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March 2024
Case

Unintended Consequences of Algorithmic Personalization

By: Eva Ascarza and Ayelet Israeli

“Unintended Consequences of Algorithmic Personalization” (HBS No. 524-052) investigates algorithmic bias in marketing through four case studies featuring Apple, Uber, Facebook, and Amazon. Each study presents scenarios where these companies faced public criticism for... View Details

Keywords: Race; Gender; Marketing; Diversity; Customer Relationship Management; Prejudice and Bias; Customization and Personalization; Technology Industry; Technology Industry; United States

March 2024 (Revised February 2025)
Case

Doing Business in Buenos Aires, Argentina

By: Joseph B. Fuller, Alan D. MacCormack, Nori Gerardo Lietz, Leonard A. Schlesinger, Karina Souza and Zeke Gillman

This case examines the challenges and opportunities of doing business in Argentina. It highlights Argentina's economic and political transformation in the decades leading up to 2024. The case gives an overview of some of the main obstacles faced by businesses operating... View Details

Keywords: Business History; Business and Government Relations; Corporate Strategy; Transformation; Economy; Air Transportation; Air Transportation Industry; Air Transportation Industry; Argentina; Latin America; Buenos Aires

March 2024 (Revised August 2024)
Case

Darktrace: Scaling Cybersecurity and AI (A)

By: Jeffrey F. Rayport and Alexis Lefort

In 2023, Darktrace CEO Poppy Gustafsson was contemplating her growth strategy at a leading U.K.-based cybersecurity venture, launched in 2013 by a group of anti-terror cyber specialists, University of Cambridge mathematicians, and artificial intelligence (AI) experts.... View Details

Keywords: Technology; Talent; Scaling; Entrepreneurship; Cybersecurity; Leadership; Business Growth and Maturation; Recruitment; Resignation and Termination; AI and Machine Learning; Growth and Development Strategy; Organizational Culture; Going Public; Technology Industry; United Kingdom; Europe; United States

March 2024
Article

Medicare Price Negotiation and Pharmaceutical Innovation Following the Inflation Reduction Act

By: Matthew Vogel, Pragya Kakani, Amitabh Chandra and Rena M. Conti

The Inflation Reduction Act (IRA) requires Medicare to negotiate lower prices for some medicines with high Medicare spending. Using historical data from public and proprietary sources to apply the IRA's negotiation criteria retrospectively, we identify all drugs that... View Details

Keywords: Policy; Government Legislation; Health Care and Treatment; Negotiation; Price; Pharmaceutical Industry

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February 2024
Supplement

Fusion Industry Association: Igniting the Future of Clean Energy

By: Kyle Myers and Joshua Lev Krieger

February 2024
Teaching Note

Fusion Industry Association: Igniting the Future of Clean Energy

By: Kyle Myers, Joshua Lev Krieger, Walter Frick and Jim Matheson

Teaching Note for HBS Case No. 624-064. This Teaching Note explores the Fusion Industry Association's efforts to advance commercial fusion energy, highlighting challenges in innovation, regulation, market structure, and financing within the emerging technology sector... View Details

Keywords: Financing and Loans; Governing Rules, Regulations, and Reforms; Technological Innovation; Industry Growth; Energy Industry

February 2024
Teaching Note

UGG Steps into the Metaverse

By: Shunyuan Zhang and Sunil Gupta

Teaching Note for HBS Case No. 523-013. View Details

Keywords: Metaverse; Digital Marketing; Innovation and Invention; Marketing Channels; Marketing Strategy; Social Marketing; Internet and the Web; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United States

February 2024
Case

Vespucci Partners: The New World of Venture Capital in Hungary

By: Paul A. Gompers, Tonia Labruyere and Emilie Billaud

Julia Sohajda was the young, female founding partner of the Hungarian VC firm Vespucci Partners, which focused on investing at seed stage into Hungarian deep tech startups and prepare them for a launch in the U.S market. Vespucci's first fund had largely been comprised... View Details

Keywords: Venture Capital; Business Startups; Investment Funds; Financing and Loans; Entrepreneurship; Financial Services Industry; Hungary; United States

February 2024
Teaching Note

AB InBev: Brewing Up Forecasts during COVID-19

By: Mark Egan and C. Fritz Foley

Teaching Note for HBS Case No. 224-020. In July 2021, the CEO of AB InBev's European operations and his team strategized to position the company for success post-pandemic. As the world's largest beer company, boasting over 500 brands, revenue of $46 billion, and a... View Details

Keywords: Forecasting; Investor Relations; Beverage Industry; Corporate Finance; Decisions; Forecasting and Prediction; Health Pandemics; Analytics and Data Science; Digital Transformation; Crisis Management; Business Model; Food and Beverage Industry; United States; Europe

February 2024
Background Note

Frederick Herzberg on Motivating Employees

By: Willy C. Shih

This background note summarizes Frederick Herzberg's development of his motivation-hygiene theory, his theory regarding job enrichment, and how the theory has evolved. This is at the core of extrinsic versus intrinsic motivation. View Details

Keywords: Motivation and Incentives; Theory; Service Industry; Service Industry; United States

February 2024 (Revised February 2025)
Case

Doing Business in Ho Chi Minh City, Vietnam

By: Karen G. Mills, Allison H. Mnookin, Leonard A. Schlesinger, Shu Lin, Julianne Bliss and Morgane Herculano

Le Thi Thu Thuy, Vice Chairwoman of Vingroup, the largest private conglomerate in Vietnam, and Global CEO of VinFast, Vingroup’s automotive subsidiary established in 2017, was contemplating VinFast’s future strategy. Domestically, the EV market in Vietnam was in its... View Details

