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      • 2023
      • Working Paper

      In-Context Unlearning: Language Models as Few Shot Unlearners

      By: Martin Pawelczyk, Seth Neel and Himabindu Lakkaraju
      Machine unlearning, the study of efficiently removing the impact of specific training points on the trained model, has garnered increased attention of late, driven by the need to comply with privacy regulations like the Right to be Forgotten. Although unlearning is... View Details
      Keywords: AI and Machine Learning; Copyright; Information
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      Pawelczyk, Martin, Seth Neel, and Himabindu Lakkaraju. "In-Context Unlearning: Language Models as Few Shot Unlearners." Working Paper, October 2023.
      • 2023
      • Working Paper

      Interest-Rate Risk and Household Portfolios

      By: Sylvain Catherine, Max Miller, James Paron and Natasha Sarin
      How are households exposed to interest-rate risk? When rates fall, households face lower future expected returns but those holding long-term assets—disproportionately the wealthy and middle-aged—experience capital gains. We study the hedging demand for long-term assets... View Details
      Keywords: Portfolio Choice; Social Security; Interest Rates; Investment Portfolio; Equality and Inequality; Welfare
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      Catherine, Sylvain, Max Miller, James Paron, and Natasha Sarin. "Interest-Rate Risk and Household Portfolios." Working Paper, October 2023. (Reject and Resubmit, American Economic Review.)
      • 2023
      • Working Paper

      No Revenge for Nerds? Evaluating the Careers of Ivy League Athletes

      By: Natee Amornsiripanitch, Paul A. Gompers, George Hu, Will Levinson and Vladimir Mukharlyamov
      This paper compares the careers of Ivy League athletes to those of their non-athlete classmates. Combining team-level information on all Ivy League athletes from 1970 to 2021 with resume data for all Ivy League graduates, we examine both post-graduate education and... View Details
      Keywords: Outcome or Result; Higher Education; Personal Development and Career; Human Capital
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      Amornsiripanitch, Natee, Paul A. Gompers, George Hu, Will Levinson, and Vladimir Mukharlyamov. "No Revenge for Nerds? Evaluating the Careers of Ivy League Athletes." NBER Working Paper Series, No. 31753, October 2023.
      • 2023
      • Working Paper

      The Customer Journey as a Source of Information

      By: Nicolas Padilla, Eva Ascarza and Oded Netzer
      In the face of heightened data privacy concerns and diminishing third-party data access, firms are placing increased emphasis on first-party data (1PD) for marketing decisions. However, in environments with infrequent purchases, reliance on past purchases 1PD... View Details
      Keywords: Customer Journey; Privacy; Consumer Behavior; Analytics and Data Science; AI and Machine Learning; Customer Focus and Relationships
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      Padilla, Nicolas, Eva Ascarza, and Oded Netzer. "The Customer Journey as a Source of Information." Harvard Business School Working Paper, No. 24-035, October 2023. (Revised October 2023.)
      • September 2023
      • Teaching Note

      Esquel Group

      By: William C. Kirby and Noah B. Truwit
      Teaching Note for HBS Case Nos. 307-076 and 322-058. These cases focus on the experience of China's largest shirt manufacturer, Esquel Group, and how it manages various aspects of government relations in China and abroad. The A case identifies a wide variety of social... View Details
      Keywords: International Relations; Trade; Globalized Markets and Industries; Fashion Industry; China
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      Kirby, William C., and Noah B. Truwit. "Esquel Group." Harvard Business School Teaching Note 324-042, September 2023.
      • September 2023 (Revised January 2024)
      • Case

