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July–August 2024
Article

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... View Details

Keywords: Long-run Targeting; Heterogeneous Treatment Effect; Statistical Surrogacy; Customer Churn; Field Experiments; Consumer Behavior; Customer Focus and Relationships; AI and Machine Learning; Marketing Strategy

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June 2024
Case

Growing Foodology into Latin America's Largest Platform for Virtual Restaurants

By: Jorge Tamayo, Rembrand Koning and Jenyfeer Martinez Buitrago

This case delves into the expansion strategy of Foodology, a cloud kitchen startup based in Bogotá that operated across four Latin American countries (Colombia, Brazil, Mexico, and Peru). Co-founders Daniela Izquierdo and Juan Guillermo Azuero (both HBS, 2019) grappled... View Details

Keywords: Entrepreneurship; Food; Digital Platforms; Product Launch; Growth and Development Strategy; Business Strategy; Business Model; Business Startups; Profit; Marketing Strategy; Expansion; Diversification; Food and Beverage Industry; Latin America; South America; Colombia; Brazil; Mexico; Peru

June 2024
Module Note

Value Creation Potential of New Business Models

By: David J. Collis

A business model is composed of three elements. These describe a generic way of creating value and identify the maximum potential value of that model for customers. The elements of a business model are the “job to be done” for the customer, the asset configuration, or... View Details

Keywords: Business Model; Corporate Strategy; Mission and Purpose; Competitive Strategy; Value Creation

June 2024
Teaching Note

Numenta in 2020: The Future of AI

By: David B. Yoffie

In 2020, Numenta’s co-founder, Jeff Hawkins, completed his pathbreaking research on artificial intelligence. His co-founder and CEO, Donna Dubinsky, had to find a business model to monetize the technology. This teaching note explores the challenges of building a... View Details

Keywords: Artificial Intelligence; Monetization; Strategy; Intellectual Property; AI and Machine Learning; Business Model; Entrepreneurship; Technology Industry

June 2024
Case

Arete Research on Unity Software

By: Joseph Pacelli and Tonia Labruyere

Richard Kramer had founded Arete Research, an independent financial research provider, in 2000 after a successful career as a sell-side analyst at Goldman Sachs. He reflects on his team's coverage of Unity Software, a U.S.-based mobile games software company, that... View Details

Keywords: Analysis; Initial Public Offering; Analytics and Data Science; Applications and Software; Mobile and Wireless Technology; Valuation; Value Creation; Mergers and Acquisitions; Business Model; Reports; Financial Services Industry; Video Game Industry; United Kingdom; United States

June 2024
Teaching Note

Beamery: Using Skills and AI to Modernize HR

By: Boris Groysberg, David Lane, Susan Pinckney and Alexis Lefort

Teaching Note for HBS Case No. 424-004. Unicorn human relationships startup Beamery evaluates it growth versus depth strategy as its strategic partners and customers could become future competitors in a quickly changing AI based human resources and talent management... View Details

June 2024
Supplement

Heritage Holding (A)

By: Richard S. Ruback and Royce Yudkoff

Pre-Abstract: Instructors should consider the timing of making videos available to students, as they may reveal key case details.

Abstract: The summer of 2022 marked a crucial period for Heritage Holding co-founders, Alex de Pfyffer and Ross Porter. The... View Details

Keywords: Acquisition; Small Business; Cost vs Benefits; Decisions; Business Education; Leadership Style; Leading Change; Business or Company Management; Problems and Challenges; Private Equity; Corporate Strategy; Business Model; North America

June 2024
Supplement

Heritage Holding (B)

By: Richard S. Ruback and Royce Yudkoff

Pre-Abstract: Instructors should consider the timing of making videos available to students, as they may reveal key case details.

Abstract: The summer of 2022 marked a crucial period for Heritage Holding co-founders, Alex de Pfyffer and Ross Porter. The... View Details

Keywords: Acquisition; Small Business; Cost vs Benefits; Decisions; Business Education; Leadership Style; Leading Change; Business or Company Management; Problems and Challenges; Private Equity; Corporate Strategy; Business Model; North America

June 2024 (Revised August 2024)
Case

Revlon India's Turnaround: Navigating Online-Offline Decisions Using a Balanced Scorecard

By: Tatiana Sandino and Samuel Grad

Revlon India was founded as a joint venture in 1995, pairing the industrial conglomerate UMG with the global beauty brand Revlon, Inc. to bring international color cosmetics to India. After growing rapidly and pioneering the Beauty Advisor (BA) model in India, the... View Details

June 2024
Teaching Note

Major League Baseball: Changing the Rules of America's Pastime

By: Stephen A. Greyser, Mac Levin and Brent Schwarz

Teaching Note for HBS Case No. 924-307. The Teaching Note offers suggestions for using the case as a “product innovation” for different levels of students and their knowledge of baseball. Discussion plan questions for instructors are provided in the context of MLB’s... View Details

Keywords: Business Model; Business and Stakeholder Relations; Media; Product; Sports Industry

