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October 2024 (Revised June 2025)
Case

Nvidia

By: Andy Wu and Matt Higgins

This case study examines Nvidia's strategic pivot from gaming GPUs to becoming a leader in general-purpose computing and AI. It explores how Nvidia leveraged its GPU architecture to dominate the growing fields of data center acceleration and AI training, outpacing... View Details

Keywords: Strategy; Technological Innovation; AI and Machine Learning; Product Development; Manufacturing Industry; Technology Industry; Electronics Industry; United States; China; Taiwan

October 2024
Background Note

The Semiconductor Industry

By: Andy Wu, Steve Blank and Matt Higgins

The semiconductor industry powers modern technology, from consumer electronics to data centers. This background note explores the layers of the semiconductor inudstry value chain, including Integrated Device Manufacturers (IDMs), fabless companies, and foundries, while... View Details

Keywords: Strategy; Supply Chain; Product Design; Customer Value and Value Chain; Manufacturing Industry; Technology Industry; Semiconductor Industry; United States; China; Taiwan

October 2024
Case

Ranger Energy Services: Bridging Public & Private Markets

By: Joseph Pacelli, Ravi Ramniklal Gondalia and James Weber

In August of 2017, CSL Capital, a private equity fund founded and operated by Charlie Leykum (HBS ’04), was deciding to take one of its portfolio companies, Ranger Energy Services, public. Founded in 2014, Ranger Energy was an oilfield service company providing... View Details

Keywords: Entrepreneurship; Initial Public Offering; Financial Strategy; Valuation; Private Equity; Business Strategy; Investment Portfolio; Investment Return; Financial Services Industry; Energy Industry; United States

October 2024
Case

Reed Group and Succession in a Family Business: An Impossible Job to Fill?

By: Lauren H. Cohen and Tonia Labruyere

James Reed had taken over Reed Group, the recruitment and career services company his father had founded and built, in 1994. He was now reflecting on succession planning and other challenges that lay ahead: with no obvious choice among his family members, he needed to... View Details

Keywords: Charity; Succession Planning; Family Business; Values and Beliefs; Management Succession; Mission and Purpose; Family Ownership; Philanthropy and Charitable Giving; Family and Family Relationships; Recruitment; AI and Machine Learning; Employment Industry; United Kingdom; London

October 2024 (Revised February 2025)
Case

AI and Brand Management: Promises and Perils

By: Julian De Freitas and Elie Ofek

As AI gains traction across industries, companies anticipate that AI will revolutionize both backend processes and customer-facing interactions—with brands eager to leverage AI for tailored marketing materials and automated consumer engagements. Yet, despite a dramatic... View Details

Keywords: AI and Machine Learning; Brands and Branding; Reputation; Technology Adoption; Competitive Advantage

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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2024
Working Paper

Foreign Influence in U.S. Politics

By: Marco Grotteria, Max Miller and S. Lakshmi Naaraayanan

This paper investigates the informational role of lobbyists in the context of foreign lobbying in the United States. Using Department of Justice data on contacts between foreign governments and US legislators, we show that exogenous shocks to these connections... View Details

Keywords: Political Economy; Public Finance; Political Connections; Foreign Lobbying

2025
Working Paper

Global Evidence on Gender Gaps and Generative AI

By: Nicholas G. Otis, Solène Delecourt, Katelynn Cranney and Rembrand Koning

Generative AI has the potential to transform productivity and reduce inequality, but only if adopted broadly. In this paper, we show that recently identified gender gaps in generative AI use are nearly universal. Synthesizing data from 18 studies covering more than... View Details

Keywords: AI and Machine Learning; Gender; Equality and Inequality; Technology Adoption; Behavior

2024
Working Paper

Pitfalls of Demographic Forecasts of U.S. Elections

By: Richard Calvo, Vincent Pons and Jesse M. Shapiro

Many observers have forecast large partisan shifts in the US electorate based on demographic trends. Such forecasts are appealing because demographic trends are often predictable even over long horizons. We backtest demographic forecasts using data on US elections... View Details

Keywords: Mathematical Methods; Voting; Political Elections; Trends; Forecasting and Prediction; Demographics

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Fall 2024
Article

Redemption Mechanisms in Poison Pills: Evidence on Pill Design and Law Firm Effects

By: Olivier Baum and Guhan Subramanian

We present the first evidence on the incidence of “trip wire” versus “last look” poison pills. Using a hand-collected data set of 130 poison pills implemented and/or amended between January 1, 2020 and March 31, 2023, we find that pills are almost evenly divided... View Details

Keywords: Acquisition; Negotiation Tactics; Contracts

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2025
Book

Retiring: Creating a Life That Works for You

By: Teresa M. Amabile, Lotte Bailyn, Marcy Crary, Douglas T. Hall and Kathy E. Kram

Retirement, as a major life transition, can be both thrilling and challenging in unexpected ways. Written by acclaimed authors in the fields of business leadership, careers, and work, this book goes beyond the typical financial and health-related advice on retirement,... View Details

Keywords: Retirement

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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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2024
Working Paper

When Batteries Meet Hydrogen: Dual-Storage Investments for Load-Shifting Purposes

By: Christian Kaps and Simone Marinesi

Power systems account for nearly 40% of global emissions. As the world tries to reduce emissions by increasing renewable penetration, storage technologies are playing an increasingly important role in matching variable renewable supply with demand. Batteries have... View Details

Keywords: Environmental Sustainability; Renewable Energy; Transition; Utilities Industry; Battery Industry

September–October 2024
Article

Why Multibusiness Strategies Fail and How to Make Them Succeed

By: Bharat Anand and David J. Collis

Enterprises that own multiple businesses often have a flawed approach to strategy: They focus too much on the makeup of their portfolios and too little on enhancing the businesses in them.
Strategies for adding value to a corporation’s businesses fall on a... View Details

Keywords: Value Creation; Corporate Strategy; Organizational Structure; Management Systems

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September 2024
Case

Faena: Magic in Mid-Miami Beach

By: Robin Greenwood, Denise Han, Dave Habeeb and Ruth Page

The link to this multimedia case should be provided to students in advance as preparation for classroom case discussion.

This multimedia case follows real estate developer Alan Faena as he expanded his luxury development business from Argentina to the... View Details

2024
Working Paper

Changing Perceptions and Post-Pandemic Monetary Policy

By: Michael D. Bauer, Carolin Pflueger and Adi Sunderam

We document that the Fed’s perceived monetary policy response to inflation shifted materially over the post-pandemic period. In forward-looking policy rules estimated from surveys of macroeconomic forecasters, the inflation coefficient rose significantly after liftoff... View Details

Keywords: Policy; Inflation and Deflation; Interest Rates; Perception; Government Administration

September 2024
Case

Comun: Partners in Peril

By: Jeffrey J. Bussgang and Alexis Lefort

In spring 2023, Abiel Gutierrez and Andres Santos, co-founders of Comun, faced a critical decision at their fintech startup serving Latino immigrants. Having launched their product the previous year, they experienced rapid growth but encountered rising fraud and... View Details

Keywords: Fintech; Business Development; Venture Capital; Business Startups; Partners and Partnerships; Governing Rules, Regulations, and Reforms; Financial Services Industry; Banking Industry; Latin America; United States

September 2024
Supplement

Assessing the Value of Unifying and De-Duplicating Customer Data Spreadsheet Supplement

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

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