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January 2021 (Revised May 2021)
Case

Delta Air Lines: Navigating the COVID-19 Storm

By: Ted Berk and Ryan Flamerich

This case examines Delta Air Lines’ response as demand for its services plummeted in the face of the COVID-19 pandemic, with a focus on the company’s funding needs and capital structure. Following a series of initial actions, the company’s cash “burn” had reduced from... View Details

Keywords: COVID-19; Health Pandemics; Financial Condition; Capital Structure; Crisis Management; Risk Management; Business and Stakeholder Relations; Air Transportation Industry

January 2021 (Revised March 2021)
Case

THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

By: Jill Avery, Ayelet Israeli and Emma von Maur

THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details

Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Preference Prediction; Predictive Analytics; App Development; ＂Marketing Analytics＂; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United States

January 2021 (Revised May 2021)
Case

Amazon Shopper Panel: Paying Customers for Their Data

By: Eva Ascarza and Ayelet Israeli

This case introduces a new Amazon program that has consumers upload their receipts from transactions outside of Amazon, in exchange for money. Through the discussion, the case aims to explore issues in customers’ privacy in the digital age, the value of customers’ own... View Details

Article

How Long Can a Company Thrive Doing Just One Thing?

By: Andy Wu and Scott Duke Kominers

The news that the chat app Slack was being sold to veteran customer relationship management company Salesforce for $27.7 billion raised a lot of eyebrows. Why sell after a year of explosive growth? The deal, however, epitomizes a question facing so-called best-of-breed... View Details

Keywords: Best-of-breed Companies; Competitive Advantage; Competitive Strategy

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December 2020 (Revised January 2022)
Supplement

Michael Ku and Global Clinical Supply at Pfizer Inc.: Bringing Hope to Patients (B)

By: Linda A. Hill and Emily Tedards

In 2011, Michael Ku became Pfizer’s Vice President of Global Clinical Supply (GCS) after the company had undergone three large-scale mergers and acquisitions. As Ku and his new leadership team set out to build a proactive, end-to-end, digital and physical clinical... View Details

Keywords: Digital Technology; Customer-centricity; Innovation; Customer Focus; Talent; Talent Management; Leadership; Innovation and Invention; Transformation; Organizational Culture; Customer Focus and Relationships; Change Management; Talent and Talent Management; Supply Chain; Mission and Purpose

December 2020 (Revised February 2021)
Case

Kerry Group: Inspiring Food, Nourishing Life

By: Forest L. Reinhardt, José B. Alvarez, Damien McLoughlin, Tonia Labruyere and Tonia Junker

The Irish company Kerry Group, one of the leading global players in the taste and nutrition industry, wants to ensure its future growth in developing and developed markets. Founded in 1972 as a dairy cooperative, it had grown into a provider of taste and nutrition... View Details

Keywords: Agribusiness; Environmental Sustainability; Food; Nutrition; Growth and Development Strategy; Global Range; Market Entry and Exit; Customer Relationship Management; Agriculture and Agribusiness Industry

December 2020 (Revised April 2021)
Case

Arcos Dorados: A QSR Recovery Plan

By: Forest Reinhardt, José B. Alvarez, Jenyfeer Martinez Buitrago and Mariana Cal

Arcos Dorados—McDonald’s largest independent franchisee, covering Latin America and the Caribbean (LAC)—faced a pandemic that was disrupting the entire consumer foodservice business in 2020. With the exclusive right to own, operate, and sub-franchise McDonald’s... View Details

Article

Soul and Machine (Learning)

By: Davide Proserpio, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu and Hema Yoganarasimhan

Machine learning is bringing us self-driving cars, medical diagnoses, and language translation, but how can machine learning help marketers improve marketing decisions? Machine learning models predict extremely well, are scalable to “big data,” and are a natural fit to... View Details

Keywords: Machine Learning; Marketing Applications; Knowledge; Technological Innovation; Core Relationships; Marketing; Applications and Software

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November 2020 (Revised February 2021)
Case

Integrating Beam Suntory (A)

By: David G. Fubini, Rawi Abdelal and David Lane

The spring 2014 acquisition of U.S. alcoholic spirits maker Beam Inc. by Japan’s Suntory Holdings vaulted Suntory from 15th to third-largest international spirits company in the world. Yet Suntory had borrowed nearly the entire $16 billion purchase price, and relied on... View Details

Keywords: Family Business; Communication; Borrowing and Debt; Globalization; Corporate Governance; Governing and Advisory Boards; Retention; Leadership; Supply Chain; Organizational Structure; Ownership; Relationships; Conflict and Resolution; Integration; Value Creation; Food and Beverage Industry; Japan; United States; Chicago

November 2020
Supplement

Integrating Beam Suntory (B)

By: David G. Fubini, Rawi Abdelal and David Lane

Supplements (A) case: The spring 2014 acquisition of U.S. alcoholic spirits maker Beam Inc. by Japan’s Suntory Holdings vaulted Suntory from 15th to third-largest international spirits company in the world. Yet Suntory had borrowed nearly the entire $16 billion... View Details

