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October 2024 (Revised November 2024)
Case

SWEN Blue Ocean: Impact Investing Goes to Sea

By: Vikram S Gandhi and David Allen

In August 2023, SWEN Blue Ocean, a €170 million impact fund that invested in startups contributing to ocean sustainability, faced a critical investment decision. Part of SWEN Capital Partners, an €8 billion, Paris-based private equity fund, Blue Ocean was co-founded in... View Details

Keywords: Communication Technology; Environmental Sustainability; Green Technology; Venture Capital; Private Equity; Investment Funds; Science-Based Business; Technological Innovation; Financial Services Industry; France; Paris; Italy

October 2024
Case

EU's Digital Services Act and Digital Markets Act

By: David B. Yoffie and Sarah von Bargen

Since the early 2020s, the EU began passing regulations on digital platforms and their marketplaces. One of the first was the Digital Services Act package, consisting of the Digital Services Act (DSA) and the Digital Markets Act (DMA). These regulations were focused on... View Details

2024
Working Paper

Lessons from an App Update at Replika AI: Identity Discontinuity in Human-AI Relationships

By: Julian De Freitas, Noah Castelo, Ahmet Uğuralp and Zeliha Uğuralp

Can consumers form deep emotional bonds with AI and be vested in AI identities over time? We leverage a natural app-update event at Replika AI, a popular US-based AI companion, to shed light on these questions. We find that customers feel closer to their AI companion... View Details

Keywords: AI and Machine Learning; Welfare; Loss; Well-being; Identity; Perception; Relationships

2024
Other Unpublished Work

A Proposal for the IMF: A New Instrument of International Liquidity Provision for Emerging Markets and Developing Economies

By: Laura Alfaro, Guillermo Calvo, José de Gregorio, Augusto de la Torre, Pablo Guidotti, Enrique Mendoza, Ernesto Talvi, Liliana Rojas-Suarez and Andrés Velasco

This paper addresses a critical flaw in the international financial system: the failure to address the inherent asymmetry between countries that issue reserve currencies and those that do not, leaving the latter vulnerable during systemic liquidity crises. We propose... View Details

Keywords: Macroeconomics; Emerging Markets; Financial Markets; International Finance; Developing Countries and Economies; Latin America

October 2024
Article

Canary Categories

By: Eric Anderson, Chaoqun Chen, Ayelet Israeli and Duncan Simester

Past customer spending in a category is generally a positive signal of future customer spending. We show that there exist “canary categories” for which the reverse is true. Purchases in these categories are a signal that customers are less likely to return to that... View Details

Keywords: Churn; Churn Management; Churn/retention; Assortment Planning; Retail; Retailing; Retailing Industry; Preference Heterogeneity; Assortment Optimization; Customers; Retention; Consumer Behavior; Forecasting and Prediction; Retail Industry

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October 2024
Article

Sampling Bias in Entrepreneurial Experiments

By: Ruiqing Cao, Rembrand Koning and Ramana Nanda

Using data from a prominent online platform for launching new digital products, we document that ‘sampling bias’—defined as the difference between a startup’s target customer base and the actual sample on which early ‘beta tests’ are conducted—has a systematic and... View Details

Keywords: Target Market; Sampling Biases; Beta Testing; Product Launch; Entrepreneurship; Gender

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September–October 2024
Article

The Crowdless Future? Generative AI and Creative Problem-Solving

By: Léonard Boussioux, Jacqueline N. Lane, Miaomiao Zhang, Vladimir Jacimovic and Karim R. Lakhani

The rapid advances in generative artificial intelligence (AI) open up attractive opportunities for creative problem-solving through human-guided AI partnerships. To explore this potential, we initiated a crowdsourcing challenge focused on sustainable, circular economy... View Details

Keywords: Large Language Models; Generative Ai; Crowdsourcing; AI and Machine Learning; Creativity; Technological Innovation

September 24, 2024
Article

4 Steps That Can Optimize Your Sales Process

By: Frank V. Cespedes, Scott Peterson and Daniel Weinfurter

Sales is a performance art where outcomes matter, so most advice here focuses on closing the sale. But a close is the result of actions and choices that occur earlier in the process: how much time and effort to spend on customer discovery (understanding what and to... View Details

Keywords: Sales; Customer Satisfaction; Growth and Development Strategy; Competitive Advantage

September 2024 (Revised February 2025)
Case

Aramco: Navigating the Energy Transition

By: Tarun Khanna and Gizem Cihan Dincsoy

In March 2024, Amin Nasser, president, and CEO of the Saudi Arabian Oil Company (Aramco), had just delivered a speech about the future of energy at a global energy conference. The world was behind schedule in meeting long-term climate change goals. The global shift... View Details

Keywords: Energy Transmission; Oil ＆ Gas; Economic Diversification; Corporate Strategy; Leadership; Business Strategy; Goals and Objectives; Transition; Environmental Sustainability; Diversification; Energy Industry; Saudi Arabia

September 2024 (Revised March 2025)
Case

Epic: The Future of Health Information Technology

By: Regina E. Herzlinger and Brian L. Walker

How should the founder and leadership team of a health IT company with more than 45 years of market leadership prepare for the future, while navigating founder transitions and industry changes? Founded by Judy Faulkner in the late 1970s, Epic pioneered electronic... View Details

