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      • June 2024 (Revised September 2024)
      • Case

      Driving Scale with Otto

      By: Rebecca Karp, David Allen and Annelena Lobb
      This case asks how startup founders make scaling decisions in light of their priorities for their business and for themselves. Otto was a technology company that applied artificial intelligence technology to sales. It deployed natural language processing to find sales... View Details
      Keywords: Artificial Intelligence; Natural Language Processing; B2B; B2B Innovation; Scaling; Scaling Tech Ventures; Business Startups; AI and Machine Learning; Finance; Sales; Business Strategy; Growth and Development Strategy; Entrepreneurship; Information Technology Industry; United States; Cambridge; New York (city, NY); Spain
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      Karp, Rebecca, David Allen, and Annelena Lobb. "Driving Scale with Otto." Harvard Business School Case 724-407, June 2024. (Revised September 2024.)
      • June 2024 (Revised March 2025)
      • Case

      Wemade: (Re)Establishing Trust in Blockchain Games (A)

      By: Jung Koo Kang, Charles C.Y. Wang, David Allen and Kwangmoon So
      This case explores the fundamental challenges and accounting issues arising from the integration of blockchain technology into traditional business models. It features Wemade, a South Korean online gaming company that has staked its future on blockchain-based games.... View Details
      Keywords: Blockchain; Cryptocurrency; Video Games; Accounting; Financial Reporting; Revenue Recognition; Games, Gaming, and Gambling; Corporate Disclosure; Information Technology; Technology Adoption; Information Technology Industry; Information Technology Industry; Information Technology Industry; South Korea
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      Kang, Jung Koo, Charles C.Y. Wang, David Allen, and Kwangmoon So. "Wemade: (Re)Establishing Trust in Blockchain Games (A)." Harvard Business School Case 124-025, June 2024. (Revised March 2025.)
      • 2024
      • Working Paper

      Advancing Personalization: How to Experiment, Learn & Optimize

      By: Aurelie Lemmens, Jason M.T. Roos, Sebastian Gabel, Eva Ascarza, Hernan Bruno, Elea McDonnell Feit, Brett Gordon, Ayelet Israeli, Carl F. Mela and Oded Netzer
      Personalization has become the heartbeat of modern marketing. Advances in causal inference and machine learning enable companies to understand how the same marketing action can impact the choices of individual customers differently. This article provides an academic... View Details
      Keywords: Personalization; Targeting; Experiments; Observational Studies; Policy Implementation; Policy Evaluation; Customization and Personalization; Marketing Strategy; AI and Machine Learning
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      Lemmens, Aurelie, Jason M.T. Roos, Sebastian Gabel, Eva Ascarza, Hernan Bruno, Elea McDonnell Feit, Brett Gordon, Ayelet Israeli, Carl F. Mela, and Oded Netzer. "Advancing Personalization: How to Experiment, Learn & Optimize." Working Paper, July 2024. (Revised March 2025.)
      • June 2024
      • Case

      Building Innovation at VINCI

      By: Dennis Campbell, Aluna Wang and Carlota Moniz
      This case study explores how the VINCI Group, a French multinational operating in concessions, energy, and construction, bolstered awareness and adoption rates of new technologies within the organization. Through its separate innovation hub, Leonard, VINCI aimed to... View Details
      Keywords: Business Model; Business Organization; Decisions; Business Earnings; Business Strategy; Competition; Energy; Corporate Entrepreneurship; Values and Beliefs; Global Range; Global Strategy; Cross-Cultural and Cross-Border Issues; Multinational Firms and Management; Globalized Markets and Industries; Corporate Accountability; Collaborative Innovation and Invention; Disruptive Innovation; Innovation and Management; Innovation Strategy; Technological Innovation; Knowledge Sharing; Organizational Culture; Technology Adoption; Innovation Leadership; Organizational Structure; Technology Industry; Technology Industry; Technology Industry; France; Europe
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      Campbell, Dennis, Aluna Wang, and Carlota Moniz. "Building Innovation at VINCI." Harvard Business School Case 124-092, June 2024.
      • June 2024
      • Article

