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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.
      • September 2023 (Revised June 2024)
      • Case

      Kaspi.kz: Building Trust through Innovation

      By: Sandra J. Sucher, Fares Khrais and Marilyn Morgan Westner
      This case is written to help students explore how companies can maintain and develop trust while innovating, how to identify and respond effectively to warning signs that they may not be as trusted as they believe, and how being trusted can aid in expanding and growing... View Details
      Keywords: Growth and Development Strategy; Organizational Culture; Trust; Technology Adoption; Innovation and Invention; Banking Industry
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      Sucher, Sandra J., Fares Khrais, and Marilyn Morgan Westner. "Kaspi.kz: Building Trust through Innovation." Harvard Business School Case 324-022, September 2023. (Revised June 2024.)
      • September 2023
      • Supplement

      CMA CGM: Reducing the Carbon Footprint of Container Shipping

      By: Willy Shih
      Marine transport is the most cost-effective way to move large volumes over long distances, and container shipping is the backbone of international trade in goods. Yet shipping contributed 3% of worldwide greenhouse gas emissions, and the deep-sea segment, which... View Details
      Keywords: Container Shipping; Decarbonization; Energy Efficiency; Logistics; Supply Chain; Trade; Environmental Regulation; Governance Compliance; Ship Transportation; Transportation Industry; Shipping Industry; Europe; Asia; North America
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      Shih, Willy. "CMA CGM: Reducing the Carbon Footprint of Container Shipping." Harvard Business School Spreadsheet Supplement 624-710, September 2023. (This is for instructors only.)
      • September 2023
      • Supplement

      CMA CGM: Reducing the Carbon Footprint of Container Shipping

      By: Willy Shih
      Marine transport is the most cost-effective way to move large volumes over long distances, and container shipping is the backbone of international trade in goods. Yet shipping contributed 3% of worldwide greenhouse gas emissions, and the deep-sea segment, which... View Details
      Keywords: Container Shipping; Decarbonization; Energy Efficiency; Logistics; Supply Chain; Trade; Environmental Regulation; Governance Compliance; Ship Transportation; Transportation Industry; Shipping Industry; Europe; Asia; North America
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      Shih, Willy. "CMA CGM: Reducing the Carbon Footprint of Container Shipping." Harvard Business School PowerPoint Supplement 624-018, September 2023.
      • September 2023
      • Teaching Note

      CMA CGM: Reducing the Carbon Footprint of Container Shipping

      By: Willy Shih
      Teaching Note for HBS Case No. 623-006. Marine transport is the most cost-effective way to move large volumes over long distances, and container shipping is the backbone of international trade in goods. Yet shipping contributed 3% of worldwide greenhouse gas emissions,... View Details
      Keywords: Greenhouse Gas Emissions; Ship Transportation; Environmental Sustainability; Environmental Regulation; Trade; Energy Conservation; Transportation Industry; Shipping Industry; Europe
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      Shih, Willy. "CMA CGM: Reducing the Carbon Footprint of Container Shipping." Harvard Business School Teaching Note 624-019, September 2023.
      • September 2023 (Revised December 2023)
      • Case

      TetraScience: Noise and Signal

      By: Thomas R. Eisenmann and Tom Quinn
      In 2019, TetraScience CEO “Spin” Wang needed advice. Five years earlier, he had cofounded a startup that saw early success with a hardware product designed to help laboratory scientists in the biotechnology and pharmaceutical spaces more easily collect data from... View Details
      Keywords: Entrepreneurship; Business Growth and Maturation; Business Organization; Restructuring; Forecasting and Prediction; Digital Platforms; Analytics and Data Science; AI and Machine Learning; Organizational Structure; Network Effects; Competitive Strategy; Biotechnology Industry; Pharmaceutical Industry; United States; Boston
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      Eisenmann, Thomas R., and Tom Quinn. "TetraScience: Noise and Signal." Harvard Business School Case 824-024, September 2023. (Revised December 2023.)
      • September 2023
      • Supplement

      CMA CGM: Reducing the Carbon Footprint of Container Shipping

      By: Willy C. Shih
      Marine transport is the most cost-effective way to move large volumes over long distances, and container shipping is the backbone of international trade in goods. Yet shipping contributed 3% of worldwide greenhouse gas emissions, and the deep-sea segment, which... View Details
      Keywords: Container Shipping; Trade Links; Decarbonization; Environmental Strategies; Environmental Impact; Globalization; Trade; Environmental Regulation; Supply Chain; Logistics; Shipping Industry; European Union; Asia; North America
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      Shih, Willy C. "CMA CGM: Reducing the Carbon Footprint of Container Shipping." Harvard Business School Supplement 624-708, September 2023.
      • September 2023 (Revised July 2024)
      • Case

