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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; Motion Pictures and Video 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.
      • March 2025
      • Case

      Fostering Community at Airbnb (A)

      By: Jeffrey T. Polzer, Heather Whiteman and Sarah Mehta
      Set in November 2020, this case explores Airbnb’s efforts to foster a culture of belonging, particularly given the impact of the COVID-19 pandemic on the company’s workforce. It details how Airbnb used employee surveys and organizational network analysis (ONA)—a... View Details
      Keywords: Change; Communication; Competency and Skills; Human Resources; Information; Information Technology; Technology Industry; Technology Industry; Technology Industry; United States; California
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      Polzer, Jeffrey T., Heather Whiteman, and Sarah Mehta. "Fostering Community at Airbnb (A)." Harvard Business School Case 425-045, March 2025.
      • March 2025
      • Supplement

      Fostering Community at Airbnb (B)

      By: Jeffrey T. Polzer, Heather Whiteman and Sarah Mehta
      This case provides updates to “Fostering Community at Airbnb (A),” case no. 425-045. View Details
      Keywords: Change; Communication; Competency and Skills; Human Resources; Information; Information Technology; Technology Industry; Technology Industry; Technology Industry; United States; California
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      Polzer, Jeffrey T., Heather Whiteman, and Sarah Mehta. "Fostering Community at Airbnb (B)." Harvard Business School Supplement 425-046, March 2025.
      • March 10, 2025
      • Article

      How Gen AI Could Change the Value of Expertise

      By: Joseph Fuller, Matt Sigelman and Michael Fenlon
      In the near future, gen AI is likely to affect some 50 million jobs, automating away elements of some jobs and augmenting workers’ abilities in others. The extent of those changes will compel companies to reshape their organizational structures and rethink their talent... View Details
      Keywords: AI and Machine Learning; Job Cuts and Outsourcing; Organizational Structure; Talent and Talent Management; Personal Development and Career
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      Fuller, Joseph, Matt Sigelman, and Michael Fenlon. "How Gen AI Could Change the Value of Expertise." Harvard Business Review (website) (March 10, 2025).
      • 2025
      • Working Paper

      How to Choose Among Technologies with Learning Curves: Making Better Investment Decisions

      By: Christian Kaps and Arielle Anderer
      Learning curves, the fact that technologies improve as a function of cumulative experience or investment, are desirable-think inexpensive solar panels or higher performing semiconductors. But, for firms that need to pick one technology among several candidates, such as... View Details
      Keywords: Learning Curve; Technology; Innovation; Batteries; Energy Storage; Sequential Decision Making; TELCO; Exploration; Exploitation; Problems and Challenges; Cost vs Benefits; Technology Adoption; Battery Industry
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      Kaps, Christian, and Arielle Anderer. "How to Choose Among Technologies with Learning Curves: Making Better Investment Decisions." Working Paper, March 2025.
      • March 2025
      • Case

      Harvey: AI for Lawyers

      By: Suraj Srinivasan, Charles Krumholz and Radhika Kak
      In early 2025, Winston Weinberg and Gabe Pereyra, co-founders of Harvey AI, reflected on the company’s meteoric rise as a pioneer in AI-powered legal technology. Since its founding in 2022, Harvey had transformed how lawyers approached research, drafting, and document... View Details
      Keywords: Innovation Strategy; Business Startups; AI and Machine Learning; Technological Innovation; Growth and Development Strategy; Product Positioning; Technology Industry; Technology Industry; New York (city, NY); San Francisco; London
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      Srinivasan, Suraj, Charles Krumholz, and Radhika Kak. "Harvey: AI for Lawyers." Harvard Business School Case 125-087, March 2025.
      • 2025
      • Working Paper

      Incentive-Compatible Recovery from Manipulated Signals, with Applications to Decentralized Physical Infrastructure

      By: Jason Milionis, Jens Ernstberger, Joseph Bonneau, Scott Duke Kominers and Tim Roughgarden
      We introduce the first formal model capturing the elicitation of unverifiable information from a party (the "source") with implicit signals derived by other players (the "observers"). Our model is motivated in part by applications in decentralized physical... View Details
      Keywords: Mathematical Methods; Infrastructure; Information Infrastructure
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      Milionis, Jason, Jens Ernstberger, Joseph Bonneau, Scott Duke Kominers, and Tim Roughgarden. "Incentive-Compatible Recovery from Manipulated Signals, with Applications to Decentralized Physical Infrastructure." Working Paper, March 2025.
      • 2025
      • Working Paper