      Going Digital: Implications for Firm Value and Performance

      By: Wilbur Chen and Suraj Srinivasan
      We examine firm value and performance implications of the growing trend of non-technology companies engaging in digital transformation. We measure digital activities in firms based on the disclosure of digital words in the business description section of 10-Ks. Digital... View Details
      Keywords: Digital Technologies; Valuation; Return Predictability; Financial Statement Analysis; Performance; Value; Information Technology
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      Chen, Wilbur, and Suraj Srinivasan. "Going Digital: Implications for Firm Value and Performance." Review of Accounting Studies 29, no. 2 (June 2024): 1619–1665.
      • June 2024
      • Article

      Real Growth in Space Manufacturing Output Substantially Exceeds Growth in the Overall Space Economy

      By: Tina Highfill and Matthew Weinzierl
      Accurately measuring real economic output in the space economy is made difficult by the rapid increase in capabilities and decrease in prices of launch and satellite technologies achieved over the past two decades. Nominal measures of output in space will tend to... View Details
      Keywords: Technological Innovation; Economic Growth; Price; Production; Aerospace Industry
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      Highfill, Tina, and Matthew Weinzierl. "Real Growth in Space Manufacturing Output Substantially Exceeds Growth in the Overall Space Economy." Acta Astronautica 219 (June 2024): 236–242.
      • Summer 2024
      • Article

      The Business Revolution: Economy-Wide Impacts of Artificial Intelligence and Digital Platforms

      By: Hanna Halaburda, Jeffrey Prince, D. Daniel Sokol and Feng Zhu
      In this essay, we identify several themes of the digital business transformation, with a particular focus on the economy-wide impacts of artificial intelligence and digital platforms. In doing so, we highlight specific industries, beyond just the high-profile “Big... View Details
      Keywords: Digital Transformation; Digital Platforms; AI and Machine Learning
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      Halaburda, Hanna, Jeffrey Prince, D. Daniel Sokol, and Feng Zhu. "The Business Revolution: Economy-Wide Impacts of Artificial Intelligence and Digital Platforms." Journal of Economics & Management Strategy 33, no. 2 (Summer 2024): 269–275.
      • June 2024
      • Article

      The Monitoring Role of Social Media

      By: Jonas Heese and Joseph Pacelli
      In this study, we examine whether social media activity can reduce corporate misconduct. We use the staggered introduction of 3G mobile broadband access across the United States to identify exogenous increases in social media activity and test whether access to 3G... View Details
      Keywords: Corporate Misconduct; Twitter; Corporate Accountability; Mobile and Wireless Technology; Social and Collaborative Networks
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      Heese, Jonas, and Joseph Pacelli. "The Monitoring Role of Social Media." Review of Accounting Studies 29, no. 2 (June 2024): 1666–1706.
      • June 2024
      • Article

      Valuing the Societal Impact of Medicines and Other Health Technologies: A User Guide to Current Best Practices

      By: Jason Shafrin, Jaehong Kim, Joshua T. Cohen, Louis P. Garrison, Dana A. Goldman, Jalpa A. Doshi, Joshua Krieger, Darius N. Lakdawalla, Peter J. Neumann, Charles E. Phelps, Melanie D. Whittington and Richard Willke
      This study argues that value assessment conducted from a societal perspective should rely on the Generalized Cost-Effectiveness Analysis (GCEA) framework proposed herein. Recently developed value assessment inventories—such as the Second Panel on Cost-Effectiveness’s... View Details
      Keywords: Health Care and Treatment; Valuation; Cost vs Benefits; Society
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      Shafrin, Jason, Jaehong Kim, Joshua T. Cohen, Louis P. Garrison, Dana A. Goldman, Jalpa A. Doshi, Joshua Krieger, Darius N. Lakdawalla, Peter J. Neumann, Charles E. Phelps, Melanie D. Whittington, and Richard Willke. "Valuing the Societal Impact of Medicines and Other Health Technologies: A User Guide to Current Best Practices." Forum of Health Economics and Policy 27, no. 1 (June 2024): 29–116.
      • June 2024 (Revised August 2024)
      • Technical Note

      Web3 Business Model Design for Entrepreneurs

      By: Shikhar Ghosh and Liang Wu
      Keywords: Web3; Internet and the Web
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      Ghosh, Shikhar, and Liang Wu. "Web3 Business Model Design for Entrepreneurs." Harvard Business School Technical Note 824-177, June 2024. (Revised August 2024.)
      • 2024
      • Case

      EPCorp: Sell on Amazon or Invest in Our Data?

