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- 2023
- Working Paper
Using GPT for Market Research
By: James Brand, Ayelet Israeli and Donald Ngwe
Large language models (LLMs) have quickly become popular as labor-augmenting tools for programming, writing, and many other processes that benefit from quick text generation. In this paper we explore the uses and benefits of LLMs for researchers and practitioners who...
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Keywords:
Large Language Model;
Research;
AI and Machine Learning;
Analysis;
Customers;
Consumer Behavior;
Technology Industry;
Information Technology Industry
Brand, James, Ayelet Israeli, and Donald Ngwe. "Using GPT for Market Research." Harvard Business School Working Paper, No. 23-062, April 2023.
- April 3, 2023
- Article
Getting a Clearer View of Your Company’s Carbon Footprint
By: Robert S. Kaplan, Karthik Ramanna and Stefan Reichelstein
E-liability accounting is a new technique that will help customers factor in a product’s environmental footprint into their purchasing decisions and will help create a competition dynamic that leads to reduced carbon outputs. This article describes two pilot studies—by...
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Kaplan, Robert S., Karthik Ramanna, and Stefan Reichelstein. "Getting a Clearer View of Your Company’s Carbon Footprint." Harvard Business Review Digital Articles (April 3, 2023).
- March 2023
- Case
Azenta Life Sciences: The Road to Transformation
By: Gary P. Pisano and Catherine Piner
When the Board brought Steve Schwartz in as President of Brooks Automation in 2010, they gave him a clear mission: strengthen the company’s core semiconductor equipment business and find a new industry to enter. Over the course of the next decade, Schwartz and the...
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Pisano, Gary P., and Catherine Piner. "Azenta Life Sciences: The Road to Transformation." Harvard Business School Case 623-066, March 2023.
- 2023
- Working Paper
Rule by Market: The Chinese State in Factor Markets
By: Meg Rithmire
Political economy on China and beyond generally has been premised on a trade-off between state and market power. In the context of China’s reforms, markets and market mechanisms were hypothesized to replace state power in allocating important economic resources. Yet,...
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Rithmire, Meg. "Rule by Market: The Chinese State in Factor Markets." Harvard Business School Working Paper, No. 23-040, March 2023.
- March–April 2023
- Article
Market Segmentation Trees
By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis
Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market...
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Keywords:
Decision Trees;
Computational Advertising;
Market Segmentation;
Analytics and Data Science;
E-commerce;
Consumer Behavior;
Marketplace Matching;
Marketing Channels;
Digital Marketing
Aouad, Ali, Adam Elmachtoub, Kris J. Ferreira, and Ryan McNellis. "Market Segmentation Trees." Manufacturing & Service Operations Management 25, no. 2 (March–April 2023): 648–667.
- February 2023
- Case
Roblox: Virtual Commerce in the Metaverse
By: Ayelet Israeli and Nicole Tempest Keller
In 2022, Roblox had 58.8 million daily active users, including over half of all children and teens under the age of 16 in the United States. Roblox, a free-to-use “co-experience platform”, allowed users to come together in immersive 3D experiences to socialize, work,...
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Keywords:
Entertainment;
Games, Gaming, and Gambling;
Market Design;
Marketing;
Brands and Branding;
Marketing Channels;
Marketing Strategy;
Business Strategy;
Economics;
Economy;
Economic Systems;
Advertising;
Advertising Campaigns;
Digital Platforms;
Markets;
Price;
Innovation and Management;
Entertainment and Recreation Industry;
Video Game Industry;
Technology Industry;
United States;
California;
North America;
South America;
Asia;
Europe
Israeli, Ayelet, and Nicole Tempest Keller. "Roblox: Virtual Commerce in the Metaverse." Harvard Business School Case 523-028, February 2023.
- February 2023
- Case
Nexus Market (A): Ukraine War Ripples into Silicon Valley
By: Tsedal Neeley and Jeff Huizinga
A Silicon Valley start-up executive must navigate tensions between its Ukrainian and Russian sub-contractors as war between the two countries rages. After war erupts between Ukraine and Russia, a team of subcontracted Ukrainian software developers threatens to cut ties...
