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- January 2023
- Case
OhmConnect: Energizing the Future
By: Jeffrey F. Rayport, Jennifer Fonstad and Nicole Tempest Keller
Founded in 2013, OhmConnect was a free consumer web app that alerted customers about peak hours of electricity demand, and paid them to lower their energy use at home during these periods. The company sold the aggregated reductions generated by thousands of households...
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- January 2023
- Supplement
Apple: Privacy vs. Safety (B)
By: Henry McGee, Nien-hê Hsieh and Christian Godwin
In 2020, as the COVID-19 pandemic swept across the globe, Apple and Google partnered to develop a contact tracing application that would collect information about users infected with the disease and notify those who they had been in contact with. While Apple/Google’s...
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Keywords:
Iphone;
Encryption;
Data Privacy;
Customers;
Customer Focus and Relationships;
Decision Making;
Ethics;
Values and Beliefs;
Globalized Firms and Management;
Government and Politics;
Health;
Health Pandemics;
Leadership;
Markets;
Safety;
Social Issues;
Information Technology;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
United States;
Europe
McGee, Henry, Nien-hê Hsieh, and Christian Godwin. "Apple: Privacy vs. Safety (B)." Harvard Business School Supplement 323-066, January 2023.
- December 2022
- Case
Taylor Farms: Adding Value to Fresh Produce
By: Forest L. Reinhardt, Jose B. Alvarez, Jenyfeer Martinez Buitrago and Pedro Levindo
In October 2022, Bruce Taylor (HBS MBA, 1981), Chairman and CEO of Taylor Farms, the leading producer of salads and healthy fresh foods in the United States, wondered whether this was the right time for Taylor Farms to venture into the Controlled Environment...
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- December 2022
- Case
Mission Produce in 2022
By: Forest Reinhardt, Jose B. Alvarez and Natalie Kindred
Founded by CEO Steve Barnard in 1983, California-based Mission Produce was a leading supplier of Hass avocados with a global sourcing, marketing, and distribution network and $892 million in 2021 sales. Barnard had been influential in the global avocado trade’s...
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Keywords:
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
United States;
California;
Peru;
Guatemala;
Colombia;
Mexico;
Chile
Reinhardt, Forest, Jose B. Alvarez, and Natalie Kindred. "Mission Produce in 2022." Harvard Business School Case 723-026, December 2022.
- December 2022
- Technical Note
Risks and Opportunities from the Transition to a Low Carbon Economy: A Business Analysis Framework
By: George Serafeim
The transition to a low carbon economy introduces many risks and opportunities for businesses. Risks emerge from regulatory actions, such as carbon taxes and cap and trade systems, technological innovation that develop alternatives for customers making existing...
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Keywords:
Risk Assessment;
Opportunities;
Environmental Sustainability;
Carbon Footprint;
Risk Management;
Competitive Dynamics;
Business Analysis;
Climate Change;
Accounting;
Finance;
Valuation;
Business and Shareholder Relations;
Technological Innovation;
Transition;
Product Positioning;
Renewable Energy;
Analysis
Serafeim, George. "Risks and Opportunities from the Transition to a Low Carbon Economy: A Business Analysis Framework." Harvard Business School Technical Note 123-014, December 2022.
- 2022
- Working Paper
Pay-As-You-Go Insurance: Experimental Evidence on Consumer Demand and Behavior
By: Ray Kluender
Pay-as-you-go contracts reduce minimum purchase requirements which may increase market participation. We randomize the introduction and price(s) of a novel pay-as-you-go contract to the California auto insurance market where 17 percent of drivers are uninsured. The...
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Kluender, Ray. "Pay-As-You-Go Insurance: Experimental Evidence on Consumer Demand and Behavior." Harvard Business School Working Paper, No. 23-030, December 2022.
- December 2022 (Revised January 2023)
- Case
Cann: High Hopes for Cannabis Infused Beverages
By: Ayelet Israeli and Anne V. Wilson
Founded in 2018 by Jake Bullock and Luke Anderson, Cann sold “social tonics,” or cannabis-infused beverages. By 2022, the company had several notable celebrity investors and talent partners, had sold over 10 million beverages to consumers, was distributing in six...
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Keywords:
Stigma;
Product Innovation;
Product Introduction;
Product Differentiation;
New Products;
New Product Marketing;
New Product Management;
Brand Management;
Branding;
Packaging;
Positioning;
Growth Strategy And Execution;
Growth;
Cannabis Industry;
Purpose;
Purpose Brands;
LGBTQ;
Direct-to-consumer;
DTC;
Regulations;
Channels Of Distribution;
Product Development;
Product Marketing;
Product Positioning;
Product;
Innovation and Invention;
Brands and Branding;
Marketing;
Marketing Communications;
Marketing Channels;
Advertising;
Advertising Campaigns;
Digital Marketing;
Market Entry and Exit;
Governing Rules, Regulations, and Reforms;
Consumer Products Industry;
Consumer Products Industry;
United States;
Canada;
North America
Israeli, Ayelet, and Anne V. Wilson. "Cann: High Hopes for Cannabis Infused Beverages." Harvard Business School Case 523-074, December 2022. (Revised January 2023.)