      Going Mobile-First? The Digital Transformation of Davivienda Bank in Colombia

      By: Jorge Tamayo and Jenyfeer Martinez Buitrago
      Set in 2017, this case describes the digital transformation strategy of Davivienda—a leading player in Colombia’s commercial banking and one of the companies belonging to Grupo Bolívar, a major Colombian financial conglomerate. The case also describes the pioneer role... View Details
      Keywords: Change Management; Transformation; Decision Choices and Conditions; Information Technology; Digital Strategy; Digital Transformation; Internet and the Web; Mobile and Wireless Technology; Innovation and Management; Innovation Strategy; Growth and Development Strategy; Business Strategy; Banking Industry; Latin America; Central America; South America; Colombia
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      Tamayo, Jorge, and Jenyfeer Martinez Buitrago. "Going Mobile-First? The Digital Transformation of Davivienda Bank in Colombia." Harvard Business School Case 724-389, September 2023. (Revised July 2024.)
      • September 2023 (Revised April 2024)
      • Case

      Atomwise: Strategic Opportunities in AI for Pharma

      By: Satish Tadikonda
      Abraham Heifets and his co-founder, Izhar Wallach, had founded Atomwise to develop i) an AI engine to transform drug discovery by creating better medicines faster, and ii) a machine learning-based discovery engine that combined the power of convolutional neural... View Details
      Keywords: Business Model; Business Startups; AI and Machine Learning; Science-Based Business; Technological Innovation; Biotechnology Industry; Pharmaceutical Industry
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      Tadikonda, Satish. "Atomwise: Strategic Opportunities in AI for Pharma." Harvard Business School Case 824-043, September 2023. (Revised April 2024.)
      • September 2023
      • Article

      (Not) Paying for Diversity: Repugnant Market Concerns Associated with Transactional Approaches to Diversity Recruitment

      By: Summer R. Jackson
      In a 20-month ethnographic study, I examine how a technology firm, ShopCo (a pseudonym), considered 13 different recruitment platforms to attract racial minority engineering candidates. I find that when choosing whether to adopt recruitment platforms focused on racial... View Details
      Keywords: Technology Adoption; Recruitment; Race; Organizational Change and Adaptation
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      Jackson, Summer R. "(Not) Paying for Diversity: Repugnant Market Concerns Associated with Transactional Approaches to Diversity Recruitment." Administrative Science Quarterly 68, no. 3 (September 2023): 824–866.
      • 2025
      • Working Paper

      Global Harms, Local Profits: How the Uneven Costs of Natural Disasters Affect Support for Green Political Platforms

      By: Silvia Pianta and Paula Rettl
      Large-scale fires are becoming increasingly common due to climate change. While conventional wisdom suggests that firsthand experiences with natural disasters foster green coalitions by raising awareness of environmental degradation, we propose an alternative... View Details
      Keywords: Climate Impact; Politics; Environmental Issues; Environmental Protection; Economic Analysis; Economic Behavior; Economic Geography; Economy; Economics; Climate Change; Environmental Management; Political Elections; Natural Disasters; Green Technology; Environmental Sustainability; Latin America; Brazil
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      Pianta, Silvia, and Paula Rettl. "Global Harms, Local Profits: How the Uneven Costs of Natural Disasters Affect Support for Green Political Platforms." Harvard Business School Working Paper, No. 24-023, September 2023. (Revised June 2025.)
      • September–October 2023
      • Article

      Reskilling in the Age of AI

      By: Jorge Tamayo, Leila Doumi, Sagar Goel, Orsolya Kovács-Ondrejkovic and Raffaella Sadun
      In the coming decades, as the pace of technological change continues to increase, millions of workers may need to be not just upskilled but reskilled—a profoundly complex societal challenge that will sometimes require workers to both acquire new skills and... View Details
      Keywords: Competency and Skills; AI and Machine Learning; Training; Adaptation; Employees; Digital Transformation
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      Tamayo, Jorge, Leila Doumi, Sagar Goel, Orsolya Kovács-Ondrejkovic, and Raffaella Sadun. "Reskilling in the Age of AI." Harvard Business Review 101, no. 5 (September–October 2023): 56–65.
      • 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

      Toby Norman: Is Passion Enough for Simprints to Thrive?

      By: Jon M. Jachimowicz, Amram Migdal and Max Hancock
      As co-founder and CEO of Simprints—a social enterprise with the mission to “transform the way the world fights poverty"—Toby Norman was at a crossroads. His organization had developed ground-breaking technology used to verify aid delivery, reached more than 2.5 million... View Details
      Keywords: Mission and Purpose; Motivation and Incentives; Social Enterprise; Employees; Growth and Development Strategy
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      Jachimowicz, Jon M., Amram Migdal, and Max Hancock. "Toby Norman: Is Passion Enough for Simprints to Thrive?" Harvard Business School Case 424-015, August 2023. (Revised February 2024.)
      • August 2023 (Revised September 2023)
      • Case

      T.G.S. Transportation: Battery Electric or Hydrogen?