      Methane Abatement Costs in the Oil and Gas Industry: Survey and Synthesis

      By: Joseph E. Aldy, Forest Reinhardt and Robert N. Stavins
      There is growing recognition of the relative importance of anthropogenic emissions of methane as a contributor to global climate change. An important source of such emissions in some countries, including the United States, is the oil and gas (O&G) sector. This points... View Details
      Keywords: Emission Reduction; Environmental Sustainability; Climate Change; Pollutants; Energy Industry
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      Aldy, Joseph E., Forest Reinhardt, and Robert N. Stavins. "Methane Abatement Costs in the Oil and Gas Industry: Survey and Synthesis." NBER Working Paper Series, No. 33564, March 2025.
      • March 2025
      • Article

      Novice Risk Work: How Juniors Coaching Seniors on Emerging Technologies Such as Generative AI Can Lead to Learning Failures

      By: Katherine C. Kellogg, Hila Lifshitz-Assaf, Steven Randazzo, Ethan Mollick, Fabrizio Dell'Acqua, Edward McFowland III, François Candelon and Karim R. Lakhani
      The literature on communities of practice demonstrates that a proven way for senior professionals to upskill themselves in the use of new technologies that undermine existing expertise is to learn from junior professionals. It notes that juniors may be better able... View Details
      Keywords: Rank and Position; Competency and Skills; Technology Adoption; Experience and Expertise; AI and Machine Learning
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      Kellogg, Katherine C., Hila Lifshitz-Assaf, Steven Randazzo, Ethan Mollick, Fabrizio Dell'Acqua, Edward McFowland III, François Candelon, and Karim R. Lakhani. "Novice Risk Work: How Juniors Coaching Seniors on Emerging Technologies Such as Generative AI Can Lead to Learning Failures." Art. 100559. Information and Organization 35, no. 1 (March 2025).
      • 2025
      • Working Paper

      Unwinding Loan Prospecting Pressure Through Renegotiation: The Role of Loan Officer Changes in Debt Contracting

      By: Jung Koo Kang, Regina Wittenberg Moerman and Jessie Cheong
      We examine the impact of loan officer changes on debt contract design. Loan officers play a critical role in initiating and maintaining lending relationships but also face pressure to originate more loans, incentivizing them to offer loan terms more favorable than... View Details
      Keywords: Financing and Loans; Borrowing and Debt; Contracts; Negotiation; Motivation and Incentives
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      Kang, Jung Koo, Regina Wittenberg Moerman, and Jessie Cheong. "Unwinding Loan Prospecting Pressure Through Renegotiation: The Role of Loan Officer Changes in Debt Contracting." Working Paper, March 2025.
      • February 2025 (Revised April 2025)
      • Case

      Shake Shack's Playbook for the Digital Era

      By: Christopher Stanton, Allison Ciechanover and George Gonzalez
      This case examines Shake Shack’s journey from a single New York City hot dog cart to a global fast-casual restaurant chain renowned for both premium quality and a culture of “enlightened hospitality.” As the company expands worldwide, it pilots digital ordering... View Details
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      Stanton, Christopher, Allison Ciechanover, and George Gonzalez. "Shake Shack's Playbook for the Digital Era." Harvard Business School Case 825-136, February 2025. (Revised April 2025.)
      • February 2025
      • Supplement

      Intenseye: Powering Workplace Health and Safety with AI (B)

      By: Michael W. Toffel, Shane Greenstein and Sadika El Hariri
      Intenseye used its $25 million series A funds to refine and expand its digital safety platform while refining its target markets and ideal customer profile. As the company implemented new approaches to create value for its clients, such as developing an AI-powered... View Details
      Keywords: Safety Performance; Occupational Safety; Innovation; Safety; Operations; Health; AI and Machine Learning; Analytics and Data Science; Digital Transformation; Supply Chain Management; Performance Improvement; Entrepreneurship; Product Development; Customer Relationship Management; Value Creation; Venture Capital; Growth and Development Strategy; Information Technology Industry; United States; Europe; Middle East; Turkey
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      Toffel, Michael W., Shane Greenstein, and Sadika El Hariri. "Intenseye: Powering Workplace Health and Safety with AI (B)." Harvard Business School Supplement 625-025, February 2025.
      • February 2025
      • Case

      Doing Business in Casablanca, Morocco

      By: Karen G. Mills, Ahmed Dahawy and Choetsow Tenzin
      This case examines the challenges and opportunities of doing business in Morocco. The case explores the various historical, cultural, and social factors that impact the business environment. It also highlights Morocco’s unique economy where cash remains a dominant... View Details
      Keywords: Business Model; Cultural Entrepreneurship; Social Entrepreneurship; Business History; Business and Government Relations; Technological Innovation; Distribution Industry; Financial Services Industry; Morocco
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      Mills, Karen G., Ahmed Dahawy, and Choetsow Tenzin. "Doing Business in Casablanca, Morocco." Harvard Business School Case 325-105, February 2025.
      • February 2025
      • Case

