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- All HBS Web
(2,053)
- Faculty Publications (681)
- 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... View Details
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... View Details
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). View Details
- 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" View Details
- 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... View Details
- 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... View Details
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.
- August 2020 (Revised February 2021)
- Case
Luckin Coffee (A): Caffeine-fueled Growth?
By: Ramon Casadesus-Masanell and Karen Elterman
This case describes the founding of Chinese coffee chain Luckin Coffee in 2017 and its path to surpassing Starbucks as the largest coffee chain in China (by number of stores) in 2019. Unlike Starbucks stores, which were designed to be welcoming “third places” for... View Details
Keywords: Business Model; Business Earnings; Cost; Cost Management; Financial Statements; Financial Condition; Financial Management; Stocks; Profit; Revenue; Price; Food; Business History; Employment; Brands and Branding; Product Positioning; Marketing Strategy; Business Strategy; Expansion; Competitive Strategy; Food and Beverage Industry; Technology Industry; Asia; China
Casadesus-Masanell, Ramon, and Karen Elterman. "Luckin Coffee (A): Caffeine-fueled Growth?" Harvard Business School Case 721-370, August 2020. (Revised February 2021.)
- July 2020
- Case
Driving Transformation at the Majid Al Futtaim Group
By: Suraj Srinivasan and Esel Çekin
The case opens with Alain Bejjani, CEO of Majid Al Futtaim (MAF) Holding, anticipating on the Group’s next phase in the multi-year transformation journey and reflecting on the initiatives he implemented to create the Group’s growth-oriented culture. Founded in 1995,... View Details
Keywords: Transformation; Organizational Change and Adaptation; Organizational Culture; Growth and Development Strategy; Retail Industry; United Arab Emirates; Middle East; Dubai
Srinivasan, Suraj, and Esel Çekin. "Driving Transformation at the Majid Al Futtaim Group." Harvard Business School Case 121-002, July 2020.
- July 3, 2020
- Article
Delivery Apps Need to Start Treating Suppliers As Partners
By: Scott Duke Kominers and Ian Macomber
Home delivery has shifted from a luxury service aimed at young urban professionals to a core part of many businesses, which is used by almost everyone. That upheaval has strained capacity of many delivery services and changed how they relate to the suppliers that they... View Details
Keywords: Service Delivery; Supply Chain; Performance Capacity; Performance Efficiency; Entrepreneurship
Kominers, Scott Duke, and Ian Macomber. "Delivery Apps Need to Start Treating Suppliers As Partners." Harvard Business Review (website) (July 3, 2020).
- June 2020
- Case
Recovering Trust After Corporate Misconduct at Wells Fargo
By: Suraj Srinivasan and Jonah S. Goldberg
The case describes widespread misconduct at Wells Fargo Community Bank in the period leading up to 2017 and the company’s subsequent attempts to improve internal controls, company culture, and corporate governance. The case examines the potential causes of large scale... View Details
Keywords: Corporate Misconduct; Internal Controls; Banks and Banking; Crime and Corruption; Corporate Governance; Organizational Culture; Governance Compliance; Management Systems; Organizational Change and Adaptation; Performance Improvement; Governing and Advisory Boards
Srinivasan, Suraj, and Jonah S. Goldberg. "Recovering Trust After Corporate Misconduct at Wells Fargo." Harvard Business School Case 120-128, June 2020.
- 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... View Details
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. View Details
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... View Details
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... View Details
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 (Revised June 2020)
- Case
Oriental Land Co., Ltd.—Tokyo Disney Resort
By: Ramon Casadesus-Masanell and Akiko Kanno
This case describes the history of Oriental Land Co. Ltd.’s (OLC's) Tokyo Disney Resort (TDR), its operations, the extent of vertical integration, and the challenges it faced in 2018 as OLC's chairman and CEO, Toshio Kagami, contemplated how best to deal with... View Details
Keywords: Strategy For Multi-business Firm; Business Models; Growth; Theme Parks; Disney; Disney Parks; Licensing; Royalties; Two-part Tariffs; Oriental Land Co.; Tokyo Disneyland; Tokyo DisneySea; Tokyo Disney Resort; Tokyo Disney; Growth Strategy; Hotels; Hotel Industry; Partnership; Development; Attractions; Rides; Urayasu; Kagami; Congestion; Pricing; Amusement Parks; Amusement Park Industry; Brand; Branding; History; OLC; Corporate Strategy; Competitive Strategy; Business History; Price; Retention; Growth and Development; Growth and Development Strategy; Brands and Branding; Agreements and Arrangements; Contracts; Operations; Vertical Integration; Problems and Challenges; Partners and Partnerships; Business Strategy; Expansion; Rail Transportation; Transportation Networks; Accommodations Industry; Entertainment and Recreation Industry; Tourism Industry; Asia; Japan; Tokyo; United States
Casadesus-Masanell, Ramon, and Akiko Kanno. "Oriental Land Co., Ltd.—Tokyo Disney Resort." Harvard Business School Case 720-460, April 2020. (Revised June 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... View Details
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
- Teaching Note
onefinestay: Building a Luxury Experience in the Sharing Economy
By: Jill Avery and Anat Keinan
onefinestay was a two-sided marketplace that offered high-end home rentals to travelers who sought a more authentic and local experience than a typical upscale hotel might provide. After five years of rapid growth, it was time to do a comprehensive analysis of the... View Details
Keywords: Two-sided Marketplace; Two-sided Market; Hospitality Industry; Hotels; Luxury Brand; Sharing Economy; Startup; Scaling; Growth; Customer Segmentation; Brand Positioning; Marketing; Marketing Strategy; Brands and Branding; Luxury; Entrepreneurship; Business Startups; Business Model; Venture Capital; Customers; Segmentation; Growth and Development Strategy; Travel Industry; Tourism Industry; Accommodations Industry; United Kingdom; London; Europe
- 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... View Details
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.)
- March–April 2020
- Article
Avoid the Pitfalls of A/B Testing
By: Iavor I. Bojinov, Guillaume Sait-Jacques and Martin Tingley
Online experiments measuring whether “A,” usually the current approach, is inferior to “B,” a proposed improvement, have become integral to the product-development cycle, especially at digital enterprises. But often firms make serious mistakes in conducting these... View Details
Keywords: A/B Testing; Experiment Design; Social Networks; Product Development; Performance Improvement; Measurement and Metrics; Social Media
Bojinov, Iavor I., Guillaume Sait-Jacques, and Martin Tingley. "Avoid the Pitfalls of A/B Testing." Harvard Business Review 98, no. 2 (March–April 2020): 48–53.
- January 2020
- Case
Banorte Móvil: Data-Driven Mobile Growth
By: Ayelet Israeli, Carla Larangeira and Mariana Cal
In mid-2019, Carlos Hank was deliberating over the results for Banorte Móvil—the mobile application for Banorte, Mexico’s most profitable and second-largest financial institution. Hank, who had been appointed as Banorte´s Chairman of the Board in January 2015, had... View Details
Keywords: Data Analytics; Customer Lifetime Value; Financial Institutions; Mobile and Wireless Technology; Growth and Development Strategy; Customers; Technology Adoption; Communication Strategy; Banking Industry; Mexico; Latin America
Israeli, Ayelet, Carla Larangeira, and Mariana Cal. "Banorte Móvil: Data-Driven Mobile Growth." Harvard Business School Case 520-068, January 2020.