      By: Jacob M. Cook
      Amidst a history of exponential growth, Electronic Products Company (EPCorp) finds itself at a crossroads as its once thriving retail presence faces a downturn, despite hefty investments into a promising new direct-to-consumer e-commerce platform. Shivani, EPCorp s... View Details
      Keywords: E-commerce; Technology Adoption; Cost vs Benefits; Organizational Culture; Retail Industry
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      Cook, Jacob M. "EPCorp: Sell on Amazon or Invest in Our Data?" Harvard Business Publishing Case, 2024. (Quick Case.)
      • May 2024
      • Supplement

      gWorks (A)

      By: Richard S. Ruback and Royce Yudkoff
      In January of 2019, Joe Heieck, CEO of gWorks, was deciding whether to proceed with his acquisition of Data Tech, that was a business roughly the same size as gWorks. gWorks, which provided geospatial software to small city and rural county governments, was acquired by... View Details
      Keywords: Acquisition; Small Business; Cost vs Benefits; Decisions; Business Education; Corporate Entrepreneurship; Leadership Style; Leading Change; Business or Company Management; Problems and Challenges; Talent and Talent Management; Customer Relationship Management; Technology Adoption; Information Infrastructure; Digital Platforms; Growth Management; Applications and Software; Risk and Uncertainty; Technology Industry; United States
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      Ruback, Richard S., and Royce Yudkoff. "gWorks (A)." Harvard Business School Multimedia/Video Supplement 224-721, May 2024.
      • May 2024
      • Supplement

      gWorks (B)

      By: Richard S. Ruback and Royce Yudkoff
      In January of 2019, Joe Heieck, CEO of gWorks, was deciding whether to proceed with his acquisition of Data Tech, that was a business roughly the same size as gWorks. gWorks, which provided geospatial software to small city and rural county governments, was acquired by... View Details
      Keywords: Acquisition; Small Business; Cost vs Benefits; Decisions; Business Education; Corporate Entrepreneurship; Leadership Style; Leading Change; Business or Company Management; Problems and Challenges; Talent and Talent Management; Customer Relationship Management; Technology Adoption; Information Infrastructure; Digital Platforms; Growth Management; Applications and Software; Risk and Uncertainty; Technology Industry; United States
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      Ruback, Richard S., and Royce Yudkoff. "gWorks (B)." Harvard Business School Multimedia/Video Supplement 224-722, May 2024.
      • May 2024
      • Case

      SofMedica Group: Managing Growth

      By: Boris Groysberg and Sarah L. Abbott
      SofMedica Group had expanded from its origins as a medical equipment distributor in Romania to a holding company with four business lines operating in six countries. This expansion had been driven by SofMedica’s mission: to make cutting edge medical technology... View Details
      Keywords: Growth; Healthcare Access; Healthcare; Medical Devices; Medical Equipment & Devices; Medical Care; Eastern Europe; Quality Management System; Health Care and Treatment; Growth Management; Education; Organizational Change and Adaptation; Quality; Leadership; Mission and Purpose; Expansion; Developing Countries and Economies; Technological Innovation; Health Industry; Health Industry; Europe; Romania
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      Groysberg, Boris, and Sarah L. Abbott. "SofMedica Group: Managing Growth." Harvard Business School Case 424-027, May 2024.
      • 2024
      • Working Paper

      The Value of AI Innovations

      By: Wilbur Xinyuan Chen, Terrence Tianshuo Shi and Suraj Srinivasan
      We study the value of AI innovations as it diffuses across general and application sectors, using the United States Patent and Trademark Office’s (USPTO) AI patent dataset. Investors value these innovations more than others, as AI patents exhibit a 9% value premium,... View Details
      Keywords: AI and Machine Learning; Valuation; Technological Innovation; Open Source Distribution; Patents; Policy; Knowledge Sharing; Technology Industry
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      Chen, Wilbur Xinyuan, Terrence Tianshuo Shi, and Suraj Srinivasan. "The Value of AI Innovations." Harvard Business School Working Paper, No. 24-069, May 2024.
      • May 2024
      • Case

