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      • July 2024
      • Article

      How Artificial Intelligence Constrains Human Experience

      By: A. Valenzuela, S. Puntoni, D. Hoffman, N. Castelo, J. De Freitas, B. Dietvorst, C. Hildebrand, Y.E. Huh, R. Meyer, M. Sweeney, S. Talaifar, G. Tomaino and K. Wertenbroch
      Many consumption decisions and experiences are digitally mediated. As a consequence, consumer behavior is increasingly the joint product of human psychology and ubiquitous algorithms (Braun et al. 2024; cf. Melumad et al. 2020). The coming of age of Large Language... View Details
      Keywords: Large Language Model; User Experience; AI and Machine Learning; Consumer Behavior; Technology Adoption; Risk and Uncertainty; Cost vs Benefits
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      Valenzuela, A., S. Puntoni, D. Hoffman, N. Castelo, J. De Freitas, B. Dietvorst, C. Hildebrand, Y.E. Huh, R. Meyer, M. Sweeney, S. Talaifar, G. Tomaino, and K. Wertenbroch. "How Artificial Intelligence Constrains Human Experience." Journal of the Association for Consumer Research 9, no. 3 (July 2024): 241–256.
      • July 2024 (Revised May 2025)
      • Teaching Note

      Leading Culture Change at Microsoft Western Europe

      By: Amy C. Edmondson and Catherine Huang
      This teaching plan is designed to be used in conjunction with the case study “Leading Culture Change at Microsoft Western Europe,” HBS No. 624-096, to help faculty deepen student understanding of psychological safety and organizational culture transformation through... View Details
      Keywords: Culture Change; General Management; Psychological Safety; Leadership; Transformation; Organizational Culture; Problems and Challenges; Groups and Teams; Business or Company Management; Technology Industry; Europe
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      Edmondson, Amy C., and Catherine Huang. "Leading Culture Change at Microsoft Western Europe." Harvard Business School Teaching Note 624-103, July 2024. (Revised May 2025.)
      • 2024
      • Working Paper

      Learning to Cover: Online Learning and Optimization with Irreversible Decisions

      By: Alexander Jacquillat and Michael Lingzhi Li
      Keywords: Buildings and Facilities; AI and Machine Learning; Geographic Location; Strategic Planning
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      Jacquillat, Alexander, and Michael Lingzhi Li. "Learning to Cover: Online Learning and Optimization with Irreversible Decisions." Working Paper, June 2024.
      • 2024
      • Working Paper

      Navigating Software Vulnerabilities: Eighteen Years of Evidence from Medium and Large U.S. Organizations

      By: Raviv Murciano-Goroff, Ran Zhuo and Shane Greenstein
      How prevalent are severe software vulnerabilities, how fast do software users respond to the availability of secure versions, and what determines the variance in the installation distribution? Using the largest dataset ever assembled on user updates, tracking server... View Details
      Keywords: Cybersecurity; Applications and Software; Technology Adoption; Consumer Behavior
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      Murciano-Goroff, Raviv, Ran Zhuo, and Shane Greenstein. "Navigating Software Vulnerabilities: Eighteen Years of Evidence from Medium and Large U.S. Organizations." NBER Working Paper Series, No. 32696, July 2024.
      • July 2024
      • Case

      Replika AI: Alleviating Loneliness (A)

      By: Shikhar Ghosh and Shweta Bagai
      Eugenia Kuyda launched Replika AI in 2017 as an empathetic digital companion to combat loneliness and provide emotional support. The platform surged in popularity during the COVID-19 pandemic, offering non-judgmental support to isolated users. By 2023, Replika boasted... View Details
      Keywords: Entrepreneurship; Ethics; Health Pandemics; AI and Machine Learning; Well-being; Technology Industry
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      Ghosh, Shikhar, and Shweta Bagai. "Replika AI: Alleviating Loneliness (A)." Harvard Business School Case 824-088, July 2024.
      • 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.
      • July–August 2024
      • Article