Keywords: Technological Innovation; Entrepreneurship; Health Care and Treatment; Private Ownership; Customer Focus and Relationships; Health Industry; Electronics Industry

September 2024 (Revised January 2025)
Teaching Note

Leading Culture Change at SEB

By: Amy Edmondson and Cat Huang

Teaching Note for HBS Case No. 621-074. The Risk organization at SEB, a leading Nordic financial services group founded in 1856, undertook a culture change program focused on psychological safety, empathic listening, and strategic framing. The program enabled risk... View Details

Keywords: Risk Management; Leading Change; Organizational Culture; Decision Making; Banking Industry; Financial Services Industry; Sweden

September 2024 (Revised November 2024)
Case

Carrie Wang: Choosing Between the Family Firm and the Family Spirit

By: Lauren Cohen, Fei Wu and Sophia Pan

Carrie Wang, Investment Head of the Wang’s single-family office, contemplated her next career steps. As one of the first businessmen who had risen from China’s industrial rise, her father had grown his wealth to a considerable level, eventually requesting that his... View Details

Keywords: Family Office; Interests Of Consumers; Family Business; Business Growth and Maturation; Financial Management; Financial Strategy; Financial Markets; Investment Portfolio; Investment Return; Private Equity; Customer Relationship Management; Interests; Reputation; Work-Life Balance; Real Estate Industry; China

September 2024
Case

InfraCredit and the Project Inception Facility

By: John Macomber, Namrata Arora and Maagatha Kalavadakken

Around the world, large infrastructure projects are frequently stymied by the high cost and high uncertainty of the project inception phase: the research and engineering and planning prior to financial close and start of construction. Could there be a new kind of... View Details

September 2024
Case

Google Quantum AI

By: David B. Yoffie, Michael A. Cusumano and Matt Higgins

Quantum computing may be the most important nascent computing technology of the 21st century. It has the potential to impact industries ranging from drug discovery to cybersecurity. Google's Quantum AI is one of the leaders in quantum research. This case explores... View Details

Keywords: Information Technology Industry

September 2024 (Revised December 2024)
Case

Sona Comstar and Blackstone: Unlocking Value Through Business Transformation

By: Ranjay Gulati and Kanika Jain

Private equity firm Blackstone’s majority investment in automotive systems manufacturer Sona Comstar had culminated in the largest IPO in the Indian auto components industry in 2021, with stellar returns for all involved. This EV supplier was the result of a 2019... View Details

Keywords: Strategy; Decision Making; Engineering; Management; Risk and Uncertainty; Private Equity; Mergers and Acquisitions; Initial Public Offering; Auto Industry; Manufacturing Industry; Technology Industry; Asia; Southeast Asia

September 2024
Exercise

Assessing the Value of Unifying and De-Duplicating Customer Data

By: Elie Ofek and Hema Yoganarasimhan

This exercise provides an opportunity for students to gain hands on experience with assessing the value of unifying various customer databases that a firm may have (e.g., across the different brands it markets) and of properly identifying customers to avoid duplication... View Details

Keywords: Customer Relationship Management; Measurement and Metrics; Analytics and Data Science; Value

September 2024
Case

Nvidia, Inc. in 2024 and the Future of AI

By: David B. Yoffie and Sarah von Bargen

Nvidia was one of the most successful companies in the world, reaching $3.4 trillion in valuation on June 18th, 2024. While Microsoft and Apple quickly recaptured the value crown, some analysts forecasted that Nvidia was so strongly positioned that it might become the... View Details

Keywords: Customer Value and Value Chain; Price; Technological Innovation; Competition; Vertical Integration; Valuation; Technology Industry

2024
Working Paper

Does Private Equity Have Any Business Being in the Health Care Business?

By: Nori Gerardo Lietz and Zirui Song

Private Equity (“PE”) has come under increased scrutiny by the press, academics, and policymakers, as well as the public, for its investments in health care delivery. This scrutiny has been exacerbated by recent high profile hospital bankruptcies following PE... View Details

Keywords: Private Equity; Government Administration; Acquisition; Health Industry

September 2024
Article

Activist Directors: Determinants and Consequences

By: Ian D. Gow, Sa-Pyung Sean Shin and Suraj Srinivasan

This paper examines determinants and consequences of hedge fund activism, focusing on activist directors, i.e., directors appointed in response to activist demands. Using a sample of 3,259 activism events from 2004 to 2016, we identify 1,623 activist directors.... View Details

Keywords: Governing and Advisory Boards; Investment Activism; Business and Shareholder Relations

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September–October 2024
Article

How AI Can Power Brand Management

By: Julian De Freitas and Elie Ofek

Marketers have begun experimenting with AI to improve their brand-management efforts. But unlike other marketing tasks, brand management involves more than just repeatedly executing one specialized function. Long considered the exclusive domain of creative talent, it... View Details

Keywords: Creativity; AI and Machine Learning; Brands and Branding; Product Positioning; Customer Focus and Relationships

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