      By: Willy C. Shih
      Peter Schneider, the President of T.G.S. Transportation, Inc., faced a choice. His company operated drayage trucks that moved containerized cargo between the Ports of Los Angeles, Long Beach, and Oakland to customers across the State of California, with a focus on the... View Details
      Keywords: Decarbonization; Clean Technology; Energy; Energy Policy; Renewable Energy; Environmental Sustainability; Truck Transportation; Transportation Industry; United States; California
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      Shih, Willy C. "T.G.S. Transportation: Battery Electric or Hydrogen?" Harvard Business School Case 624-032, August 2023. (Revised September 2023.)
      • August 2023 (Revised January 2024)
      • Case

      Three Vignettes of Early Careers in the Life Sciences

      By: Satish Tadikonda, Jacqueline Grant and William Marks
      The case showcases three vignettes of career choice scenarios facing new graduates. How one navigates and handles these situations can have a significant impact on careers overall, with each vignette representing a situation likely to be experienced by most students in... View Details
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      Tadikonda, Satish, Jacqueline Grant, and William Marks. "Three Vignettes of Early Careers in the Life Sciences." Harvard Business School Case 824-054, August 2023. (Revised January 2024.)
      • August 2023
      • Case

      Kariyer.net: Recruiting AI

      By: Shunyuan Zhang, Fares Khrais and Namrata Arora
      In 2017, Fatih Uysal (AMP 2021) became CEO of Kariyer.net. By then, the business was already the industry leading online job board in Turkey. However, faced with stalling growth, a turbulent macroenvironment, and growing competition from international players, Uysal... View Details
      Keywords: Online Technology; Marketing; Websites; Artificial Intelligence; Innovation; Two-sided Platforms; Internet and the Web; Product Launch; Product Positioning; Job Search; Employment; Transformation; Volatility; Innovation and Invention; Disruptive Innovation; Management Practices and Processes; Business Growth and Maturation; Competitive Strategy; Business Startups; Talent and Talent Management; Cost vs Benefits; Macroeconomics; Corporate Entrepreneurship; Emerging Markets; Digital Platforms; Information Technology Industry; Information Technology Industry; Information Technology Industry; Middle East; Turkey
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      Zhang, Shunyuan, Fares Khrais, and Namrata Arora. "Kariyer.net: Recruiting AI." Harvard Business School Case 524-014, August 2023.
      • August 2023 (Revised August 2023)
      • Case

      Sky Therapeutics: Innovating in Digital Therapeutics

      By: Satish Tadikonda, Olivia Reszczynski and William Marks
      Shad Faraz and Alex Youssef were intrigued by the opportunities in the relatively new area of Digital Therapeutics. Despite initial successes, early entrants had struggled with reimbursement and revenue-predictability challenges. However, venture investors still... View Details
      Keywords: Business Startups; Entrepreneurship; Mission and Purpose; Technology Industry; Technology Industry
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      Tadikonda, Satish, Olivia Reszczynski, and William Marks. "Sky Therapeutics: Innovating in Digital Therapeutics." Harvard Business School Case 824-023, August 2023. (Revised August 2023.)
      • August 2023
      • Article

      What About the Race Between Technology and Education in the Global South? Comparing Skill-premiums in Colonial Africa and Asia

      By: Ewout Frankema and Marlous van Waijenburg
      Historical research on the race between education and technology has focused on the West but barely touched upon ‘the rest’. A new occupational wage database for 50 African and Asian economies allows us to compare long-run patterns in skill premiums across the colonial... View Details
      Keywords: Skill Premium; Human Capital; Wages; History; Education; Africa; Asia
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      Frankema, Ewout, and Marlous van Waijenburg. "What About the Race Between Technology and Education in the Global South? Comparing Skill-premiums in Colonial Africa and Asia." Economic History Review 76, no. 3 (August 2023): 941–978.
      • 2025
      • Working Paper

      When Where Watt: Harnessing the Value of Time and Location for Renewable Electricity Generation

      By: Vishrut Rana, Christian Kaps and Serguei Netessine
      Problem definition: Investments in renewable energy have surged worldwide in recent years, with over $2 trillion spent globally on clean energy. This surge was driven by growing policy support, concerns about energy security, and, most importantly, the cost... View Details
      Keywords: Wind Power; Electricity Distribution; Renewable Energy; Profit; Investment Return; Factories, Labs, and Plants; Geographic Location; Revenue; Energy Industry; Utilities Industry
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      Rana, Vishrut, Christian Kaps, and Serguei Netessine. "When Where Watt: Harnessing the Value of Time and Location for Renewable Electricity Generation." Working Paper, January 2025.
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