizer in 2011, after the company had undergone three large-scale mergers and acquisitions. His mission was to drive the digital transformation of the company’s clinical supply chain, but he knew he had to start with the culture. Over the next eight...
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Keywords:
Innovation;
Digital;
Change;
Culture;
Management;
Talent;
Pharmaceutical Companies;
Customer-centricity;
Collaboration;
Cross-functional Management;
Purpose;
Leadership;
Innovation and Invention;
Transformation;
Organizational Culture;
Change Management;
Talent and Talent Management;
Customer Focus and Relationships;
Supply Chain;
Decision Making;
Mission and Purpose
Hill, Linda A., Allison J. Wigen, and Emily Tedards. "Michael Ku and Global Clinical Supply at Pfizer Inc.: Bringing Hope to Patients (A)." Harvard Business School Case 420-108, May 2020. (Revised January 2022.)
- 2020
- Chapter
The Relational Roles of Brands
By: Jill Avery
In contemporary culture, brands play important relational roles, linking consumers to others and serving as relational partners. This chapter provides an understanding of the relational roles of brands to illuminate why and how consumers connect with brands and how...
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Keywords:
Customer Relationship Management;
Customer Focus and Relationships;
Customers;
Brands and Branding;
Marketing Strategy;
Marketing
Avery, Jill. "The Relational Roles of Brands." Chap. 8 in Marketing Management: A Cultural Perspective. 2nd edition, edited by Luca M. Visconti, Lisa Penaloza, and Nil Toulouse, 121–137. Routledge, 2020.
- April 2020
- Teaching Note
Glossier: Co-Creating a Cult Brand with a Digital Community
By: Jill Avery
Teaching Note for HBS No. 519-022. Flush with cash from its Series C fundraise, cult beauty brand Glossier considers its next phase of growth, facing critical decisions on how to allocate its capital to support various marketing communications and distribution...
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Keywords:
Digital Marketing;
Crowdsourcing;
CRM;
Startup;
Direct-to-consumer;
DTC;
Marketing;
Marketing Strategy;
Brands and Branding;
Consumer Behavior;
Customer Relationship Management;
Venture Capital;
Business Startups;
Entrepreneurship;
Social Media;
Beauty and Cosmetics Industry;
United States
- March 2020 (Revised January 2022)
- Case
Michelin: Building a Digital Service Platform
By: Sunil Gupta and Christian Godwin
Michelin, a tire company with over a century of experience, attempts to develop a digital service platform for its fleet and dealer customers. The case focuses on the challenges of bringing a large, well-established company into the digital age. Concerned about the...
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Keywords:
Change;
Transformation;
Customer Focus and Relationships;
Decision Making;
Leading Change;
Growth and Development;
Strategy;
Digital Platforms;
Internet and the Web;
Auto Industry;
Travel Industry;
Transportation Industry;
United States;
France
Gupta, Sunil, and Christian Godwin. "Michelin: Building a Digital Service Platform." Harvard Business School Case 520-061, March 2020. (Revised January 2022.)
- January 2020 (Revised April 2020)
- Case
Rumo: Infrastructure for a Healthier Economy
By: Forest L. Reinhardt, Mariana Cal, Ruth Costas and Natalie Kindred
Brazilian logistics company Rumo operated 13,500 km in railway networks, port terminals, and inland transshipment terminals, connecting major Brazilian ports to the agriculture hubs of Mato Grosso and São Paulo state. Controlled by Cosan, Brazil's leading sugar and...
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Keywords:
Agribusiness;
Plant-Based Agribusiness;
Customer Relationship Management;
Growth and Development Strategy;
Logistics;
Rail Transportation;
Value Creation;
Rail Industry;
Transportation Industry;
Agriculture and Agribusiness Industry;
Latin America;
Brazil
Reinhardt, Forest L., Mariana Cal, Ruth Costas, and Natalie Kindred. "Rumo: Infrastructure for a Healthier Economy." Harvard Business School Case 720-008, January 2020. (Revised April 2020.)
- January–February 2020
- Article
Are You Undervaluing Your Customers?: It’s Time to Start Measuring and Managing Their Worth
By: Rob Markey
Leaders recognize that they should manage their businesses to maximize the value of the customer base. But too often, earnings pressures result in cost-cutting measures that hurt customers.
Loyalty-leading companies operate differently. They create systems for... View Details
Keywords:
Customer Experience;
Customer Value;
Customer Centric Initiative;
Customer Focused Organization;
Customer Lifetime Value;
Customer Focus and Relationships;
Customer Value and Value Chain;
Operations;
Business Strategy
Markey, Rob. "Are You Undervaluing Your Customers? It’s Time to Start Measuring and Managing Their Worth." Harvard Business Review 98, no. 1 (January–February 2020): 42–50.
- November 2019 (Revised May 2020)
- Case
Collibra
By: Lynda M. Applegate, Jeffrey F. Rayport and Julia Kelley
Founded in 2008 at Vrije Universiteit Brussels, Collibra was a data intelligence company that found product-market fit in the years after the global financial crisis when many companies were under pressure from consumers and governments to improve their data management...
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Keywords:
Entrepreneurship;
Governance;
Innovation and Invention;
Technological Innovation;
Markets;
Information Technology;
Applications and Software;
Technology Adoption;
Digital Platforms;
Internet and the Web;
Customer Focus and Relationships;
Customer Satisfaction;
Expansion;
Information Technology Industry;
Technology Industry;
Europe;
Belgium;
Brussels;
North and Central America;
United States;
New York (city, NY);
New York (state, US)
Applegate, Lynda M., Jeffrey F. Rayport, and Julia Kelley. "Collibra." Harvard Business School Case 820-013, November 2019. (Revised May 2020.)
