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All HBS Web
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- Faculty Publications (222)
- 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.
- August 2020 (Revised August 2023)
- Case
Nubank: Democratizing Financial Services
By: Michael Chu, Carla Larangeira and Pedro Levindo
Nubank, a wholly-digital solution created to disrupt Brazilian banking, with 6 million clients and a $4 billion valuation after five years, must decide whether to expand to Mexico. The company was founded in São Paulo in 2013 by Colombian-born David Vélez to seize what...
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Keywords:
Fintech;
Financial Inclusion;
Digital Banking;
Credit Cards;
Banks and Banking;
Disruption;
Expansion;
Growth and Development Strategy;
Financial Services Industry;
South America;
Brazil;
North America;
Mexico
Chu, Michael, Carla Larangeira, and Pedro Levindo. "Nubank: Democratizing Financial Services." Harvard Business School Case 321-068, August 2020. (Revised August 2023.)
- July 2020
- Technical Note
Digital Natives Growing Without a Sales Force
By: Das Narayandas, Michael Norris and Amram Migdal
This brief case describes the rise of so-called digital natives (also called born-in-digital) in the 2000s and 2010s that successfully grew without a sales force. The case highlights the emergence of business-to-business Internet and cloud-based companies and their...
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Keywords:
Government Administration;
Crisis Management;
Health;
Health Pandemics;
Innovation and Invention;
Innovation Leadership;
Innovation Strategy;
Technological Innovation;
Social Issues;
Information Technology;
Mobile and Wireless Technology;
Applications and Software;
Technology Adoption;
Information Technology Industry;
Australia;
North and Central America;
United States;
Illinois;
Chicago;
California;
San Francisco
Narayandas, Das, Michael Norris, and Amram Migdal. "Digital Natives Growing Without a Sales Force." Harvard Business School Technical Note 521-019, July 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...
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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.)
- March 2020
- Case
Hotstar
By: Krishna G. Palepu and Kairavi Dey
Hotstar was an online video streaming platform owned by Star India Private Limited, a wholly owned subsidiary of the Walt Disney Corporation. Since its launch in 2015, the platform had grown to offer over 100,000 hours of TV content, movies in nine Indian languages...
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Keywords:
Corporate Entrepreneurship;
Television Entertainment;
Disruption;
Business Strategy;
Entertainment and Recreation Industry;
Media and Broadcasting Industry;
India;
Mumbai
Palepu, Krishna G., and Kairavi Dey. "Hotstar." Harvard Business School Case 120-015, March 2020.
- March 2020 (Revised April 2020)
- Case
CarTrade
By: Rajiv Lal and Shreya Ramachandran
Vinay Sanghi, the founder and CEO of CarTrade, had been trying different business strategies to keep the company, which he founded in 2010 as an online marketplace for used and new cars, profitable and on track for growth. In a crowded and disorganized dealer...
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Keywords:
Online Marketplace;
Automobiles;
Customer Base;
Internet and the Web;
Growth and Development Strategy;
Business Model;
Financing and Loans;
E-commerce;
Digital Platforms;
Digital Marketing;
Auto Industry;
Retail Industry;
India;
Mumbai
Lal, Rajiv, and Shreya Ramachandran. "CarTrade." Harvard Business School Case 520-088, March 2020. (Revised April 2020.)
- 2019
- Article
Overcoming Cultural Resistance to Open Source Innovation
By: John Winsor, Jin Hyun Paik, Michael Tushman and Karim R. Lakhani
Purpose: This article offers insight on how to effectively help incumbent organizations prepare for global business shifts to open source and digital business models.
Design/methodology/approach: Discussion related to observation, experience and case studies... View Details
Design/methodology/approach: Discussion related to observation, experience and case studies... View Details
Keywords:
Open Source Innovation;
Organizational Culture;
Organizational Change and Adaptation;
Business Model;
Technological Innovation;
Collaborative Innovation and Invention
Winsor, John, Jin Hyun Paik, Michael Tushman, and Karim R. Lakhani. "Overcoming Cultural Resistance to Open Source Innovation." Strategy & Leadership 47, no. 6 (2019): 28–33.
- 2019
- Working Paper
Soul and Machine (Learning)
By: Davide Proserpio, John R. Hauser, Xiao Liu, Tomomichi Amano, Alex Burnap, Tong Guo, Dokyun Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu and Hema Yoganarasimhan
Machine learning is bringing us self-driving cars, improved medical diagnostics, and machine translation, but can it improve marketing decisions? It can. Machine learning models predict extremely well, are scalable to “big data,” and are a natural fit to rich media...