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Keywords:
International Relations;
Problems and Challenges;
Conflict and Resolution;
Technology Industry;
United States
Neeley, Tsedal, and Jeff Huizinga. "Nexus Market (A): Ukraine War Ripples into Silicon Valley." Harvard Business School Case 423-024, February 2023.
- January 2023
- Case
Proday: Calling the Right Play
By: Lindsay N. Hyde, Thomas R. Eisenmann and Tom Quinn
Sarah Kunst knew the elements of a successful startup from her tenure at venture capital firms. In April 2018, however, her own app – Proday, a home fitness platform featuring exercises filmed by professional sports stars – was floundering. Kunst theorized that...
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Keywords:
Social Media;
Entrepreneurship;
Advertising;
Digital Marketing;
Product Launch;
Social Marketing;
Failure;
Sports;
Applications and Software;
Business Startups;
Technology Industry;
United States
Hyde, Lindsay N., Thomas R. Eisenmann, and Tom Quinn. "Proday: Calling the Right Play." Harvard Business School Case 823-005, January 2023.
- Working Paper
Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry
By: Dominika Kinga Randle and Gary P. Pisano
An enduring trait of modern corporations is their propensity to diversify into multiple lines of business. Penrosian theories conceptualize diversification as a strategy to exploit a firm’s fungible, yet “untradeable,” resources and point to redeployment of...
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Keywords:
Growth and Development Strategy;
Technology Adoption;
Diversification;
Market Entry and Exit;
Transformation
Randle, Dominika Kinga, and Gary P. Pisano. "Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry." Harvard Business School Working Paper, No. 23-032, December 2022.
- December 2022 (Revised February 2023)
- Case
Daniel Defense: Responding to the Shooting at the Robb Elementary School in Uvalde, TX
By: Benjamin C. Esty and Daniel Fisher
At 11:33am on May 24, 2022, an 18-year-old man from Uvalde, Texas walked into the Robb Elementary School carrying a semi-automatic "AR-15-style” rifle manufactured by Daniel Defense and killed 19 children and two adults. Three days later, Representative Carolyn Maloney...
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Keywords:
Gun Violence;
Gun Policy;
Second Amendment;
Legal Liability;
Government Legislation;
Marketing Strategy;
Business or Company Management;
Product Marketing;
Ethics;
Corporate Accountability;
Corporate Social Responsibility and Impact;
Moral Sensibility;
Crime and Corruption;
Governing Rules, Regulations, and Reforms;
Manufacturing Industry;
Advertising Industry;
United States
Esty, Benjamin C., and Daniel Fisher. "Daniel Defense: Responding to the Shooting at the Robb Elementary School in Uvalde, TX." Harvard Business School Case 323-058, December 2022. (Revised February 2023.)
- 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;
Food and Beverage 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.)
- 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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Keywords:
Mental Health;
Subscriber Models;
TAM;
Monetization Strategy;
Marketing Strategy;
Product Marketing;
AI and Machine Learning;
Applications and Software;
Product Positioning;
Health Disorders;
Technology Industry
De Freitas, Julian, and Nicole Tempest Keller. "Replika AI: Monetizing a Chatbot." Harvard Business School Case 523-016, November 2022. (Revised December 2022.)
- 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
- Case
Arcos Dorados’ Quest for the Digitalization of Last-Mile Delivery in Colombia
By: Jorge Tamayo, Jenyfeer Martinez Buitrago and Mariana Cal
In 2018, Francisco Staton, Managing Director of Arcos Dorados in Colombia had to decide on the company’s strategy to expand its food ordering and delivery business in the country. Arcos Dorados stood as McDonald’s largest independent franchisee, and Colombia was one of...
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Keywords:
Digital Transformation;
Delivery;
McDonald's;
Latin America;
Quick Serve Restaurants;
QSR;
Transformation;
Decision Making;
Decision Choices and Conditions;
Global Strategy;
Technological Innovation;
Growth and Development Strategy;
Agreements and Arrangements;
Negotiation Tactics;
Logistics;
Service Delivery;
Organizational Culture;
Performance Improvement;
Partners and Partnerships;
Strategy;
Food and Beverage Industry;
Latin America;
South America;
Colombia
Tamayo, Jorge, Jenyfeer Martinez Buitrago, and Mariana Cal. "Arcos Dorados’ Quest for the Digitalization of Last-Mile Delivery in Colombia." Harvard Business School Case 723-395, November 2022.