- November 2019
- Supplement
Kids & Company: Entering the U.S.
By: Boris Groysberg, Sarah Mehta and Matthew Preble
This video supplement pairs with “Kids & Company: Entering the U.S.” (case no. 418011). It contains eight individual clips that range in length from 5 to 12 minutes. Instructors can use the videos, either in whole or in part, as an additional teaching...
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Keywords:
Early Childhood Education;
Strategy;
Growth and Development Strategy;
Growth Management;
Business Strategy;
Competitive Strategy;
Competitive Advantage;
Expansion;
Leadership;
Marketing;
Product Marketing;
Brands and Branding;
Service Delivery;
Service Operations;
Product Design;
Product Development;
Cross-Cultural and Cross-Border Issues;
Selection and Staffing;
Customer Focus and Relationships;
Entrepreneurship;
Service Industry;
Canada;
United States
Groysberg, Boris, Sarah Mehta, and Matthew Preble. "Kids & Company: Entering the U.S." Harvard Business School Multimedia/Video Supplement 420-704, November 2019.
- November 2019
- Article
Procedural Justice and the Risks of Consumer Voting
By: Tami Kim, Leslie John, Todd Rogers and Michael I. Norton
Firms are increasingly giving consumers the vote. Eight studies demonstrate that when firms empower consumers to vote, consumers infer a series of implicit promises—even in the absence of explicit promises. We identify three implicit promises to which consumers react...
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Keywords:
Consumer Empowerment;
Procedural Justice;
Promises;
Customer Relationship Management;
Voting;
Perception;
Fairness;
Risk Management
Kim, Tami, Leslie John, Todd Rogers, and Michael I. Norton. "Procedural Justice and the Risks of Consumer Voting." Management Science 65, no. 11 (November 2019): 5234–5251.
- November 2019 (Revised January 2020)
- Supplement
Taiwan Semiconductor Manufacturing Company Limited: A Global Company's China Strategy (B)
By: William C. Kirby, Billy Chan and Dawn H. Lau
After the legendary founder of Taiwan Semiconductor Manufacturing Company (TSMC) retired, the new chairman had to grapple with fresh challenges related to its China market: a recently opened factory in China had to find ways to reverse its financial loss and meet its...
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Keywords:
Cross-cultural;
Foreign Investment;
Government;
Business and Government Relations;
Globalization;
Change Management;
Customer Relationship Management;
Innovation Strategy;
Global Strategy;
Leadership;
Semiconductor Industry;
Taiwan;
China
Kirby, William C., Billy Chan, and Dawn H. Lau. "Taiwan Semiconductor Manufacturing Company Limited: A Global Company's China Strategy (B)." Harvard Business School Supplement 320-045, November 2019. (Revised January 2020.)
- October 2019
- Case
GRIT Fitness
By: Lynda M. Applegate and Olivia Hull
In December 2018, GRIT Fitness was a growing chain of boutique fitness studios offering a variety of workout classes, including weightlifting, high intensity interval training, and cardio dance. With 400 members and three Dallas studios, CEO Brittani Rettig believed...
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Keywords:
Entrepreneurship;
Business Startups;
Mission and Purpose;
Corporate Strategy;
Customer Focus and Relationships;
Forecasting and Prediction;
Business Plan;
Trends;
Experience and Expertise;
Talent and Talent Management;
Training;
Health;
Selection and Staffing;
Leadership Style;
Leadership Development;
Management Style;
Management Teams;
Brands and Branding;
Organizational Culture;
Organizational Structure;
Motivation and Incentives;
Sports;
Competition;
Diversification;
Expansion;
Value Creation;
Health Industry;
Sports Industry;
Texas
Applegate, Lynda M., and Olivia Hull. "GRIT Fitness." Harvard Business School Case 820-016, October 2019.
- September 2019 (Revised May 2020)
- Case
Keroche (A): Fighting for Share in the Kenyan Alcoholic Drinks Market
By: Ramon Casadesus-Masanell and Pippa Tubman Armerding
This case discusses the challenges faced by Kenyan alcoholic drinks producer Keroche Industries Limited in 2003, when the Kenyan government accused the company of manufacturing and selling substandard alcoholic drinks, revoked its liquor licenses, and shut down its...
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Keywords:
Keroche;
Alcohol;
Wine;
Manufacturing;
Informal Market;
Regulation;
Illicit;
Illegal;
Shutdown;
Factory;
Low-income Consumers;
Multinational;
Local;
Government;
Allegations;
Accusations;
Negative Press;
EABL;
Tusker;
Beer;
SAB;
Chang'aa;
Naivasha;
Rift Valley;
East Africa;
Lawsuit;
Legal Battle;
Business Ventures;
Business Exit or Shutdown;
Business Growth and Maturation;
Business Startups;
Production;
Safety;
Quality;
Distribution;
Small Business;
Family Business;
Crime and Corruption;
Customer Focus and Relationships;
Decisions;
Income;
Demographics;
Geographic Scope;
Geographic Location;
Goods and Commodities;
Government Legislation;
Growth and Development;
Business History;
Lawsuits and Litigation;
Laws and Statutes;
Lawfulness;
Goals and Objectives;
Consumer Behavior;
Market Entry and Exit;
Problems and Challenges;
Social Issues;
Poverty;
Strategy;
Competition;
Entrepreneurship;
Manufacturing Industry;
Food and Beverage Industry;
Kenya;
Nairobi;
Africa
Casadesus-Masanell, Ramon, and Pippa Tubman Armerding. "Keroche (A): Fighting for Share in the Kenyan Alcoholic Drinks Market." Harvard Business School Case 720-390, September 2019. (Revised May 2020.)