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Proserpio, Davide, John R. Hauser, Xiao Liu, Tomomichi Amano, Alex Burnap, Tong Guo, Dokyun Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu, and Hema Yoganarasimhan. "Soul and Machine (Learning)." Harvard Business School Working Paper, No. 20-036, September 2019.
- August 2019
- Article
When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation
By: Yicheng Song, Nachiketa Sahoo and Elie Ofek
Sometimes we desire change, a break from the same or an opportunity to fulfill different aspects of our needs. Noting that consumers seek variety, several approaches have been developed to diversify items recommended by personalized recommender systems. However,...
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Keywords:
Recommender Systems;
Personalization;
Recommendation Diversity;
Variety Seeking;
Collaborative Filtering;
Consumer Utility Models;
Digital Media;
Clickstream Analysis;
Learning-to-rank;
Consumer Behavior;
Media;
Customization and Personalization;
Strategy;
Mathematical Methods
Song, Yicheng, Nachiketa Sahoo, and Elie Ofek. "When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation." Management Science 65, no. 8 (August 2019): 3737–3757.
- April 2019
- Case
Afterpay U.S.: The Omnichannel Dilemma
By: Antonio Moreno, Donald Ngwe and George Gonzalez
In 2018, Nick Molnar, the founder of the Australia-based online payment service Afterpay began its expansion to the U.S. market. The service had gained a loyal following in Australia by enabling customers to pay for online purchases through four interest-free...
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Keywords:
Omnichannel Retail;
Multi-sided Platforms;
Value Creation;
Business Model Innovation;
Fintech;
Digital Marketing;
Disruptive Innovation;
Business Startups;
Business Growth and Maturation;
Business Model;
Business Organization;
For-Profit Firms;
Change Management;
Customer Value and Value Chain;
Customer Relationship Management;
Customer Satisfaction;
Financing and Loans;
Microfinance;
Global Strategy;
Marketing Channels;
Brands and Branding;
Marketing Strategy;
Market Entry and Exit;
Digital Platforms;
Product Development;
Supply Chain Management;
Business and Stakeholder Relations;
Networks;
Network Effects;
Internet and the Web;
Financial Services Industry;
Retail Industry;
Technology Industry;
United States;
Australia
Moreno, Antonio, Donald Ngwe, and George Gonzalez. "Afterpay U.S.: The Omnichannel Dilemma." Harvard Business School Case 519-086, April 2019.
- Article
Why Am I Seeing This Ad? The Effect of Ad Transparency on Ad Effectiveness
By: Tami Kim, Kate Barasz and Leslie K. John
Given the increasingly specific ways marketers can target ads, many consumers and regulators are demanding ad transparency: disclosure of how consumers’ personal information was used to generate ads. We investigate how and why ad transparency impacts ad effectiveness....
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Keywords:
Digital Marketing;
Customization and Personalization;
Information;
Trust;
Performance Effectiveness
Kim, Tami, Kate Barasz, and Leslie K. John. "Why Am I Seeing This Ad? The Effect of Ad Transparency on Ad Effectiveness." Journal of Consumer Research 45, no. 5 (February 2019): 906–932.
- January 2019 (Revised December 2019)
- Case
CrossBoundary Energy
By: John Macomber
Almost 500 million people are without electricity in sub-Saharan Africa. Governments and public utilities are challenged to bring generation and distribution to most of them. Considerable promise exists in “off-grid” or “mini-grid” technologies, notably using renewable...
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Keywords:
Energy Investing;
Economic Development;
Renewable Energy;
Business Growth and Maturation;
Developing Countries and Economies;
Project Finance;
Emerging Markets;
Industry Structures;
Infrastructure;
Segmentation;
Private Equity;
Decision Choices and Conditions;
Energy Industry;
Utilities Industry;
Africa;
Tanzania;
Ghana
Macomber, John. "CrossBoundary Energy." Harvard Business School Case 219-089, January 2019. (Revised December 2019.)
- 2019
- Working Paper
Judgment Aggregation in Creative Production: Evidence from the Movie Industry
By: Hong Luo, Jeffrey T. Macher and Michael Wahlen
This paper studies a novel, light-touch approach to aggregate judgment from a large number of industry experts on ideas that they encounter in their normal course of business. Our context is the movie industry, in which customer appeal is difficult to predict and...