      AB InBev: Brewing Up Forecasts during COVID-19

      By: Mark Egan, C. Fritz Foley, Esel Cekin and Emilie Billaud
      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 workforce of 160,000 in 2020, AB InBev... View Details
      Keywords: Beer; Forecasting; COVID-19; Decision; Forecasting and Prediction; Analytics and Data Science; Crisis Management; Decisions; Financing and Loans; Investment Return; Resource Allocation; Distribution; Production; Business Processes; Strategic Planning; Health Pandemics; Digital Transformation; Markets; Food and Beverage Industry; Belgium; Europe; Latin America; North and Central America
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      Egan, Mark, C. Fritz Foley, Esel Cekin, and Emilie Billaud. "AB InBev: Brewing Up Forecasts during COVID-19." Harvard Business School Case 224-020, September 2023. (Revised January 2024.)
      • September 2023
      • Case

      Ada: Cultivating Investors

      By: Reza Satchu and Patrick Sanguineti
      Mike Murchison, co-founder and CEO of Ada, has an enviable dilemma. Launched in 2016 by Murchison and his co-founder David Hariri, Ada is an AI-native company that aims to revolutionize how businesses approach customer service. The company has already attracted a buzz,... View Details
      Keywords: Founder; Fundraising; Business Startups; Decisions; Entrepreneurship; Venture Capital; AI and Machine Learning; Technology Industry
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      Satchu, Reza, and Patrick Sanguineti. "Ada: Cultivating Investors." Harvard Business School Case 824-090, September 2023.
      • September 2023 (Revised September 2023)
      • Teaching Note

      Roche: Innovation and Access to Healthcare

      By: George Serafeim
      Teaching Note for HBS Case No. 123-075. In May 2022, Roche Group, one of the largest healthcare companies in the world, hosted its first investor event focused exclusively on its efforts to impact access to healthcare. While Roche had recently set an ambitious goal to... View Details
      Keywords: ESG; Access To Care; Healthcare; Healthcare Access; Innovation; Social Impact; Affordable; Health Care and Treatment; Innovation and Invention; Product Development; Resource Allocation; Corporate Social Responsibility and Impact; Health Industry
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      Serafeim, George. "Roche: Innovation and Access to Healthcare." Harvard Business School Teaching Note 124-028, September 2023. (Revised September 2023.)
      • 2023
      • Working Paper

      Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of AI on Knowledge Worker Productivity and Quality

      By: Fabrizio Dell'Acqua, Edward McFowland III, Ethan Mollick, Hila Lifshitz-Assaf, Katherine C. Kellogg, Saran Rajendran, Lisa Krayer, François Candelon and Karim R. Lakhani
      The public release of Large Language Models (LLMs) has sparked tremendous interest in how humans will use Artificial Intelligence (AI) to accomplish a variety of tasks. In our study conducted with Boston Consulting Group, a global management consulting firm, we examine... View Details
      Keywords: Large Language Model; AI and Machine Learning; Performance Efficiency; Performance Improvement
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      Dell'Acqua, Fabrizio, Edward McFowland III, Ethan Mollick, Hila Lifshitz-Assaf, Katherine C. Kellogg, Saran Rajendran, Lisa Krayer, François Candelon, and Karim R. Lakhani. "Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of AI on Knowledge Worker Productivity and Quality." Harvard Business School Working Paper, No. 24-013, September 2023.
      • September 2023 (Revised February 2024)
      • Case

      Accelerating with Caution: Forecasting and Managing birddogs' Growth

      By: Mark Egan
      As 2017 was drawing to a close, birddogs’ founder and CEO, Peter Baldwin, was working with his CFO Jack Sullivan to prepare for 2018. Their task at hand? To predict the demand for their product in the coming season, determine the appropriate investments in working... View Details
      Keywords: Inventory; Working Capital; Forecasting and Prediction; Organizational Change and Adaptation; Financing and Loans; Apparel and Accessories Industry
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      Egan, Mark. "Accelerating with Caution: Forecasting and Managing birddogs' Growth." Harvard Business School Case 224-023, September 2023. (Revised February 2024.)
      • September 2023 (Revised June 2024)
      • Case

