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      • Faculty Publications  (413)

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      • March 2025
      • Case

      Metaphysic AI: Rethinking the Value of Human Expertise

      By: Zoë B. Cullen, Shikhar Ghosh and Shweta Bagai
      In early 2025, Thomas Graham, CEO of Metaphysic, a leading AI generative video company confronted fundamental questions about who should control digital identity in a world where AI could perfectly recreate human likeness. Founded in 2021, Metaphysic first rose to fame... View Details
      Keywords: Business Model; Ethics; AI and Machine Learning; Intellectual Property; Rights; Negotiation; Value; Motion Pictures and Video Industry; Technology Industry
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      Cullen, Zoë B., Shikhar Ghosh, and Shweta Bagai. "Metaphysic AI: Rethinking the Value of Human Expertise." Harvard Business School Case 825-146, March 2025.
      • February 2025 (Revised April 2025)
      • Case

      Institutional Neutrality, Restraint or Convenience?

      By: Clayton S. Rose, Nicole Zelazko and Alexis Lefort
      In the fall of 2023 and winter of 2024, college campuses across the U.S. experienced protests and encampments in the aftermath of the October 7, 2023 terrorist attack on Israel by the Islamist militant group Hamas, and Israel’s subsequent invasion of Gaza. These... View Details
      Keywords: Distribution; Cost vs Benefits; Ethics; Governance; Leadership; Crisis Management; Risk Management; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Change and Adaptation; Organizational Culture; Civil Society or Community; Social Issues; Adaptation; Disruption; Communication Strategy; Higher Education; United States
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      Rose, Clayton S., Nicole Zelazko, and Alexis Lefort. "Institutional Neutrality, Restraint or Convenience?" Harvard Business School Case 325-022, February 2025. (Revised April 2025.)
      • January 2025 (Revised April 2025)
      • Case

      Doing Business in Cairo: Navigating a Path to Economic Resilience

      By: A. Zelleke and Ahmed Dahawy
      Egypt has long been a pivotal force in the Middle East and North Africa. Located at a crossroads of global trade routes, the country was a strategic partner for numerous regional and global powers. However, a substantial currency devaluation in 2016 brought many... View Details
      Keywords: Egypt; Economy; Business; Country; Developing Countries and Economies; Economic Slowdown and Stagnation; Inflation and Deflation; Macroeconomics; Cross-Cultural and Cross-Border Issues; Globalized Economies and Regions; International Relations; Emerging Markets; Risk and Uncertainty; Culture; Egypt
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      Zelleke, A., and Ahmed Dahawy. "Doing Business in Cairo: Navigating a Path to Economic Resilience." Harvard Business School Case 325-090, January 2025. (Revised April 2025.)
      • January 2025
      • Technical Note

      AI vs Human: Analyzing Acceptable Error Rates Using the Confusion Matrix

      By: Tsedal Neeley and Tim Englehart
      This technical note introduces the confusion matrix as a foundational tool in artificial intelligence (AI) and large language models (LLMs) for assessing the performance of classification models, focusing on their reliability for decision-making. A confusion matrix... View Details
      Keywords: Reliability; Confusion Matrix; AI and Machine Learning; Decision Making; Measurement and Metrics; Performance
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      Neeley, Tsedal, and Tim Englehart. "AI vs Human: Analyzing Acceptable Error Rates Using the Confusion Matrix." Harvard Business School Technical Note 425-049, January 2025.
      • January 2025
      • Case

      North Forty: Managing Liquidity through Change

      By: Luis M. Viceira and Brad Towne
      This case explores the interaction between spending and investment decisions at a family office, specifically the family office of Jeff and Tricia Raikes, with special emphasis on the management of spending, portfolio investments, and asset liquidity in the presence of... View Details
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      Viceira, Luis M., and Brad Towne. "North Forty: Managing Liquidity through Change." Harvard Business School Case 225-061, January 2025.
      • Fall 2024
      • Article

      The Problem of Good Conduct Among Financial Advisers

      By: Mark Egan, Gregor Matvos and Amit Seru
      Households in the United States often rely on financial advisers for investment and savings decisions, yet there is a widespread perception that many advisers are dishonest. This distrust is not unwarranted: approximately one in fifteen advisers has a history of... View Details
      Keywords: Personal Finance; Behavioral Finance; Trust; Financial Services Industry
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      Egan, Mark, Gregor Matvos, and Amit Seru. "The Problem of Good Conduct Among Financial Advisers." Journal of Economic Perspectives 38, no. 4 (Fall 2024): 193–210.
      • 2024
      • Working Paper

      Igniting Innovation: Evidence from PyTorch on Technology Control in Open Collaboration

      By: Daniel Yue and Frank Nagle
      Many companies offer free access to their technology to encourage outside addon innovation, hoping to later profit by raising prices or harnessing the power of the crowd while continuing to steer the direction of innovation. They can achieve this balance by opening... View Details
      Keywords: Technological Innovation; Power and Influence; Collaborative Innovation and Invention; Corporate Governance
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      Yue, Daniel, and Frank Nagle. "Igniting Innovation: Evidence from PyTorch on Technology Control in Open Collaboration." Harvard Business School Working Paper, No. 25-013, September 2024.
      • August 2024 (Revised February 2025)
      • Case