- 2023
- Working Paper
Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals
By: Ta-Wei Huang and Eva Ascarza
Firms are increasingly interested in developing targeted interventions for customers with the best response,
which requires identifying differences in customer sensitivity, typically through the conditional average treatment
effect (CATE) estimation. In theory, to...
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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. "Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals." Harvard Business School Working Paper, No. 23-023, October 2022. (Revised April 2023.)
- October 2022
- Case
Single.Earth
By: Rembrand Koning and Emer Moloney
Estonian greentech company Single.Earth is launching a nature-backed token that is linked to and funds the protection of a specific plot fo land. The first landowners had been onboarded to the company's Digital Twin, a virtual representation of the planet's natural...
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Keywords:
Alternative Assets;
Business Startups;
Entrepreneurship;
Climate Change;
Environmental Sustainability;
Green Technology;
Natural Resources;
Pollution;
Analytics and Data Science;
Marketing;
Product Marketing;
Product Launch;
Product Positioning;
Markets;
Market Timing;
Strategy;
Green Technology Industry;
Estonia
- 13 Oct 2022
- Other Presentation
4 Business Ideas That Changed the World: Disruptive Innovation
By: Amy Bernstein, Rita McGrath, Felix Oberholzer-Gee and Derek van Bever
A roundtable conversation takes stock of Clayton Christensen’s influential theory. This first in a series of roundtable conversations assessing the origins and impact of four breakthrough ideas.
In the 1980s, Clayton Christensen cofounded a startup that... View Details
In the 1980s, Clayton Christensen cofounded a startup that... View Details
Keywords:
Disruptive Innovation
"4 Business Ideas That Changed the World: Disruptive Innovation." HBR IdeaCast (podcast), Harvard Business Review Group, October 13, 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
- October 2022 (Revised December 2022)
- Case
Aphro Beverages
By: Frank V. Cespedes and Amram Migdal
This case focuses on distribution, sales, and product decisions as Aphro Beverages reaches an inflection point in its growth trajectory. In 2020, Aphro Beverages, based in Accra, Ghana, successfully launched its brand and brought two new alcoholic spirits products to...
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Keywords:
Agribusiness;
Plant-Based Agribusiness;
Business Ventures;
Business Growth and Maturation;
Entrepreneurship;
Food;
Geography;
Geographic Scope;
Management;
Growth and Development Strategy;
Growth Management;
Resource Allocation;
Marketing;
Brands and Branding;
Digital Marketing;
Product Marketing;
Product Launch;
Product Positioning;
Social Marketing;
Operations;
Distribution;
Distribution Channels;
Product;
Product Design;
Product Development;
Supply Chain;
Sales;
Salesforce Management;
Food and Beverage Industry;
Africa;
Ghana
Cespedes, Frank V., and Amram Migdal. "Aphro Beverages." Harvard Business School Case 823-044, October 2022. (Revised December 2022.)
- October 2022
- Article
A Structural Model of Organizational Buying for Business-to-Business Markets: Innovation Adoption with Share-of-Wallet Contracts
By: Navid Mojir and K. Sudhir
The paper develops the first structural model of organizational buying to study innovation diffusion in a B2B market. Our model is particularly applicable for routinized exchange relationships, whereby centralized buyers periodically evaluate and choose contracts,...
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Keywords:
Organizational Buying Behavior;
Healthcare Marketing;
B2B Markets;
B2B Innovation;
New Product Diffusion;
New Product Adoption;
Organizations;
Acquisition;
Behavior;
Health Care and Treatment;
Marketing;
Innovation and Invention
Mojir, Navid, and K. Sudhir. "A Structural Model of Organizational Buying for Business-to-Business Markets: Innovation Adoption with Share-of-Wallet Contracts." Journal of Marketing Research (JMR) 59, no. 5 (October 2022): 883–907.