June 2024
Case

Building Innovation at VINCI

By: Dennis Campbell, Aluna Wang and Carlota Moniz

This case study explores how the VINCI Group, a French multinational operating in concessions, energy, and construction, bolstered awareness and adoption rates of new technologies within the organization. Through its separate innovation hub, Leonard, VINCI aimed to... View Details

June 2024 (Revised August 2024)
Technical Note

Web3 Business Model Design for Entrepreneurs

By: Shikhar Ghosh and Liang Wu

Keywords: Web3; Internet and the Web

May 2024 (Revised February 2025)
Case

Choosing the Course of Passion: Brooke Boyarsky Pratt at knownwell

By: Jon M. Jachimowicz and Alexis Lefort

Brooke Boyarsky Pratt (HBS ’13) enjoyed considerable success in her early career, quickly climbing the ranks to associate partner at McKinsey, and later becoming an executive vice president at Berkadia, a Berkshire Hathaway portfolio company. Throughout these years,... View Details

Keywords: Passion; Career; Career Planning; Purpose; Personal Development and Career; Mission and Purpose; Identity; Business Startups; Health Care and Treatment; Health Disorders; Growth and Development Strategy; Market Entry and Exit; Health Industry; United States

May 2024
Case

Net Protections (A)

By: Ramon Casadesus-Masanell, Nobuo Sato and Akiko Kanno

In Case A, set in early 2017, Net Protections (NP) is the largest Buy Now, Pay Later (BNPL) fintech service in Japan and is experiencing a slowdown in growth of its core product, NP Atobarai. Launched in 2002 as non-membership service, the NP Atobarai product has given... View Details

Keywords: Product Positioning; Demand and Consumers; E-commerce; Customers; Business Model; Financial Services Industry; Japan

May 2024 (Revised May 2025)
Case

Hakluyt: From Corporate Intelligence to Trusted Advisors

By: Joseph B. Fuller and Lena Duchene

Established in 1995 by a group of ex-British intelligence officers, Hakluyt & Company (Hakluyt) was a corporate advisory firm that generated insights by leveraging a unique blend of internal expertise and a global network of well-connected individuals. Since 2019, the... View Details

May 2024
Supplement

HubSpot and Motion AI (B): Generative AI Opportunities

The technologies driving artificial intelligence (AI) had progressed significantly since HubSpot’s acquisition of Motion AI in 2017. Generative AI was the newest major development. Software-as-a-service (SaaS) companies such as HubSpot were analyzing how generative AI... View Details

Keywords: Artificial Intelligence; CRM; Chatbots; Sales Management; Generative Ai; SaaS; Marketing; Sales; AI and Machine Learning; Customer Relationship Management; Applications and Software; Technological Innovation; Competitive Advantage; Technology Industry; United States

May 2024
Teaching Note

AI21 Labs in 2023: Strategy for Generative AI

By: David Yoffie

Teaching Note for HBS Case 724-383. The case has 3 important teaching purposes: First, what are the advantages and disadvantages of imitation? (e.g., Should AI21 imitate OpenAI with a chatbot?) Second, what are the advantages and disadvantages of keeping new technology... View Details

Keywords: AI; Generative Ai; Generative Models; AI and Machine Learning; Innovation Strategy; Growth and Development Strategy; Business Model; Business Startups; Open Source Distribution; Competitive Advantage; Technology Industry; Israel

April 2024 (Revised December 2024)
Case

Anthropic: Building Safe AI

By: Shikhar Ghosh and Shweta Bagai

In late 2024, Anthropic, a leading AI safety and research company, achieved a significant breakthrough with computer use capabilities that allowed AI to interact with computers like humans. Co-founded by former OpenAI employees and known for its generative AI... View Details

Keywords: AI and Machine Learning; Corporate Accountability; Corporate Social Responsibility and Impact; Business Growth and Maturation; Corporate Strategy; Technology Industry; United States

April 2024
Teaching Plan

Seeds of Innovation: GALY's Quest to Cultivate the Future of Agriculture in the Lab

By: George Serafeim, Michael Norris and ZeSean Ali

This Teaching Plan for the case “Seeds of Innovation: GALY’s Quest to Cultivate the Future of Agriculture in the Lab,” HBS No. 124-017, and its related products, serves to help faculty deepen students’ comprehension of business issues and energize classroom discussion.... View Details

Keywords: Plant-Based Agribusiness; Business Model; Growth and Development Strategy; Agriculture and Agribusiness Industry

April 2024
Case

Qualcomm, Inc. in 2024

By: David B. Yoffie and Sarah von Bargen

Qualcomm was facing a new era in 2024. After a judge’s adverse anti-trust decision almost destroyed Qualcomm’s business model, the company was victorious on appeal. The new CEO was optimistic about new growth opportunities in technologies such as 5G, AI, and augmented... View Details

Keywords: Business Model; Lawsuits and Litigation; Growth and Development Strategy; Organizational Change and Adaptation; Valuation; Business Strategy; Technology Industry; United States; China

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