      Novo Nordisk Foundation

      By: Debora L. Spar and Julia M. Comeau
      In 2024, Novo Nordisk A/S was one of the most profitable firms in the world, thanks largely to just two GLP-1-based drugs, Ozempic and Wegovy. Unusually, this incredibly profitable firm was controlled not by individual private shareholders, but by a non-profit... View Details
      Keywords: Pharmaceutical Companies; Diabetes; Obesity; Foundation; Non-profit Management; Profit; Corporate Governance; Business or Company Management; Corporate Social Responsibility and Impact; Expansion; Philanthropy and Charitable Giving; Nonprofit Organizations; Pharmaceutical Industry; Denmark; Europe
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      Spar, Debora L., and Julia M. Comeau. "Novo Nordisk Foundation." Harvard Business School Case 325-031, August 2024. (Revised February 2025.)
      • August 2024
      • Case

      Oculii

      By: Andy Wu and Lucas Defilippo
      It was a bright June day in 2016. Steven Hong, co-founder and COO of Oculii had just signed a letter of intent agreeing to a 51% stake acquisition by Nexteer Automotive, a global steering and driveline supplier company that developed advanced driver assistance systems... View Details
      Keywords: Automotive; Autonomous Vehicles; Wireless Communications; Mergers and Acquisitions; Communication Intention and Meaning; Intellectual Property; Growth Management; Negotiation Deal; Supply Chain; Auto Industry; Technology Industry
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      Wu, Andy, and Lucas Defilippo. "Oculii." Harvard Business School Case 725-380, August 2024.
      • July 2024 (Revised January 2025)
      • Case

      Rockefeller Philanthropy Advisors: Bringing Systematic Investment to Philanthropy

      By: Lauren Cohen, Hao Gao, Alexander Bischoff and Sophia Pan
      Melissa Berman, CEO of Rockefeller Philanthropy Advisors (RPA), evaluated her client’s philanthropy project and its mediocre performance. RPA was a segment of the Rockefeller Family Office’s Philanthropy Department, becoming an independent charity in 2002. Consistently... View Details
      Keywords: Philanthropy; Philanthropic Sector; Performance Evaluations; Social Network; Collaboration; Foundation; Due Diligence; Humanitarianism; Humanitarian Assistance; Grants; Expertise; HNW Products And Services; Donations; Impact; Advisor; Advice; Consulting; Funding; Consulting Services; Family Business; Cost vs Benefits; Developing Countries and Economies; Private Sector; Spending; Mission and Purpose; Philanthropy and Charitable Giving; Performance Evaluation; Nonprofit Organizations; Reputation; Social and Collaborative Networks; Social Issues; Wealth and Poverty; Consulting Industry; New York (city, NY); New York (state, US); United States
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      Cohen, Lauren, Hao Gao, Alexander Bischoff, and Sophia Pan. "Rockefeller Philanthropy Advisors: Bringing Systematic Investment to Philanthropy." Harvard Business School Case 225-005, July 2024. (Revised January 2025.)
      • July 2024
      • Case

      Stellar Development Foundation

      By: Shai Benjamin Bernstein, Scott Duke Kominers and George Gonzalez
      Blockchain pioneer Stellar Development Foundation oversees one of the earliest and largest crypto networks (Stellar) and the management of its native token XLM. The foundation partnered with cross-border payments provider MoneyGram to help on and off-ramp... View Details
      Keywords: Blockchain; Cryptocurrency; Payments; Business or Company Management; Networks; Partners and Partnerships; Currency; Entrepreneurship; Technology Industry
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      Bernstein, Shai Benjamin, Scott Duke Kominers, and George Gonzalez. "Stellar Development Foundation." Harvard Business School Case 824-060, July 2024.
      • June 2024
      • Case

      Metub: Scaling Influence beyond Vietnam

      By: Paul A. Gompers and Shu Lin
      Founded in 2014, Metub was a leading video and talent network in Vietnam. It managed over 3,000 channels on YouTube and more than 3,000 content creators. To expand creators’ income opportunities across multiple platforms, Metub had diversified beyond its original... View Details
      Keywords: Intellectual Property; Business or Company Management; Brands and Branding; Competition; Diversification; Expansion; Recruitment; Entrepreneurship; Media and Broadcasting Industry; Viet Nam; Southeast Asia
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      Gompers, Paul A., and Shu Lin. "Metub: Scaling Influence beyond Vietnam." Harvard Business School Case 824-137, June 2024.
      • June 2024
      • Teaching Note

