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      • November 2024
      • Supplement

      AlphaGo (B): Birth of a New Intelligence

      By: Shikhar Ghosh and Shweta Bagai
      This case, the second in a three-part series, explores DeepMind's evolution from developing game-specific AI to more generalized learning systems. Following AlphaGo's 2017 victory over the Go world champion, DeepMind introduced two revolutionary systems that eliminated... View Details
      Keywords: AI and Machine Learning; Games, Gaming, and Gambling; Technological Innovation; Disruptive Innovation; Innovation Leadership; Information Technology Industry; United States; Russia; China
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      Ghosh, Shikhar, and Shweta Bagai. "AlphaGo (B): Birth of a New Intelligence." Harvard Business School Supplement 825-074, November 2024.
      • November 2024
      • Supplement

      AlphaGo (C): Birth of a New Intelligence

      By: Shikhar Ghosh and Shweta Bagai
      This case, the final of a three-part series, explores DeepMind's pivotal transition from mastering games to solving real-world scientific challenges. In December 2020, DeepMind's AI system AlphaFold 2 achieved a breakthrough by solving protein folding—a 50-year-old... View Details
      Keywords: Autonomy; Deep Learning; Drug Discovery; Healthcare Innovation; Neural Networks; Scientific Research; Technology Startup; AI and Machine Learning; Technological Innovation; Research and Development; Business Model; Business Strategy; Open Source Distribution; Technology Industry; United States
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      Ghosh, Shikhar, and Shweta Bagai. "AlphaGo (C): Birth of a New Intelligence." Harvard Business School Supplement 825-075, November 2024.
      • November 2024
      • Case

      Group AMANA: Built to Last

      By: Hise Gibson and Fares Khrais
      The case chronicles the Bsaibes brothers’ journey in founding and operating Group AMANA; a contracting business founded in 1993, based in the United Arab Emirates with operations across the Middle East. Over the years, the business found itself grappling with major... View Details
      Keywords: Business Model; Family Business; Transformation; Growth and Development Strategy; Management Succession; Business Strategy; Construction Industry; Middle East; Saudi Arabia; United Arab Emirates
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      Gibson, Hise, and Fares Khrais. "Group AMANA: Built to Last." Harvard Business School Case 625-068, November 2024.
      • November 2024
      • Case

      Polish Agro: Where Do We Grow from Here?

      By: Willy C. Shih, Lena Duchene and Daniela Beyersdorfer
      By July 2024, Polish Agro had grown into one of Poland’s fastest-growing agribusinesses, with €230 million in revenue, 82 employees, and operations across Northern Poland. The company supported farmers with essential agricultural inputs like fertilizers and seeds,... View Details
      Keywords: Plant-Based Agribusiness; Distribution; Volatility; Customer Focus and Relationships; Customer Value and Value Chain; Climate Change; Environmental Regulation; Profit; Trade; Digital Strategy; Innovation Strategy; Crisis Management; Growth and Development Strategy; Resource Allocation; Advertising; Brands and Branding; E-commerce; Business and Community Relations; Networks; Adaptation; Adoption; Competitive Advantage; Business Model; Health Pandemics; War; Agriculture and Agribusiness Industry; Europe; Poland
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      Shih, Willy C., Lena Duchene, and Daniela Beyersdorfer. "Polish Agro: Where Do We Grow from Here?" Harvard Business School Case 625-061, November 2024.
      • 2024
      • Working Paper

      Priceless: How to Create, Trade, and Protect What Matters Most

      By: Debora L. Spar
      This article explores the concept of the "sacred economy," a realm of human interactions and exchanges that transcends traditional market dynamics. It illustrates the emotional and relational aspects of human connections that cannot be quantified or traded like... View Details
      Keywords: Valuation; Relationships; Human Needs; Goods and Commodities
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      Spar, Debora L. "Priceless: How to Create, Trade, and Protect What Matters Most." Harvard Business School Working Paper, No. 25-028, November 2024.
      • 2024
      • Working Paper

