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      • March 2024
      • Supplement

      Madrigal: Conducting a Customer-Base Audit

      By: Eva Ascarza, Bruce Hardie, Peter S. Fader and Michael Ross
      This case presents a scenario where Madrigal, a U.S. retailer with a rich 20-year history and a solid loyalty program, faces a turning point with the arrival of a new CEO. This leadership change reveals a critical gap in understanding the customer base, prompting an... View Details
      Keywords: Customer Relationship Management; Analytics and Data Science; Growth and Development Strategy; Retail Industry; United States
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      Ascarza, Eva, Bruce Hardie, Peter S. Fader, and Michael Ross. "Madrigal: Conducting a Customer-Base Audit." Harvard Business School Spreadsheet Supplement 524-707, March 2024.
      • March 2024
      • Supplement

      Madrigal: Conducting a Customer-Base Audit

      By: Eva Ascarza, Bruce Hardie, Peter S. Fader and Michael Ross
      This case presents a scenario where Madrigal, a U.S. retailer with a rich 20-year history and a solid loyalty program, faces a turning point with the arrival of a new CEO. This leadership change reveals a critical gap in understanding the customer base, prompting an... View Details
      Keywords: Customer Relationship Management; Analytics and Data Science; Growth and Development Strategy; Retail Industry; United States
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      Ascarza, Eva, Bruce Hardie, Peter S. Fader, and Michael Ross. "Madrigal: Conducting a Customer-Base Audit." Harvard Business School Spreadsheet Supplement 524-706, March 2024.
      • March 2024
      • Teaching Note

      Madrigal: Conducting a Customer-Base Audit

      By: Eva Ascarza, Peter S. Fader, Bruce Hardie and Michael Ross
      Teaching Note for HBS Case No. 524-046. This case presents a scenario where Madrigal, a U.S. retailer with a rich 20-year history and a solid loyalty program, faces a turning point with the arrival of a new CEO. This leadership change reveals a critical gap in... View Details
      Keywords: Customer Relationship Management; Analytics and Data Science; Growth and Development Strategy; Customer Value and Value Chain; Retail Industry; United States
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      Ascarza, Eva, Peter S. Fader, Bruce Hardie, and Michael Ross. "Madrigal: Conducting a Customer-Base Audit." Harvard Business School Teaching Note 524-047, March 2024.
      • March 2024
      • Case

      Madrigal: Conducting a Customer-Base Audit

      By: Eva Ascarza, Bruce Hardie, Michael Ross and Peter S. Fader
      This case presents a scenario where Madrigal, a U.S. retailer with a rich 20-year history and a solid loyalty program, faces a turning point with the arrival of a new CEO. This leadership change reveals a critical gap in understanding the customer base, prompting an... View Details
      Keywords: Customer Relationship Management; Analytics and Data Science; Growth and Development Strategy; Customer Value and Value Chain; Retail Industry; United States
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      Ascarza, Eva, Bruce Hardie, Michael Ross, and Peter S. Fader. "Madrigal: Conducting a Customer-Base Audit." Harvard Business School Case 524-046, March 2024.
      • March 2024
      • Case

      Nomad: A License to Bank

      By: Paul A. Gompers and Pedro Levindo
      In late 2023, Lucas Vargas, CEO and co-founder of Nomad, a fintech that offered financial services in the United States for Brazilian residents, had to decide what to do to ensure the company’s continued expansion. Nomad launched its first product, a U.S. digital bank... View Details
      Keywords: Mergers and Acquisitions; Business Startups; Customer Satisfaction; Decision Making; Entrepreneurship; Banks and Banking; Initial Public Offering; Global Strategy; Growth and Development Strategy; Brands and Branding; Marketing Strategy; Product Launch; Organizational Culture; Going Public; Ownership Stake; Innovation and Invention; Strategic Planning; Business and Government Relations; Business and Stakeholder Relations; Risk and Uncertainty; Business Strategy; Competitive Advantage; Corporate Strategy; Diversification; Expansion; Vertical Integration; Leadership; Law; Banking Industry; Banking Industry; Banking Industry; Brazil; United States; North America; Latin America
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      Gompers, Paul A., and Pedro Levindo. "Nomad: A License to Bank." Harvard Business School Case 824-144, March 2024.
      • March 2024
      • Teaching Note

      SolarWinds Confronts SUNBURST

      By: Frank Nagle and David Lane
      Teaching Note for HBS Case Nos. 723-357 & 723-368. View Details
      Keywords: Cybersecurity; Corporate Disclosure; Crisis Management; Information Technology Industry; United States
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      Nagle, Frank, and David Lane. "SolarWinds Confronts SUNBURST." Harvard Business School Teaching Note 724-368, March 2024.
      • 2024
      • Working Paper