      CyberArk: Fearlessly Forward in a Digital World

      By: David B. Yoffie and Daniela Beyersdorfer
      CyberArk was a leader in privileged access management and was an emerging leader in security identity. This case explores strategies in cybersecurity and whether big bets are needed to become a global leader. View Details
      Keywords: Cybersecurity; Strategy; Technological Innovation; Technology Industry
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      Yoffie, David B., and Daniela Beyersdorfer. "CyberArk: Fearlessly Forward in a Digital World." Harvard Business School Case 724-382, September 2023. (Revised June 2024.)
      • September 2023 (Revised October 2024)
      • Case

      Forecasting Climate Risks: Aviva’s Climate Calculus

      By: Mark Egan and Peter Tufano
      In late 2021, Ben Carr, Director of Analytics and Capital Modeling at Aviva Plc (Aviva)—a leading insurer with core operations in the UK, Ireland and Canada,—was preparing for an upcoming presentation before the company's board which included its CEO, Amanda Blanc,... View Details
      Keywords: Climate Risk; Climate Finance; Forecasting; Insurance; Risk Measurement; Climate Change; Risk Management; Forecasting and Prediction; Insurance Industry; United States
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      Egan, Mark, and Peter Tufano. "Forecasting Climate Risks: Aviva’s Climate Calculus." Harvard Business School Case 224-025, September 2023. (Revised October 2024.)
      • September 2023
      • Supplement

      Accelerating with Caution: Forecasting and Managing birddogs’ Growth (B)

      By: Mark Egan
      As 2017 was drawing to a close, birddogs’ founder and CEO, Peter Baldwin, was working with his CFO Jack Sullivan to prepare for 2018. Their task at hand? To predict the demand for their product in the coming season, determine the appropriate investments in working... View Details
      Keywords: Working Capital; Forecasting and Prediction; Expansion; Production; Apparel and Accessories Industry
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      Egan, Mark. "Accelerating with Caution: Forecasting and Managing birddogs’ Growth (B)." Harvard Business School Supplement 224-024, September 2023.
      • September 2023
      • Case

      Healthy.io: The Negotiation for the Medical Selfie

      By: Amit Goldenberg and Kumba Sennaar
      Healthy.io, an Israeli digital health company, prepares to enter the U.S. market with its chronic kidney disease test. A product safety approval is delayed, putting the company’s cash runway at risk. How should the CEO negotiate his offer to insurance companies ahead... View Details
      Keywords: Negotiation; Entrepreneurship; Venture Capital; Operations; Business Startups; Market Entry and Exit; Health Industry; Israel; United Kingdom; United States
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      Goldenberg, Amit, and Kumba Sennaar. "Healthy.io: The Negotiation for the Medical Selfie." Harvard Business School Case 924-001, September 2023.
      • September 2023 (Revised July 2024)
      • Case

      Honest Jobs: A Path to Redemption

      By: Paul A. Gompers and Jeffrey Barkas
      Founded by a formerly incarcerated job seeker, Honest Jobs' mission is to be the hub where people with criminal records come to build careers and employers come to find great talent. Honest Jobs faced early challenges as a two-sided platform for justice-involved job... View Details
      Keywords: Business Startups; Venture Capital; Recruitment; Entrepreneurial Finance; Selection and Staffing; Digital Platforms; Job Search; Mission and Purpose; Expansion; Employment Industry; United States; Colorado; Ohio; Texas
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      Gompers, Paul A., and Jeffrey Barkas. "Honest Jobs: A Path to Redemption." Harvard Business School Case 224-010, September 2023. (Revised July 2024.)
      • September 2023 (Revised March 2024)
      • Case