      Scaling Core Earnings Measurement with Large Language Models

      By: Matthew Shaffer and Charles CY Wang
      We study the application of large language models (LLMs) to the estimation of core earnings, i.e., a firm's persistent profitability from its core business activities. This construct is central to investors' assessments of economic performance and valuations. However,... View Details
      Keywords: Large Language Models; AI and Machine Learning; Accounting; Profit; Corporate Disclosure; Analytics and Data Science; Measurement and Metrics
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      Shaffer, Matthew, and Charles CY Wang. "Scaling Core Earnings Measurement with Large Language Models." Working Paper, November 2024.
      • November 2024 (Revised April 2025)
      • Case

      Cheerful Music

      By: Shunyuan Zhang, Feng Zhu and Nancy Hua Dai
      Established by Snow Jiang in 2019 in Shenzhen, China, Cheerful Music was a record label company that had created many hit songs in China. “Yi Xiao Jiang Hu,” its most famous hit song, gained billions of views on social media platforms in China and overseas as the... View Details
      Keywords: Generative Ai; Music Entertainment; Global Strategy; Business Model; AI and Machine Learning; Market Entry and Exit; Music Industry; China; United Kingdom; London
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      Zhang, Shunyuan, Feng Zhu, and Nancy Hua Dai. "Cheerful Music." Harvard Business School Case 525-031, November 2024. (Revised April 2025.)
      • November 2024
      • Teaching Note

      Mercado Bitcoin: M&A, IPO, or Series B?

      By: Raymond Kluender, Emanuele Colonnelli and Sabrina Howell
      Teaching Note for HBS Case No. 825-047. In April 2021, Brazilian cryptocurrency platform Mercado Bitcoin, had to decide how to scale: go public, M&A with a bank, or take a VC big check. In a highly volatile market, Roberto Dagnoni, chairman of the board, viewed the... View Details
      Keywords: Cryptocurrency; Mergers and Acquisitions; Business Growth and Maturation; Business Startups; Decision Making; Going Public; Ownership Stake; Strategic Planning; Venture Capital; Problems and Challenges; Business Cycles; Digital Platforms; Emerging Markets; Market Timing; Expansion; Diversification; Valuation; Value Creation; Investment Funds; Initial Public Offering; Price; Price Bubble; Negotiation Offer; Information Technology Industry; Information Technology Industry; Brazil; Latin America
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      Kluender, Raymond, Emanuele Colonnelli, and Sabrina Howell. "Mercado Bitcoin: M&A, IPO, or Series B?" Harvard Business School Teaching Note 825-092, November 2024.
      • November 2024 (Revised January 2025)
      • Case

      MiDAS: Automating Unemployment Benefits

      By: Shikhar Ghosh and Shweta Bagai
      In 2015, the state of Michigan considered whether to nominate its Michigan Integrated Data Automated System (MiDAS) for a prestigious state technology award. Launched in 2013 amid severe budget pressures, the $47 million automated fraud detection system was designed to... View Details
      Keywords: Artificial Intelligence; AI; Machine Learning Models; Algorithmic Data; Automation; Benefits; Compensation; Cost Reduction; Government; Fraud; Government Technology; Public Sector; Systems; Systems Integration; Unemployment Insurance; Waste Heat Recovery; AI and Machine Learning; Government Administration; Insurance; Decision Making; Digital Transformation; Employment; Public Administration Industry; United States; Michigan
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      Ghosh, Shikhar, and Shweta Bagai. "MiDAS: Automating Unemployment Benefits." Harvard Business School Case 825-100, November 2024. (Revised January 2025.)
      • November 2024 (Revised May 2025)
      • Case

      Indonesia Education Reform: Merdeka Belajar ('Emancipated Learning')

      By: John Jong-Hyun Kim, Adina Wong, Nancy Hua Dai and Mary C. Sauer
      This case is set in 2024 in Indonesia, as Nadiem Makarim, Minister of Education, Culture, Research, and Technology, reflects on his tenure as Minister shortly before stepping down. With the ambition to lift Indonesia out of the middle-income gap by raising K12 to... View Details
      Keywords: Education; Change Management; Knowledge Dissemination; Government Administration; Leading Change; Innovation Strategy; Development Economics; Education Industry; Asia; Indonesia
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      Kim, John Jong-Hyun, Adina Wong, Nancy Hua Dai, and Mary C. Sauer. "Indonesia Education Reform: Merdeka Belajar ('Emancipated Learning')." Harvard Business School Case 325-060, November 2024. (Revised May 2025.)
      • November 2024
      • Case