- December 2022
- Article
When and How Should Firms Differentiate? Quality and Advertising Decisions in a Duopoly
By: Dominique Olié Lauga, Elie Ofek and Zsolt Katona
A prominent hallmark of competitive interaction is the desire to differentiate from rivals. In this article, the authors examine under what conditions firms will differentiate through product quality versus advertising intensity. Firms select quality in a first stage,...
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Lauga, Dominique Olié, Elie Ofek, and Zsolt Katona. "When and How Should Firms Differentiate? Quality and Advertising Decisions in a Duopoly." Journal of Marketing Research (JMR) 59, no. 2 (December 2022): 1252–1265.
- November–December 2022
- Article
Your Company Needs a Space Strategy. Now.
By: Matthew Weinzierl, Prithwiraj (Raj) Choudhury, Tarun Khanna, Alan MacCormack and Brendan Rosseau
Space is becoming a potential source of value for businesses across a range of sectors, including agriculture, pharmaceuticals, consumer goods, and tourism. To understand what the opportunities are for your company, the authors advise you to consider the four ways in...
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Keywords:
Space Strategy;
Emerging Markets;
Natural Resources;
Analytics and Data Science;
Organizational Change and Adaptation;
Adaptation;
Competition;
Aerospace Industry
Weinzierl, Matthew, Prithwiraj (Raj) Choudhury, Tarun Khanna, Alan MacCormack, and Brendan Rosseau. "Your Company Needs a Space Strategy. Now." Harvard Business Review (November–December 2022): 80–91.
- November 2022 (Revised December 2022)
- Case
Replika AI: Monetizing a Chatbot
By: Julian De Freitas and Nicole Tempest Keller
In early 2018, Eugenia Kuyda, co-founder and CEO of San Francisco-based chatbot Replika AI, was deciding how to monetize the app she had built. Launched in 2017, Replika was a consumer AI “companion app” developed by a team of AI software engineers originally based in...
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- November 2022
- Case
HTC and Virtual Reality (B)
By: Andy Wu and Matt Higgins
In 2022, Cher Wang, CEO and Chairwoman of HTC, was focused on the company's pivot to virtual reality and the metaverse. Growing competition in consumer virtual reality from Meta, Sony, and Chinese headset manufacturers had altered the competitive landscape since 2017....
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Keywords:
VR;
Virtual Reality;
Strategy;
Metaverse;
Market Entry and Exit;
Competition;
Technology Industry;
Taiwan;
China;
United States
- November 2022
- Teaching Note
Proximie: Using XR Technology to Create Borderless Operating Rooms
By: Ariel D. Stern, Alpana Thapar and Menna Hassan
Founded by Nadine Hachach-Haram in 2016, Proximie was a digital medicine platform that used mixed reality and a host of digital audio and visual tools to enable clinicians, proctors, and medical device company personnel to be virtually present in operating rooms (ORs),...
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- November 2022
- Background Note
The Future of E-Commerce: Lessons from the Livestream Wars in China
By: Ayelet Israeli, Jeremy Yang and Billy Chan
This note explores the emerging multi-billion dollar commerce trend of livestream commerce. Livestream commerce is the sale of goods or services directly to consumers via live shows on digital platforms (such as social media or e-commerce platforms). It is a form of...
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Keywords:
Retail;
Retailing;
E-commerce;
E-Commerce Strategy;
Ecommerce;
Channels Of Distribution;
Marketing Communication;
Livestream Commerce;
Marketing;
Marketing Channels;
Marketing Strategy;
Advertising;
Brands and Branding;
Media;
Consumer Behavior;
Social Media;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
China;
United States;
United Kingdom
Israeli, Ayelet, Jeremy Yang, and Billy Chan. "The Future of E-Commerce: Lessons from the Livestream Wars in China." Harvard Business School Background Note 523-055, November 2022.
- November 2022 (Revised November 2022)
- Case
The Globalization of Manchester City Football Group
By: Maria P. Roche, Tiona Zuzul, Exequiel Hernandez and Amy Klopfenstein
This case describes the efforts of City Football Group (CFG) to purchase Esporte Clube Bahia (Bahia), a Brazilian professional soccer club. CFG’s strategy was to acquire under-performing clubs worldwide, invest money in high-profile players, and improve the teams’...