      The Middle Path to Innovation

      By: Regina E. Herzlinger, Duke Rohlen, Ben Creo and Will Kynes
      Too many companies are failing to innovate. One reason, say the authors, is the polarized approach companies take to innovation. At one end of the spectrum, corporate R&D efforts tend to focus on product refreshes and incremental line upgrades that generate modest... View Details
      Keywords: Innovation Strategy; Medical Devices and Supplies Industry
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      Herzlinger, Regina E., Duke Rohlen, Ben Creo, and Will Kynes. "The Middle Path to Innovation." Harvard Business Review 102, no. 4 (July–August 2024): 134–145.
      • 2024
      • Working Paper

      Webmunk: A New Tool for Studying Online Behavior and Digital Platforms

      By: Chiara Farronato, Andrey Fradkin and Chris Karr
      Understanding the behavior of users online is important for researchers, policymakers, and private companies alike. But observing online behavior and conducting experiments is difficult without direct access to the user base and software of technology companies. We... View Details
      Keywords: Policy; Technology Adoption; Behavior; Research; Consumer Behavior; Internet and the Web
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      Farronato, Chiara, Andrey Fradkin, and Chris Karr. "Webmunk: A New Tool for Studying Online Behavior and Digital Platforms." NBER Working Paper Series, No. 32694, July 2024.
      • June 2024
      • Case

      Growing Foodology into Latin America's Largest Platform for Virtual Restaurants

      By: Jorge Tamayo, Rembrand Koning and Jenyfeer Martinez Buitrago
      This case delves into the expansion strategy of Foodology, a cloud kitchen startup based in Bogotá that operated across four Latin American countries (Colombia, Brazil, Mexico, and Peru). Co-founders Daniela Izquierdo and Juan Guillermo Azuero (both HBS, 2019) grappled... View Details
      Keywords: Entrepreneurship; Food; Digital Platforms; Product Launch; Growth and Development Strategy; Business Strategy; Business Model; Business Startups; Profit; Marketing Strategy; Expansion; Diversification; Food and Beverage Industry; Latin America; South America; Colombia; Brazil; Mexico; Peru
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      Tamayo, Jorge, Rembrand Koning, and Jenyfeer Martinez Buitrago. "Growing Foodology into Latin America's Largest Platform for Virtual Restaurants." Harvard Business School Case 724-393, June 2024.
      • June 2024
      • Teaching Note

      Skills-First Hiring at IBM

      By: Boris Groysberg and Sarah Mehta
      Teaching note for “Skills-First Hiring at IBM,” case no. 422-013. View Details
      Keywords: Competency and Skills; Experience and Expertise; Talent and Talent Management; Human Resources; Human Capital; Employees; Recruitment; Retention; Selection and Staffing; Jobs and Positions; Job Design and Levels; Job Interviews; Society; Societal Protocols; Technology Industry; United States; New York (state, US)
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      Groysberg, Boris, and Sarah Mehta. "Skills-First Hiring at IBM." Harvard Business School Teaching Note 424-074, June 2024.
      • June 2024
      • Teaching Note

      Roku 2021

      By: David B. Yoffie
      Teaching Note for HBS Case No. 721-480. This case is used to explore the strategic concept of "look forward, reason back." Roku in 2021 is trying to figure out the future of television and streaming media. Students are asked to provide a vision for television and... View Details
      Keywords: Technology; Television Entertainment; Forecasting and Prediction; Decision Choices and Conditions; Strategy; Strategic Planning; Organizational Change and Adaptation; Media and Broadcasting Industry
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      Yoffie, David B. "Roku 2021." Harvard Business School Teaching Note 724-497, June 2024.
      • June 2024
      • Simulation