      Dr. Bombay Ice Cream

      By: William R. Kerr, Alexis Brownell and Michael Liu
      This case examines the creation, launch, and rapid growth of Dr. Bombay Ice Cream, a joint venture between Happi Co., a consumer packaged goods incubator, and entertainment mogul Snoop Dogg, with his son, Cordell Broadus. The brand was inspired by a Bored Ape Yacht... View Details
      Keywords: Joint Ventures; Growth Management; Brands and Branding; Product Launch; Product Positioning; Market Entry and Exit; Distribution Channels; Food and Beverage Industry; United States
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      Kerr, William R., Alexis Brownell, and Michael Liu. "Dr. Bombay Ice Cream." Harvard Business School Case 825-090, November 2024.
      • 2024
      • Working Paper

      Why Has Construction Productivity Stagnated? The Role of Land-Use Regulation

      By: Leonardo D’Amico, Edward Glaeser, Joseph Gyourko, William Kerr and Giacomo A. M. Ponzetto
      We document a Kuznets curve for construction productivity in 20th-century America. Homes built per construction worker remained stagnant between 1900 and 1940, boomed after World War II, and then plummeted after 1970. The productivity boom from 1940 to 1970 shows... View Details
      Keywords: Governance Controls; Performance Productivity; Local Range; Construction Industry
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      D’Amico, Leonardo, Edward Glaeser, Joseph Gyourko, William Kerr, and Giacomo A. M. Ponzetto. "Why Has Construction Productivity Stagnated? The Role of Land-Use Regulation." Harvard Business School Working Paper, No. 25-027, November 2024.
      • November 2024
      • Case

      Innovation at Master Kong Beverages

      By: David E. Bell and Shu Lin
      Hong-Chen Wei (HBS MBA 2014), Chairman of KSF Beverage Holding Co., Ltd. (KSFB), was steering the company toward the premium segment with the launch of “InheriTea,” a premium, sugar-free tea product. Traditionally, KSFB’s flagship brand, Master Kong, catered to the... View Details
      Keywords: Consumer Behavior; Trends; Behavior; Collaborative Innovation and Invention; Product Launch; Product Development; Segmentation; Organizational Culture; Product Positioning; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Asia; China
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      Bell, David E., and Shu Lin. "Innovation at Master Kong Beverages." Harvard Business School Case 525-037, November 2024.
      • November 2024
      • Supplement

      Epic Games: Nineteen Eighty-Fortnite (B)

      By: Andy Wu and Ronald Wang
      In a significant ruling on April 24, 2023, the U.S. Court of Appeals for the Ninth Circuit upheld portions of the district court’s decision against Epic Games back in September 2021. However, Apple’s anti-steering provisions, which restricted app developers from... View Details
      Keywords: Lawsuits and Litigation; Market Transactions; Applications and Software; Technology Industry; Technology Industry
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      Wu, Andy, and Ronald Wang. "Epic Games: Nineteen Eighty-Fortnite (B)." Harvard Business School Supplement 725-400, November 2024.
      • 2024
      • Working Paper

      Hidden Risk

      By: Daniel Barth, Phillip Monin, Emil Siriwardane and Adi Sunderam
      Since 2013, large U.S. hedge fund advisers have been required to report risk exposures in their regulatory filings. Using these data, we first establish that managers’ perceptions of risk contain useful information that is not embedded in fund returns. Investor flows... View Details
      Keywords: Corporate Disclosure; Investment Funds; Risk and Uncertainty; Investment Return; Communication Strategy; Financial Services Industry
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      Barth, Daniel, Phillip Monin, Emil Siriwardane, and Adi Sunderam. "Hidden Risk." Working Paper, November 2024.
      • November 2024 (Revised December 2024)
      • Case