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Keywords:
Business Ventures;
Acquisition;
Business Conglomerates;
Geography;
Geographic Location;
Geographic Scope;
Globalization;
Global Strategy;
Globalized Markets and Industries;
Markets;
Demand and Consumers;
Marketing;
Brands and Branding;
Organizations;
Organizational Change and Adaptation;
Sports;
Strategy;
Competition;
Competitive Advantage;
Diversification;
Expansion;
Sports Industry;
Europe;
United Kingdom;
England;
South America;
Brazil
- 2022
- Article
A Human-Centric Take on Model Monitoring
By: Murtuza Shergadwala, Himabindu Lakkaraju and Krishnaram Kenthapadi
Predictive models are increasingly used to make various consequential decisions in high-stakes domains such as healthcare, finance, and policy. It becomes critical to ensure that these models make accurate predictions, are robust to shifts in the data, do not rely on...
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Shergadwala, Murtuza, Himabindu Lakkaraju, and Krishnaram Kenthapadi. "A Human-Centric Take on Model Monitoring." Proceedings of the AAAI Conference on Human Computation and Crowdsourcing (HCOMP) 10 (2022): 173–183.
- October 2022
- Supplement
The SAH Group: The Time is Right, Instructor Spreadsheet
By: Juan Alcacer and Alpana Thapar
In January 2021, Jalila Mezni, CEO of the SAH Group, was preparing to present the company’s future growth plans to its board of directors. The Tunisian company was a leading producer and distributor of personal care and packaged hygiene products. In 2019, it expanded...
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Keywords:
Growth Strategy;
Entrepreneurship;
Investment Decisions;
Growth Management;
Vertical Integration;
Distribution;
Competition;
Strategy;
Supply Chain;
Presentations;
Product Positioning;
Market Entry and Exit;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Tunisia
- October 2022
- Supplement
The SAH Group: The Time is Right, Spreadsheet Supplement
By: Juan Alcacer and Alpana Thapar
In January 2021, Jalila Mezni, CEO of the SAH Group, was preparing to present the company’s future growth plans to its board of directors. The Tunisian company was a leading producer and distributor of personal care and packaged hygiene products. In 2019, it expanded...
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Keywords:
Growth Strategy;
Entrepreneurship;
Investment Decisions;
Growth Management;
Vertical Integration;
Distribution;
Competition;
Strategy;
Supply Chain;
Presentations;
Market Entry and Exit;
Product Positioning;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Tunisia
- 2022
- Working Paper
When Less Is More: Using Short-term Signals to Overcome Systematic Bias in Long-run Targeting
By: Ta-Wei Huang and Eva Ascarza
Firms are increasingly interested in developing targeted interventions for customers with the best response. Doing so requires firms to identify differences in customer sensitivity, which they often obtain using uplift modeling (i.e., heterogeneous treatment effect...
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Keywords:
Long-run Targeting;
Heterogeneous Treatment Effect;
Statistical Surrogacy;
Customer Churn;
Field Experiments;
Consumer Behavior;
Customer Focus and Relationships;
AI and Machine Learning;
Marketing
Huang, Ta-Wei, and Eva Ascarza. "When Less Is More: Using Short-term Signals to Overcome Systematic Bias in Long-run Targeting." Harvard Business School Working Paper, No. 23-023, October 2022.
- October 2022
- Exercise
Shanty Real Estate: Confidential Information for Homebuyer 1
By: Michael Luca, Jesse M. Shapiro and Nathan Sun
Shanty is a simulation in which students inhabit the role of either a traditional home buyer or an iBuyer, both bidding on the same condo. The traditional home buyer has access to a “comp sheet” of similar properties that have recently sold, and has done a walkthrough....
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Keywords:
Data-driven Decision-making;
Decisions;
Negotiation;
Bids and Bidding;
Valuation;
Consumer Behavior;
Real Estate Industry
Luca, Michael, Jesse M. Shapiro, and Nathan Sun. "Shanty Real Estate: Confidential Information for Homebuyer 1." Harvard Business School Exercise 923-016, October 2022.
- October 2022
- Case
Masdar City: Aiming for Sustainable and Profitable Real Estate
By: Boris Vallee and Fares Khrais
Masdar City broke ground in 2008 and was conceived by the Abu Dhabi government to be an international beacon of innovation in sustainable energy and real estate. It was also to be a profitable investment for the government. At first glance, the two goals pulled in...
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Keywords:
Analysis;
Green Building;
Business Growth And Maturation;
Decisions;
Public Sector;
Financial Crisis;
Construction;
Climate Change;
Green Technology;
Borrowing And Debt;
Corporate Finance;
Capital;
Capital Budgeting;
Capital Structure;
Cost Of Capital;
Equity;
REIT;
Financial Management;
Financial Strategy;
Initial Public Offering;
Innovation;
Growth And Development Strategy;
Emerging Markets;
Urban Development;
Middle East;
United Arab Emirates;
Sustainable Cities;
Green Buildings;
Business and Government Relations;
Decision Choices and Conditions;
Financing and Loans;
Real Estate Industry;
Construction Industry;
Energy Industry;
Green Technology Industry;
Abu Dhabi