      Dirk Nowitzki: Changing the Game

      By: Boris Groysberg, Katherine Connolly Baden and Robin Abrahams
      Teaching Note for HBS Case No. 420-031. NBA Superstar Dirk Nowitzki was unsure whether the 2018-19 season would be his last as an NBA player. He had not faced such uncertainty since 1998, when he had navigated a difficult decision regarding the timing of his move to... View Details
      Keywords: Problems and Challenges; Practice; Retirement; Work-Life Balance; Success; Knowledge Acquisition; Knowledge Sharing; Knowledge Use and Leverage; Growth and Development; Philanthropy and Charitable Giving; Performance; Sports Industry; United States
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      Groysberg, Boris, Katherine Connolly Baden, and Robin Abrahams. "Dirk Nowitzki: Changing the Game." Harvard Business School Teaching Note 424-100, June 2024.
      • June 2024
      • Case

      PRAN-RFL Group: A Diversified Family Business

      By: Christina R. Wing, Paul Wuensche and Brittany L. Logan
      The PRAN-RFL Group was founded in 1980 by Amjad Khan Chowdhury, and grew to become one of the largest conglomerates in Bangladesh in 2023. Throughout the years, Amjad established fast food chains, production manufacturing lines, retail stores, and his own foundation... View Details
      Keywords: Business Conglomerates; Family Business; Management Succession; Family Ownership; Retirement; Bangladesh
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      Wing, Christina R., Paul Wuensche, and Brittany L. Logan. "PRAN-RFL Group: A Diversified Family Business." Harvard Business School Case 624-101, June 2024.
      • May 2024 (Revised February 2025)
      • Case

      Lowe's: Improving the Total Home Strategy

      By: Elie Ofek, K. Shelette Stewart and Alicia Dadlani
      In 2023, Marvin Ellison, CEO of Lowe’s, contemplated enhancements to the company’s Total Home Strategy to accelerate performance and grow market share. In the last five years since becoming CEO, Ellison had championed a turnaround of the company, completing a... View Details
      Keywords: Growth and Development Strategy; E-commerce; Competition; Brands and Branding; Business Strategy; Retail Industry; United States; North Carolina
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      Ofek, Elie, K. Shelette Stewart, and Alicia Dadlani. "Lowe's: Improving the Total Home Strategy." Harvard Business School Case 524-054, May 2024. (Revised February 2025.)
      • 2024
      • Working Paper

      Old Moats for New Models: Openness, Control, and Competition in Generative AI

      By: Pierre Azoulay, Joshua L. Krieger and Abhishek Nagaraj
      Drawing insights from the field of innovation economics, we discuss the likely competitive environment shaping generative AI advances. Central to our analysis are the concepts of appropriability—whether firms in the industry are able to control the knowledge generated... View Details
      Keywords: Technological Innovation; AI and Machine Learning; Open Source Distribution; Policy
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      Azoulay, Pierre, Joshua L. Krieger, and Abhishek Nagaraj. "Old Moats for New Models: Openness, Control, and Competition in Generative AI." NBER Working Paper Series, No. 7442, May 2024.
      • March 2024 (Revised November 2024)
      • Case

      Kawasaki Heavy Industries Bets on Clean Hydrogen

      By: Gunnar Trumbull, Nobuo Sato and Akiko Kanno
      Kawasaki Heavy Industries (KHI), an engineering manufacturer headquartered in Japan, was aiming to scale up its hydrogen production and establish a global hydrogen supply chain. The initiative was in line with Japan's energy strategy, as the country seeks to transition... View Details
      Keywords: Renewable Energy; Demand and Consumers; Competition; Growth and Development Strategy; Infrastructure; Supply Chain; Manufacturing Industry; Energy Industry
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      Trumbull, Gunnar, Nobuo Sato, and Akiko Kanno. "Kawasaki Heavy Industries Bets on Clean Hydrogen." Harvard Business School Case 724-035, March 2024. (Revised November 2024.)
      • March 2024 (Revised June 2024)
      • Case

      The Annenberg Foundation: Promoting Diversity in the Investment Management Industry

      By: Randolph B. Cohen and Johnson Elugbadebo
      Keywords: Investment Management; Investing; Foundations; Fund Management; Diversity; Investment; Investment Funds; Financial Services Industry
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      Cohen, Randolph B., and Johnson Elugbadebo. "The Annenberg Foundation: Promoting Diversity in the Investment Management Industry." Harvard Business School Case 224-065, March 2024. (Revised June 2024.)
      • March 2024
      • Article

      Establishing the Foundation for Carbon Trading Markets

      By: Robert S. Kaplan, Karthik Ramanna and Marc Roston
      Poor measurement practices and inadequate controls have led to extensive trading of carbon offset instruments that do not materially reduce the supply of atmospheric GHG. We introduce five carbon offset accounting principles, built from fundamental financial-accounting... View Details
      Keywords: Carbon Offsetting; Accounting; Carbon Accounting; E-liabilities; Measurement; Trading; Environmental Accounting; Environmental Sustainability
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      Kaplan, Robert S., Karthik Ramanna, and Marc Roston. "Establishing the Foundation for Carbon Trading Markets." Accountability in a Sustainable World Quarterly 2, no. 2 (March 2024): 48–57.
      • 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
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      Gompers, Paul A., and Samir Saxena. "Tony Elumelu Foundation: Democratizing Luck Across Africa." Harvard Business School Case 224-055, February 2024.
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