      ReMo Energy: Sizing Up Investors

      By: Jeffrey J. Bussgang and Tom Quinn
      In 2023, executives with ReMo Energy (founded 2020) were deciding which size ammonia plant to build as their first project. Their innovative model produced ammonia—useful for making fertilizer and for energy storage—from renewable energy, and they had received funding... View Details
      Keywords: Factories, Labs, and Plants; Business Startups; Cost vs Benefits; Design; Energy Conservation; Energy Generation; Renewable Energy; Venture Capital; Investment Return; Goods and Commodities; Size; Infrastructure; Risk and Uncertainty; Science-Based Business; Commercialization; Technological Innovation; Chemical Industry; Energy Industry; Green Technology Industry; United States; Boston
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      Bussgang, Jeffrey J., and Tom Quinn. "ReMo Energy: Sizing Up Investors." Harvard Business School Case 824-027, September 2023. (Revised March 2024.)
      • September–October 2023
      • Article

      What Does 'Stakeholder Capitalism' Mean to You?: A Guide to the Four Main Types

      By: Lynn S. Paine
      Business leaders are being urged to adopt a multistakeholder approach to governance in place of the shareholder-centered approach that has guided their work for several decades. But through hundreds of interviews with directors, executives, investors, governance... View Details
      Keywords: Stakeholder Capitalism; Corporate Governance; Business and Shareholder Relations; Business and Stakeholder Relations; Organizational Structure; Trust
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      Paine, Lynn S. "What Does 'Stakeholder Capitalism' Mean to You? A Guide to the Four Main Types." Harvard Business Review 101, no. 5 (September–October 2023): 108–119. (Reprinted in HBR’s 10 Must Reads 2025: The Definitive Management Ideas of the Year from Harvard Business Review 2025, Boston, Mass: Harvard Business Review Press, 2025, pp. 115-132.))
      • August 2023
      • Case

      Constellation Pharmaceuticals: Corporate Development at a Novel Therapeutic Company

      By: Satish Tadikonda and Brad Prosek
      Constellation Pharmaceuticals was a company focused on epigenetic therapies for cancer patients. Despite a promising start and an early deal with a leading biopharma company, the company weathered twin setbacks in the end of a major research collaboration and the... View Details
      Keywords: Mergers and Acquisitions; Health Care and Treatment; Organizational Change and Adaptation; Research and Development; Business Strategy; Partners and Partnerships; Goals and Objectives; Pharmaceutical Industry; United States
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      Tadikonda, Satish, and Brad Prosek. "Constellation Pharmaceuticals: Corporate Development at a Novel Therapeutic Company." Harvard Business School Case 824-032, August 2023.
      • 2023
      • Working Paper

      LALIGA—From a Soccer Competition Organizer to a Global Player in the Sports and Entertainment Industry

      By: Stephen A. Greyser, Kenneth Cortsen and Juan Fuentes Fernández
      LALIGA, the first- and second-tier professional soccer league (known as “football” outside of the U.S. and Canada) in Spain, enters its 100th soccer season later this decade. The most popular game in the world (Giulianotti, 2012) has gone through many changes since... View Details
      Keywords: Soccer; "Sports Organizations,; Business History; Strategy; Brands and Branding; Technology Adoption; Sports Industry
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      Greyser, Stephen A., Kenneth Cortsen, and Juan Fuentes Fernández. "LALIGA—From a Soccer Competition Organizer to a Global Player in the Sports and Entertainment Industry." Harvard Business School Working Paper, No. 24-009, August 2023.
      • August 2023 (Revised February 2024)
      • Case

      DexAI

      By: Jo Tango and Christina Wallace
      During a challenging fundraising environment, the DexAI founders received two term sheets with nearly identical economic terms but very different legal ones. The entrepreneurs had to navigate: representations and warranties (their personal guarantees that the company's... View Details
      Keywords: Venture Capital Term Sheet; Term Sheet; Term Sheets; Founders; Legal Aspects Of Business; Seed Financing; Founders' Agreements; Venture Capital; Entrepreneurship; Financing and Loans; Intellectual Property; Entrepreneurial Finance; Contracts; Business Startups; Agreements and Arrangements
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      Tango, Jo, and Christina Wallace. "DexAI." Harvard Business School Case 824-030, August 2023. (Revised February 2024.)
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