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Keywords:
Judgment Aggregation;
Creativity;
Film Entertainment;
Judgments;
Motion Pictures and Video Industry
Luo, Hong, Jeffrey T. Macher, and Michael Wahlen. "Judgment Aggregation in Creative Production: Evidence from the Movie Industry." Harvard Business School Working Paper, No. 19-082, January 2019. (Revised September 2019.)
- August 2018 (Revised April 2019)
- Supplement
Chateau Winery (B): Supervised Learning
By: Srikant M. Datar and Caitlin N. Bowler
This case builds directly on “Chateau Winery (A).” In this case, Bill Booth, marketing manager of a regional wine distributor, shifts to supervised learning techniques to try to predict which deals he should offer to customers based on the purchasing behavior of those...
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Datar, Srikant M., and Caitlin N. Bowler. "Chateau Winery (B): Supervised Learning." Harvard Business School Supplement 119-024, August 2018. (Revised April 2019.)
- 2018
- Book
Driving Digital Strategy: A Guide to Reimagining Your Business
By: Sunil Gupta
Disruption and transformation get a lot of hype and for good reason. Digital technologies have disrupted entire industries and incumbents have often struggled in this new world. Typical approaches used by legacy players such as using technology to improve efficiency,...
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Keywords:
Marketing;
Information Technology;
Transformation;
Strategy;
Competitive Advantage;
Value Creation;
Customer Focus and Relationships;
Organizational Structure;
Digital Strategy
Gupta, Sunil. Driving Digital Strategy: A Guide to Reimagining Your Business. Boston: Harvard Business Review Press, 2018.
- June 2018 (Revised August 2019)
- Case
Qualcomm Inc., 2019
By: David B. Yoffie and Andrew S. Choi
This case is set in mid-2019, when Qualcomm was struggling with unwanted take-over battles, fights with Apple and the Chinese government, and internal dissension on the board of directors. Ten years earlier Qualcomm was hailed as a monopoly on CDMA technologies and...
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Keywords:
Technology Cycles;
Strategy;
Competitive Advantage;
Intellectual Property;
Information Technology;
Standards;
Business Model;
Organizational Change and Adaptation;
Telecommunications Industry;
Semiconductor Industry
Yoffie, David B., and Andrew S. Choi. "Qualcomm Inc., 2019." Harvard Business School Case 718-514, June 2018. (Revised August 2019.)
- June 2018
- Case
Meridian Systems
By: Frank V. Cespedes and Michael J. Roberts
The Meridian Systems case focuses on a start-up in the restaurant point of sale (POS) systems market. In early 2018, Meridian is getting ready to roll out a POS system based on a new technology—a tablet-based, Wi-Fi-enabled POS system (the "tablet" system, or...
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Keywords:
Business Startups;
Sales;
Strategy;
Salesforce Management;
Organizational Structure;
Technological Innovation;
Marketing Strategy
Cespedes, Frank V., and Michael J. Roberts. "Meridian Systems." Harvard Business School Brief Case 918-533, June 2018.
- June 2018 (Revised January 2019)
- Case
Membership Rewards® from American Express
By: Shelle Santana, Frances X. Frei and Lauren G. Pickle
Credit and charge card issuer American Express (Amex) had developed a strong reputation among consumers due in part to its Membership Rewards (MR) loyalty program, first established in 1991. Through MR, all Amex cardholders could accumulate and redeem “points” based on...
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Keywords:
Financial Services;
Customer Loyalty;
Credit Cards;
Marketing Strategy;
Product Marketing;
Brands and Branding;
Customer Value and Value Chain;
Value Creation;
Financial Services Industry;
Banking Industry;
North America;
United States
Santana, Shelle, Frances X. Frei, and Lauren G. Pickle. "Membership Rewards® from American Express." Harvard Business School Case 518-079, June 2018. (Revised January 2019.)
- May 2018
- Article
Effects of an Information Sharing System on Employee Creativity, Engagement, and Performance
By: Shelley Xin Li and Tatiana Sandino
Many service organizations rely on information sharing systems to boost employee creativity to meet customer needs. We conducted a field experiment in a retail chain, based on a registered report accepted by Journal of Accounting Research, to test whether an...
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Li, Shelley Xin, and Tatiana Sandino. "Effects of an Information Sharing System on Employee Creativity, Engagement, and Performance." Journal of Accounting Research 56, no. 2 (May 2018): 713–747.