      Appropriate Entrepreneurship? The Rise of China and the Developing World

      By: Josh Lerner, Junxi Liu, Jacob Moscona and David Yang
      Global innovation and entrepreneurship has traditionally been dominated by a handful of high-income countries, especially the US. This paper investigates the international consequences of the rise of a new hub for innovation, focusing on the dramatic growth of... View Details
      Keywords: Entrepreneurship; Venture Capital; Emerging Markets; Economic Growth; China
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      Lerner, Josh, Junxi Liu, Jacob Moscona, and David Yang. "Appropriate Entrepreneurship? The Rise of China and the Developing World." Harvard Business School Working Paper, No. 24-061, March 2024.
      • March 2024 (Revised May 2025)
      • Case

      Governing OpenAI (A)

      By: Lynn S. Paine, Suraj Srinivasan and Will Hurwitz
      In late November 2023, OpenAI’s new board of directors took stock of the situation. The company, which sought to develop artificial general intelligence (AGI)—computer systems with capabilities exceeding human abilities—was looking to regain its footing after a chaotic... View Details
      Keywords: Artificial Intelligence; Board Of Directors; Board Decisions; Board Dynamics; Corporate Boards; Governance Changes; Governance Structure; Leadership Change; Legal Aspects Of Business; Nonprofit Governance; Strategy And Execution; Technological Change; AI and Machine Learning; Corporate Governance; Leadership; Management; Mission and Purpose; Technological Innovation; Governing Rules, Regulations, and Reforms; Governing and Advisory Boards; Resignation and Termination; Ethics; Nonprofit Organizations; Open Source Distribution; Partners and Partnerships; Technology Industry; San Francisco; United States
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      Paine, Lynn S., Suraj Srinivasan, and Will Hurwitz. "Governing OpenAI (A)." Harvard Business School Case 324-103, March 2024. (Revised May 2025.)
      • 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
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      Ascarza, Eva, and Ayelet Israeli. "Unintended Consequences of Algorithmic Personalization." Harvard Business School Case 524-052, March 2024.
      • 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
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      Rayport, Jeffrey F., and Alexis Lefort. "Darktrace: Scaling Cybersecurity and AI (A)." Harvard Business School Case 824-092, March 2024. (Revised August 2024.)
      • 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
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      Myers, Kyle, Joshua Lev Krieger, Walter Frick, and Jim Matheson. "Fusion Industry Association: Igniting the Future of Clean Energy." Harvard Business School Teaching Note 624-067, February 2024.
      • 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
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      Zhang, Shunyuan, and Sunil Gupta. "UGG Steps into the Metaverse." Harvard Business School Teaching Note 524-075, February 2024.
      • 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
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      Egan, Mark, and C. Fritz Foley. "AB InBev: Brewing Up Forecasts during COVID-19." Harvard Business School Teaching Note 224-074, February 2024.
      • 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
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      Gompers, Paul A., and Namrata Arora. "Finberg: Corporate Venture Capital in Türkiye." Harvard Business School Case 824-175, February 2024. (Revised April 2024.)
      • 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
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      Gompers, Paul A., and Fares Khrais. "Taffi: Entrepreneurship in Saudi Arabia." Harvard Business School Case 224-052, February 2024. (Revised July 2024.)
      • February 2024
      • Module Note

      Collaborate on the Core, Compete on the Edges

      By: Frank Nagle
      In the rapidly evolving environment of modern business, the digitization of economic activity and the ubiquitous integration of technology across industries are fundamentally altering how companies develop and implement strategy. The rise of digital technologies has... View Details
      Keywords: Technology Adoption; Competition; Cooperation; Collaborative Innovation and Invention
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      Nagle, Frank. "Collaborate on the Core, Compete on the Edges." Harvard Business School Module Note 724-453, February 2024.
      • 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
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      Badaracco, Joseph L., Jr., and Susan Pinckney. "Lina Khan at the FTC: Redefining Antitrust in the Age of Big Tech." Harvard Business School Case 324-018, February 2024. (Revised May 2024.)
      • February 2024
      • Teaching Note

      Data-Driven Denim: Financial Forecasting at Levi Strauss

      By: Mark Egan
      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
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      Egan, Mark. "Data-Driven Denim: Financial Forecasting at Levi Strauss." Harvard Business School Teaching Note 224-073, February 2024.
      • February 2024
      • Case

      Does “Matter” Matter? Amazon and Open Standards in the Smart Home Industry

      By: Frank Nagle
      In early 2023, the smart home industry stood at a pivotal juncture. The recent launch of “Matter” version 1.0, an ambitious interoperability standard developed by the Connectivity Standards Alliance (CSA), promised to unify a fragmented market plagued by incompatible... View Details
      Keywords: Digital Platforms; Resource Allocation; Standards; Business Strategy
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      Nagle, Frank. "Does “Matter” Matter? Amazon and Open Standards in the Smart Home Industry." Harvard Business School Case 724-431, February 2024.
      • 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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      Colonnelli, Emanuele, Raymond Kluender, and Shai Benjamin Bernstein. "TimeCredit." Harvard Business School Teaching Note 824-171, February 2024.
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