      Moonfare and the Democratization of Private Equity

      By: Victoria Ivashina and Srimayi Mylavarapu
      Founded in 2016, Moonfare headquartered in Europe, was a pioneer in the “democratization” of private equity investments. Historically, private equity was accessible only to institutional investors like pension funds, endowments, sovereign wealth funds, and large family... View Details
      Keywords: Private Equity; Customers; Wealth; Business Strategy; Segmentation; Technological Innovation; Product Launch; Financial Services Industry; Europe
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      Ivashina, Victoria, and Srimayi Mylavarapu. "Moonfare and the Democratization of Private Equity." Harvard Business School Case 225-044, November 2024. (Revised December 2024.)
      • November 2024 (Revised March 2025)
      • Case

      Tim Ferriss: What Might This Look like If It Were Easy?

      By: Reza Satchu and Denise Koller
      In April 2024, writer-podcaster Tim Ferriss—celebrated as the “Oprah of audio” for his billion-download show and known for NYT-bestsellers like The 4-Hour Workweek—found himself at a crossroads. Despite generating a multi-million-dollar annual revenue with just three... View Details
      Keywords: Transition; Personal Development and Career; Business Strategy; Decision Choices and Conditions; Philanthropy and Charitable Giving; Media and Broadcasting Industry
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      Satchu, Reza, and Denise Koller. "Tim Ferriss: What Might This Look like If It Were Easy?" Harvard Business School Case 825-091, November 2024. (Revised March 2025.)
      • November 2024
      • Teaching Note

      Martine Rothblatt and United Therapeutics: A Series of Implausible Dreams

      By: Debora L. Spar and Julia M. Comeau
      Teaching Note for HBS Case No. 323-039. In 1990, satellite expert and Sirius XM founder Martine Rothblatt was determined to save the life of her seven-year-old daughter, Jenesis, who was diagnosed with a terminal illness called Pulmonary Arterial Hypertension (PAH). At... View Details
      Keywords: Pharmaceutical Companies; Technological And Scientific Innovation; Organ Donation; Health Care and Treatment; Health Disorders; Innovation and Invention; Growth and Development Strategy; Product Development; Pharmaceutical Industry; Pharmaceutical Industry; United States; District of Columbia
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      Spar, Debora L., and Julia M. Comeau. "Martine Rothblatt and United Therapeutics: A Series of Implausible Dreams." Harvard Business School Teaching Note 325-058, November 2024.
      • 2024
      • Working Paper

      A Gender Backlash: Does Exposure to Female Labor Market Participation Fuel Gender Conservatism?

      By: Paula Rettl, Diane Bolet, Catherine E. De Vries, Simone Cremaschi, Tarik Abou-Chadi and Sergi Pardos-Prado
      The growing participation of women in the labor market has marked a significant societal transformation, coinciding with the rise of gender conservatism and far-right support. We study whether the economic consequences of labor market feminization and gender backlash... View Details
      Keywords: Gender Bias; Gender Equality; Gender Inclusivity; Politics; Political Backlash; Political Culture; Conservatism; Gender; Government and Politics; Equality and Inequality; Prejudice and Bias; Labor
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      Rettl, Paula, Diane Bolet, Catherine E. De Vries, Simone Cremaschi, Tarik Abou-Chadi, and Sergi Pardos-Prado. "A Gender Backlash: Does Exposure to Female Labor Market Participation Fuel Gender Conservatism?" Harvard Business School Working Paper, No. 25-022, November 2024.
      • November–December 2024
      • Article

      High-Status Teammates: Award Evaluation in the National Basketball Association

      By: Dominika Kinga Randle and Letian Zhang
      Social evaluations proceed in stages. First, judges filter a broad pool of candidates and pick a subset for detailed assessment. Then, the chosen group undergoes a closer examination, during which winners are selected. At both stages of the process, judges are... View Details
      Keywords: Performance Evaluation; Prejudice and Bias; Groups and Teams; Status and Position; Sports Industry
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      Randle, Dominika Kinga, and Letian Zhang. "High-Status Teammates: Award Evaluation in the National Basketball Association." Organization Science 35, no. 6 (November–December 2024): 2294–2308.
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