Keywords: Growth and Development Strategy; Business Conglomerates; Global Strategy; Emerging Markets; Business Strategy; Infrastructure; Competition; Auto Industry; Viet Nam

February 2024 (Revised April 2024)
Case

Finberg: Corporate Venture Capital in Türkiye

By: Paul A. Gompers and Namrata Arora

In December 2021, Murat Özyeğin, Chairman of Fiba Holding, along with Ömer Mert and İhsan Elgin, engaged in discussions about the future of United Payment, a fintech company in which Finberg, a subsidiary of Fibabanka, held a 20% stake. Finberg, established in 2018 as... View Details

Keywords: Corporate Venture Capital; Technology; Return On Investment; Venture Capital; Investment; Strategy; Technological Innovation; Competition; Valuation; Acquisition; Business Startups; Information Technology Industry; Information Technology Industry; Middle East; North Africa; Turkey; Ukraine; Romania; Poland

February 2024 (Revised July 2024)
Case

Taffi: Entrepreneurship in Saudi Arabia

By: Paul A. Gompers and Fares Khrais

Taffi was a tech-enabled fashion styling startup founded by Shahad Geoffrey in Saudi Arabia in 2020. Within three years of operating, Geoffrey had pivoted the business multiple times. In 2023, Geoffrey was attempting the business’s most ambitious pivot yet, shifting... View Details

Keywords: Business Startups; Disruption; Entrepreneurship; Venture Capital; Investment; Growth and Development Strategy; Business Strategy; AI and Machine Learning; Fashion Industry; Fashion Industry; Saudi Arabia; Arabian Peninsula

February 2024
Case

Tony Elumelu Foundation: Democratizing Luck Across Africa

By: Paul A. Gompers and Samir Saxena

Founded in 2010, The Tony Elumelu Foundation is Africa’s leading philanthropy working to support entrepreneurs in Africa with access to seed capital, business management training, mentorship, and access to networks. Through a $100 million commitment by its founder,... View Details

Keywords: Entrepreneurship; Innovation Leadership; Philanthropy and Charitable Giving; Mission and Purpose; Education Industry; Nigeria; Africa

February 2024 (Revised July 2024)
Case

Korea Venture Investment Corporation

By: Paul A. Gompers and Billy Chan

Financial service sector Korea Venture Investment Corporation (KVIC) is the venture capital arm of the Korean government with a founding mission to build a domestic startup ecosystem that would be as competitive as Silicon Valley. KVIC manages a basket of... View Details

Keywords: Entrepreneurship; Society; Investment; Venture Capital; Mission and Purpose; State Ownership; Financial Services Industry; Asia; South Korea

February 2024 (Revised May 2024)
Case

Lina Khan at the FTC: Redefining Antitrust in the Age of Big Tech

By: Joseph L. Badaracco Jr. and Susan Pinckney

In 2023 and 2024, the Federal Trade Commission and U.S. Department of Justice sued Google, Amazon, and Apple claiming antitrust violations. These lawsuits marked a shift in U.S. antitrust enforcement away from the Chicago School and towards the New Brandeis school of... View Details

Keywords: Transition; Government Administration; Lawsuits and Litigation; Monopoly; Technology Industry; United States; European Union; China; India

February 2024
Case

Oak Street Health: From Start-up to Strategic Acquisition

By: Leemore S. Dafny and Thomas H. Lee

Oak Street Health opened its first primary care center for seniors in underserved communities in 2013. By 2022 the company had 169 centers and a market valuation exceeding $10 billion. Oak Street created value by accepting risk-adjusted, capitated payments for Medicare... View Details

Keywords: Value Creation; Mergers and Acquisitions; Business Strategy; Health Industry

February 2024
Teaching Note

Data-Driven Denim: Financial Forecasting at Levi Strauss

Teaching Note for HBS Case No. 224-029. Levi Strauss & Co. (“Levi Strauss”) partnered with the IT services company Wipro to incorporate more sophisticated methods, such as machine learning, into their financial forecasting process starting in 2018. The decision to... View Details

Keywords: Forecasting; Regression; Machine Learning; Artificial Intelligence; Apparel; Corporate Finance; Forecasting and Prediction; AI and Machine Learning; Apparel and Accessories Industry; United States

2024
Article

Half the Firms, Double the Profits: Public Firms' Transformation, 1996–2022

By: Mark J. Roe and Charles C.Y. Wang

The number of public firms in the United States has halved since the beginning of the twenty-first century, causing consternation among corporate and securities law regulators. The dominant explanations, often advanced by Securities and Exchange commissioners when... View Details

Keywords: Corporate Law; Securities Regulation; Sarbanes-Oxley Act; Concentration Levels; Antitrust; Initial Public Offering; Public Ownership; Private Equity; Venture Capital; Mergers and Acquisitions; Monopoly; United States

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February 2024
Teaching Note

TimeCredit

By: Emanuele Colonnelli, Raymond Kluender and Shai Benjamin Bernstein

Teaching Note for HBS Case No. 824-139. TimeCredit is an artificial intelligence (AI) startup that is developing large language models (LLMs) to generate accounting memos. The case follows Ndonga Sagnia, a Gambian Harvard Business School MBA student with an accounting... View Details

Keywords: Accounting; Business Startups; Entrepreneurship; Financing and Loans; AI and Machine Learning; Entrepreneurial Finance; Identity; Partners and Partnerships; Technology Industry

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