      Vehicle Lifecycle Emissions Calculator

      By: Mike Toffel, Shirley Lu and George Serafeim
      This Vehicle Lifecycle Emissions Calculator calculates the greenhouse gas emissions over the lifespan of internal combustion engine (ICEs) vehicles, battery electric vehicles (BEVs), and plug-in hybrid electric vehicles (PHEV), including those associated with their... View Details
      Keywords: Decarbonization; Environment; Carbon Accounting; Carbon; Carbon Abatement; Electric Vehicles; Automobiles; Environmental Accounting; Environmental Management; Environmental Sustainability; Strategy; Technological Innovation; Supply Chain; Business and Stakeholder Relations; Climate Change; Transportation; Transportation Industry; Auto Industry; Battery Industry
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      Toffel, Mike, Shirley Lu, and George Serafeim. "Vehicle Lifecycle Emissions Calculator." Harvard Business School Simulation 124-721, June 2024.
      • June 2024
      • Teaching Note

      Numenta in 2020: The Future of AI

      By: David B. Yoffie
      In 2020, Numenta’s co-founder, Jeff Hawkins, completed his pathbreaking research on artificial intelligence. His co-founder and CEO, Donna Dubinsky, had to find a business model to monetize the technology. This teaching note explores the challenges of building a... View Details
      Keywords: Artificial Intelligence; Monetization; Strategy; Intellectual Property; AI and Machine Learning; Business Model; Entrepreneurship; Technology Industry
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      Yoffie, David B. "Numenta in 2020: The Future of AI." Harvard Business School Teaching Note 724-496, June 2024.
      • June 2024
      • Case

      Arete Research on Unity Software

      By: Joseph Pacelli and Tonia Labruyere
      Richard Kramer had founded Arete Research, an independent financial research provider, in 2000 after a successful career as a sell-side analyst at Goldman Sachs. He reflects on his team's coverage of Unity Software, a U.S.-based mobile games software company, that... View Details
      Keywords: Analysis; Initial Public Offering; Analytics and Data Science; Applications and Software; Mobile and Wireless Technology; Valuation; Value Creation; Mergers and Acquisitions; Business Model; Reports; Financial Services Industry; Video Game Industry; United Kingdom; United States
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      Pacelli, Joseph, and Tonia Labruyere. "Arete Research on Unity Software." Harvard Business School Case 124-086, June 2024.
      • June 2024 (Revised December 2024)
      • Case

      Lana Ghanem: Pushing the Boundaries of Health Care Through Venture Capital

      By: Joshua D. Margolis and Ahmed Dahawy
      Lana Ghanem, managing director of Hikma Ventures, the corporate venture arm of larger pharmaceutical group Hikma, is considering how to grow the venture arm as well as progress her own career. Over the past few years Hikma's executive team had been pressuring the... View Details
      Keywords: Business Divisions; Corporate Entrepreneurship; Investment; Corporate Governance; Health Care and Treatment; Leadership Development; Business or Company Management; Growth and Development Strategy; Business Strategy; Venture Capital; Personal Development and Career; Health Industry; Pharmaceutical Industry; Jordan
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      Margolis, Joshua D., and Ahmed Dahawy. "Lana Ghanem: Pushing the Boundaries of Health Care Through Venture Capital." Harvard Business School Case 424-075, June 2024. (Revised December 2024.)
      • June 2024
      • Case

      SnapTravel: Betting on 'Super.com'

      By: Reza Satchu and Tom Quinn
      This case explores SnapTravel, a travel startup offering discounted hotel rooms, and its founders’ desire to pivot to a “super app” that saved customers money across many different purchase types. During the COVID-19 pandemic, Hussein Fazal and Henry Shi saw SnapTravel... View Details
      Keywords: Business Growth and Maturation; Business Plan; Business Startups; Change Management; Disruption; Transformation; Volatility; Customer Focus and Relationships; Customer Value and Value Chain; Decisions; Income; Entrepreneurship; Geographic Scope; Cross-Cultural and Cross-Border Issues; Health Pandemics; Surveys; Knowledge Acquisition; Knowledge Use and Leverage; Leading Change; Crisis Management; Goals and Objectives; Risk Management; Consumer Behavior; Game Theory; Risk and Uncertainty; Adaptation; Diversification; Expansion; System Shocks; Technology Industry; Technology Industry; Canada; United States; Las Vegas
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      Satchu, Reza, and Tom Quinn. "SnapTravel: Betting on 'Super.com'." Harvard Business School Case 824-196, June 2024.
      • June 2024
      • Teaching Note