Keywords: Family Business; Communication; Borrowing and Debt; Globalization; Corporate Governance; Governing and Advisory Boards; Retention; Leadership; Supply Chain; Organizational Structure; Ownership; Relationships; Conflict and Resolution; Integration; Value Creation; Food and Beverage Industry; Japan; United States; Chicago

November 2020 (Revised April 2021)
Case

Roll-Ups and Surprise Billing: Collisions at the Intersection of Private Equity and Patient Care

By: Trevor Fetter and Kira Seiger

This case describes the increasing investment by private equity (PE) firms in patient care and other healthcare services. The case focuses on investments in physician staffing firms and roll-up strategy investments in physician practice management (PPM). Included in... View Details

November 2020
Case

Wilderness Safaris: Responses to the COVID-19 Crisis

By: James E. Austin, Megan Epler Wood and Herman B. "Dutch" Leonard

This case is an epilogue to “Wilderness Safaris: Impact Investing and Ecotourism Conservation in Africa” (2-321-020), which ends with the emergence of the pandemic in March 2020. The final discussion area for that case can be “What should Wilderness Safari CEO Keith... View Details

Keywords: Communities; COVID-19; Ecotourism; Travel; Travel Industry; Conservation Planning; Reopening; Investor Relations; Project Strategy; Governance; Decision Making; Cash; Health Pandemics; Business and Shareholder Relations; Tourism Industry; Africa

October 2020
Case

Michael Phelps: 'It's Okay to Not Be Okay'

By: Boris Groysberg, Carin-Isabel Knoop and Michael Norris

In 2020, Michael Phelps, the most decorated Olympian of all time, with 28 medals in various swimming events, was now retired. As he looked back on his 20+ year athletic career, he considered what had gone into making him the greatest of all time—the highs and lows,... View Details

Keywords: Mental Health; Talent and Talent Management; Training; Health; Success; Performance Improvement; Personal Development and Career; Family and Family Relationships; Sports; Competition; Sports Industry; United States; Baltimore; Arizona; Sydney; Athens; Beijing; London

October 2020 (Revised March 2024)
Case

Experimentation at Yelp

By: Iavor Bojinov and Karim R. Lakhani

Over the last decade, experimentation has become integral to the research and development processes of technology companies—including Yelp—for understanding customer preferences and mitigating innovation risks. The case describes Yelp's journey with experimentation,... View Details

Keywords: Customer Relationship Management; Collaborative Innovation and Invention; Risk Management; Advertising; Research and Development; Technology Industry

October 2020
Supplement

OpenIDEO (B)

By: Karim R. Lakhani, Anne-Laure Fayard, Manos Gkeredakis and Jin Hyun Paik

In the midst of 2020, as the coronavirus pandemic was unfolding, OpenIDEO—an online open innovation platform focused on design-driven solutions to social issues—rapidly launched a new challenge to improve access to health information, empower communities to stay safe... View Details

Article

Are You Really Innovating Around Your Customers' Needs?

By: Sunil Gupta

Every company believes it is customer-centric. However, most of them are product- and service-centric first, focusing on how to enhance their offerings rather than putting themselves in their customers’ shoes. To come up with truly innovative customer-centric ideas,... View Details

Keywords: Customer Focus and Relationships; Customer Satisfaction; Innovation and Management

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2020
Working Paper

Targeting for Long-Term Outcomes

By: Jeremy Yang, Dean Eckles, Paramveer Dhillon and Sinan Aral

Decision makers often want to target interventions so as to maximize an outcome that is observed only in the long term. This typically requires delaying decisions until the outcome is observed or relying on simple short-term proxies for the long-term outcome. Here we... View Details

Keywords: Targeted Marketing; Optimization; Churn Management; Marketing; Customer Relationship Management; Policy; Learning; Outcome or Result

September 2020 (Revised July 2022)
Teaching Note

Algorithmic Bias in Marketing

By: Ayelet Israeli and Eva Ascarza

Teaching Note for HBS No. 521-020. This note focuses on algorithmic bias in marketing. First, it presents a variety of marketing examples in which algorithmic bias may occur. The examples are organized around the 4 P’s of marketing – promotion, price, place and... View Details

Keywords: Marketing; Race; Ethnicity; Gender; Diversity; Prejudice and Bias; Decision Making; Ethics; Customer Relationship Management; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United States

September 2020 (Revised July 2022)
Technical Note

Algorithmic Bias in Marketing

By: Ayelet Israeli and Eva Ascarza

This note focuses on algorithmic bias in marketing. First, it presents a variety of marketing examples in which algorithmic bias may occur. The examples are organized around the 4 P’s of marketing – promotion, price, place and product—characterizing the marketing... View Details

September 2020 (Revised February 2024)
Teaching Note

Artea (A), (B), (C), and (D): Designing Targeting Strategies

By: Eva Ascarza and Ayelet Israeli

Teaching Note for HBS No. 521-021,521-022,521-037,521-043. 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

Keywords: Targeted Advertising; Targeting; Race; Gender; Diversity; Marketing; Customer Relationship Management; Prejudice and Bias; Analytics and Data Science; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United States

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