      Pernod Ricard: Uncorking Digital Transformation

      By: Iavor Bojinov, Edward McFowland III, François Candelon, Nikolina Jonsson and Emer Moloney
      This case study explores the opportunities and challenges of the digital transformation journey of French wine and spirits company Pernod Ricard. As part of the transformation, the company launched four key digital programs (KDPs) aimed at using data and artificial... View Details
      Keywords: Business Organization; Business Divisions; Talent and Talent Management; Global Strategy; AI and Machine Learning; Analytics and Data Science; Digital Transformation; Digital Strategy; Advertising; Sales; Organizational Culture; Product Development; Decision Making; Technology Adoption; Alignment; Expansion; Food and Beverage Industry; France; Europe
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      Bojinov, Iavor, Edward McFowland III, François Candelon, Nikolina Jonsson, and Emer Moloney. "Pernod Ricard: Uncorking Digital Transformation." Harvard Business School Case 624-095, May 2024.
      • May 2024
      • Supplement

      HubSpot and Motion AI (B): Generative AI Opportunities

      By: Jill Avery
      The technologies driving artificial intelligence (AI) had progressed significantly since HubSpot’s acquisition of Motion AI in 2017. Generative AI was the newest major development. Software-as-a-service (SaaS) companies such as HubSpot were analyzing how generative AI... View Details
      Keywords: Artificial Intelligence; CRM; Chatbots; Sales Management; Generative Ai; SaaS; Marketing; Sales; AI and Machine Learning; Customer Relationship Management; Applications and Software; Technological Innovation; Competitive Advantage; Technology Industry; United States
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      Avery, Jill. "HubSpot and Motion AI (B): Generative AI Opportunities." Harvard Business School Supplement 524-088, May 2024.
      • May 2024
      • Case

      A New Aiera for Equity Research

      By: Joseph Pacelli, Charles CY Wang and James Barnett
      Aiera (pronounced “era”) co-founder and CEO Ken Sena considers strategic pathways to growth for the artificial intelligence (AI)-powered platform used to source, verify, and transcribe earnings calls, company presentations, and other corporate events. View Details
      Keywords: Financial Reporting; Financial Statements; Business Startups; Entrepreneurship; AI and Machine Learning; Growth and Development Strategy; Technology Industry; Technology Industry; Technology Industry; United States
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      Pacelli, Joseph, Charles CY Wang, and James Barnett. "A New Aiera for Equity Research." Harvard Business School Case 124-008, May 2024.
      • May 2024
      • Teaching Note

      AI Wars

      By: Andy Wu and Matt Higgins
      Teaching Note for HBS Case No. 723-434. In 2024, the world was looking to Google to see what the search giant and long-time putative technical leader in artificial intelligence (AI) would do to compete in the massively hyped technology of generative AI popularized over... View Details
      Keywords: AI; Trends; AI and Machine Learning; Public Opinion; Technological Innovation; Competitive Advantage; Technology Industry
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      Wu, Andy, and Matt Higgins. "AI Wars." Harvard Business School Teaching Note 724-482, May 2024.
      • May 2024
      • Teaching Note

      AI21 Labs in 2023: Strategy for Generative AI

      By: David Yoffie
      Teaching Note for HBS Case 724-383. The case has 3 important teaching purposes: First, what are the advantages and disadvantages of imitation? (e.g., Should AI21 imitate OpenAI with a chatbot?) Second, what are the advantages and disadvantages of keeping new technology... View Details
      Keywords: AI; Generative Ai; Generative Models; AI and Machine Learning; Innovation Strategy; Growth and Development Strategy; Business Model; Business Startups; Open Source Distribution; Competitive Advantage; Technology Industry; Israel
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      Yoffie, David. "AI21 Labs in 2023: Strategy for Generative AI." Harvard Business School Teaching Note 724-461, May 2024.
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