      Fly, Fix, Fly at True Anomaly

      By: Joshua Lev Krieger, Jim Matheson, Fiona Murray and David Allen
      How should companies learn from failure? Founded by four U.S. Space Force warfighters, the tough tech startup True Anomaly wanted to compete with major defense contractors to supply the U.S. Department of Defense with satellites and software that could help protect... View Details
      Keywords: Business Startups; Engineering; National Security; Digital Platforms; Failure; Problems and Challenges; Business and Government Relations; War; Aerospace Industry; United States; Colorado
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      Krieger, Joshua Lev, Jim Matheson, Fiona Murray, and David Allen. "Fly, Fix, Fly at True Anomaly." Harvard Business School Case 825-040, February 2025.
      • 2025
      • Working Paper

      Blockchain-Induced Supply Chain Transparency and Firm Performance: The Role of Capacity Utilization

      By: ShinWoo Lee Lee, Jedson Pinto, Daniel Rabetti and Gil Sadka
      This study empirically investigates how blockchain adoption affects firm profitability. Employing a quasi-experimental design triggered by regulatory changes across the United States, we provide novel empirical evidence to recent theory, proposing that blockchain... View Details
      Keywords: Blockchain; Supply Chain; Technology Adoption; Profit; Governing Rules, Regulations, and Reforms; United States
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      Lee, ShinWoo Lee, Jedson Pinto, Daniel Rabetti, and Gil Sadka. "Blockchain-Induced Supply Chain Transparency and Firm Performance: The Role of Capacity Utilization." Working Paper, February 2025.
      • 2025
      • White Paper

      Data & Technology in Action: Community Colleges Advancing Economic Mobility

      By: Joseph B. Fuller, Kerry McKittrick and Amanda Holloway
      Keywords: Higher Education; Demographics; Economic Growth; Competency and Skills; Employment
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      Fuller, Joseph B., Kerry McKittrick, and Amanda Holloway. "Data & Technology in Action: Community Colleges Advancing Economic Mobility." White Paper, Project on Workforce at Harvard, February 2025.
      • February 2025
      • Teaching Note

      India Stack: Digital Public Infrastructure for All

      By: Tarun Khanna
      Teaching Note for HBS Case No. 724-371. View Details
      Keywords: Digital Transformation; Technology Adoption; Developing Countries and Economies; Economic Growth; Information Technology Industry; Information Technology Industry; Information Technology Industry; Asia; South Asia; India
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      Khanna, Tarun. "India Stack: Digital Public Infrastructure for All." Harvard Business School Teaching Note 725-425, February 2025.
      • 2025
      • Working Paper

      Is Love Blind? AI-Powered Trading with Emotional Dividends

      By: De-Rong Kong and Daniel Rabetti
      We leverage the non-fungible tokens (NFTs) setting to assess the valuation of emotional dividends (LOVE), a long-standing empirical challenge in private-value markets such as art, antiques, and collectibles. Having created and validated our proxy, we use deep learning... View Details
      Keywords: NFTs; Non-fungible Tokens; AI and Machine Learning; Valuation; Financial Markets
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      Kong, De-Rong, and Daniel Rabetti. "Is Love Blind? AI-Powered Trading with Emotional Dividends." Working Paper, February 2025.
      • February 2025
      • Supplement

      Slice Labs: Creating a Fraud-Free Online Insurance Platform (B)

      By: Amit Goldenberg, Max Bazerman and Ruth Page
      Keywords: Technology; Insurance; Digitization; Honesty; Trust; Negotiation; Fraud; Ethics; Negotiation Process; Negotiation Tactics; Negotiation Types; Social Psychology
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      Goldenberg, Amit, Max Bazerman, and Ruth Page. "Slice Labs: Creating a Fraud-Free Online Insurance Platform (B)." Harvard Business School Multimedia/Video Supplement 925-701, February 2025.
      • February 2025
      • Case

      Managing Complexity at mymuesli

      By: Thomas Graeber and Stacy Straaberg
      In April 2009, direct-to-consumer e-commerce muesli brand mymuesli faced a flood of customer questions. The breakfast cereal startup enabled users to order personalized muesli on its website by choosing from 75 organic ingredients for a total of 566 quadrillion... View Details
      Keywords: Customer Satisfaction; Decisions; Food; Product Marketing; Product Positioning; Product Launch; Problems and Challenges; Behavior; Competitive Advantage; Customization and Personalization; Segmentation; Internet and the Web; Food and Beverage Industry; Europe; Germany
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      Graeber, Thomas, and Stacy Straaberg. "Managing Complexity at mymuesli." Harvard Business School Case 925-008, February 2025.
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