      Beamery: Using Skills and AI to Modernize HR

      By: Boris Groysberg, David Lane, Susan Pinckney and Alexis Lefort
      Teaching Note for HBS Case No. 424-004. Unicorn human relationships startup Beamery evaluates it growth versus depth strategy as its strategic partners and customers could become future competitors in a quickly changing AI based human resources and talent management... View Details
      Keywords: Analysis; Business Growth and Maturation; Business Model; Business Startups; Business Plan; Disruption; Transformation; Talent and Talent Management; Decisions; Diversity; Ethnicity; Gender; Nationality; Race; Residency; Higher Education; Learning; Entrepreneurship; Fairness; Cross-Cultural and Cross-Border Issues; Global Strategy; Growth and Development; AI and Machine Learning; Digital Platforms; Disruptive Innovation; Technological Innovation; Job Offer; Job Search; Knowledge Acquisition; Knowledge Use and Leverage; Product; Mission and Purpose; Strategic Planning; Problems and Challenges; Corporate Strategy; Equality and Inequality; Valuation; Value Creation; Employment Industry; United Kingdom
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      Groysberg, Boris, David Lane, Susan Pinckney, and Alexis Lefort. "Beamery: Using Skills and AI to Modernize HR." Harvard Business School Teaching Note 424-072, June 2024.
      • June 2024 (Revised December 2024)
      • Case

      Climate Governance at Linde plc (A)

      By: Lynn S. Paine, Suraj Srinivasan, Emilie Billaud and Vincent Dessain
      In July 2023, the Linde plc board of directors' sustainability committee convened in London to review the company's environmental performance, with a focus on decarbonization and clean energy. Linde was the world's largest industrial gas supplier, with a workforce of... View Details
      Keywords: Climate Change; Environmental Sustainability; Green Technology; Multinational Firms and Management; Corporate Accountability; Corporate Disclosure; Corporate Governance; Governing and Advisory Boards; Compensation and Benefits; Innovation Strategy; Leading Change; Goals and Objectives; Business and Shareholder Relations; Chemical Industry; United States; Germany; Europe; North America; London
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      Paine, Lynn S., Suraj Srinivasan, Emilie Billaud, and Vincent Dessain. "Climate Governance at Linde plc (A)." Harvard Business School Case 324-140, June 2024. (Revised December 2024.)
      • June 2024
      • Supplement

      Climate Governance at Linde plc (B)

      By: Lynn S. Paine, Suraj Srinivasan, Emilie Billaud and Vincent Dessain
      In July 2023, the Linde plc board of directors' sustainability committee convened in London to review the company's environmental performance, with a focus on decarbonization and clean energy. Linde was the world's largest industrial gas supplier, with a workforce of... View Details
      Keywords: Climate Change; Environmental Sustainability; Green Technology; Multinational Firms and Management; Corporate Accountability; Corporate Disclosure; Corporate Governance; Governing and Advisory Boards; Compensation and Benefits; Innovation Strategy; Leading Change; Goals and Objectives; Business and Shareholder Relations; Chemical Industry; Energy Industry; United States; Germany; Europe; North America; London
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      Paine, Lynn S., Suraj Srinivasan, Emilie Billaud, and Vincent Dessain. "Climate Governance at Linde plc (B)." Harvard Business School Supplement 324-141, June 2024.
      • 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.)
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