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      • January 2025
      • Case

      Intuition Robotics: An AI Companion for Older Adults

      By: Amit Goldenberg, Elie Ofek and Orna Dan
      Intuition Robotics, a startup that makes an AI companion robot to alleviate older adults’ loneliness, debates whether to pursue a B2C model or B2G route. If it opts for the government vertical, it must determine how to negotiate a favorable deal. Two weeks after... View Details
      Keywords: Business Model; Business Startups; AI and Machine Learning; Technology Adoption; Product Launch; Market Entry and Exit; Negotiation Offer; Business and Government Relations; Health Industry; Technology Industry; United States; New York (state, US)
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      Goldenberg, Amit, Elie Ofek, and Orna Dan. "Intuition Robotics: An AI Companion for Older Adults." Harvard Business School Case 925-018, January 2025.
      • January 2025
      • Case

      Untapped Global: Financing Africa's Missing Middle

      By: Raymond Kluender and Emanuele Colonnelli
      In November 2024, Jim Chu, founder and CEO of Untapped Global, faced mounting internal tensions over the company’s strategic direction. Untapped had developed a data-driven revenue-based financing (RBF) model to address the “missing middle” problem—the $5.2 trillion... View Details
      Keywords: Social Entrepreneurship; Venture Capital; Working Capital; Private Equity; Financial Strategy; Microfinance; International Finance; Currency Exchange Rate; Profit Sharing; Revenue; Developing Countries and Economies; Economic Growth; Emerging Markets; Mission and Purpose; Small Business; Entrepreneurial Finance; Banking Industry; Financial Services Industry; Information Technology Industry; Technology Industry; Africa; Nigeria; South Africa; Kenya; Uganda; California; San Francisco
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      Kluender, Raymond, and Emanuele Colonnelli. "Untapped Global: Financing Africa's Missing Middle." Harvard Business School Case 825-056, January 2025.
      • January 2025 (Revised June 2025)
      • Case

      U.S. Steel: Proposed Acquisition by Nippon Steel

      By: Willy Shih
      The case setting is the proposed acquisition of U.S. Steel by Nippon Steel, which elicited a great deal of controversy. The purpose of the case is to look at the history of the American steel industry since World War II and understand how the steel minimill operators... View Details
      Keywords: Disruptive Innovation; Mergers and Acquisitions; Factories, Labs, and Plants; Business History; Technological Innovation; Business Strategy; Manufacturing Industry; Steel Industry; United States
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      Shih, Willy. "U.S. Steel: Proposed Acquisition by Nippon Steel." Harvard Business School Case 625-090, January 2025. (Revised June 2025.)
      • January 2025
      • Article

      Overcoming Barriers to Employee Ownership: Insights from Small and Medium-Sized Businesses

      By: John Guzek and Ashley Whillans
      This research investigates the limited adoption of employee stock ownership plans (ESOPs) among small-to-medium sized businesses (SMBs) in the U.S. Through interviews with 30 SMB owners across various industries, we identify the key barriers to ESOP adoption as lack of... View Details
      Keywords: Profit Sharing; Employee Ownership; Management Practices and Processes; Compensation and Benefits; Small Business; Adoption; Employees
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      Guzek, John, and Ashley Whillans. "Overcoming Barriers to Employee Ownership: Insights from Small and Medium-Sized Businesses." Compensation & Benefits Review 57, no. 1 (January 2025): 64–81.
      • December 2024
      • Article

      Coordinating the Energy Transition: Electrifying Transportation in California and Germany

      By: Nicholas Goedeking and Jonas Meckling
      California and Germany share ambitious emission reduction targets. Yet California is ahead of Germany in electrifying transportation by several metrics, including the number of public charging stations. We show that variation in the politics of coordination in... View Details
      Keywords: Electric Vehicles; Coordination; Technology Adoption; Infrastructure; Transportation; Government and Politics; Energy; Utilities Industry; Germany; California
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      Goedeking, Nicholas, and Jonas Meckling. "Coordinating the Energy Transition: Electrifying Transportation in California and Germany." Art. 114321. Energy Policy 195 (December 2024).
      • November 2024
      • Case

      Polish Agro: Where Do We Grow from Here?

      By: Willy C. Shih, Lena Duchene and Daniela Beyersdorfer
      By July 2024, Polish Agro had grown into one of Poland’s fastest-growing agribusinesses, with €230 million in revenue, 82 employees, and operations across Northern Poland. The company supported farmers with essential agricultural inputs like fertilizers and seeds,... View Details
      Keywords: Plant-Based Agribusiness; Distribution; Volatility; Customer Focus and Relationships; Customer Value and Value Chain; Climate Change; Environmental Regulation; Profit; Trade; Digital Strategy; Innovation Strategy; Crisis Management; Growth and Development Strategy; Resource Allocation; Advertising; Brands and Branding; E-commerce; Business and Community Relations; Networks; Adaptation; Adoption; Competitive Advantage; Business Model; Health Pandemics; War; Agriculture and Agribusiness Industry; Europe; Poland
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      Shih, Willy C., Lena Duchene, and Daniela Beyersdorfer. "Polish Agro: Where Do We Grow from Here?" Harvard Business School Case 625-061, November 2024.
      • 2024
      • Working Paper

      Why Has Construction Productivity Stagnated? The Role of Land-Use Regulation

      By: Leonardo D’Amico, Edward Glaeser, Joseph Gyourko, William Kerr and Giacomo A. M. Ponzetto
      We document a Kuznets curve for construction productivity in 20th-century America. Homes built per construction worker remained stagnant between 1900 and 1940, boomed after World War II, and then plummeted after 1970. The productivity boom from 1940 to 1970 shows... View Details
      Keywords: Governance Controls; Performance Productivity; Local Range; Construction Industry
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      D’Amico, Leonardo, Edward Glaeser, Joseph Gyourko, William Kerr, and Giacomo A. M. Ponzetto. "Why Has Construction Productivity Stagnated? The Role of Land-Use Regulation." Harvard Business School Working Paper, No. 25-027, November 2024.
      • November–December 2024
      • Article

      Group Size and Its Impact on Diversity-Related Perceptions and Hiring Decisions in Homogeneous Groups

      By: Aneesh Rai, Edward H. Chang, Erika Kirgios and Katherine L. Milkman
      Why do some homogeneous groups face backlash for lacking diversity, whereas others escape censure? We show that a homogeneous group’s size changes how it is perceived and whether decision makers pursue greater diversity in its ranks. We theorize that people make... View Details
      Keywords: Diversity; Perception; Decision Making; Groups and Teams; Selection and Staffing; Size
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      Rai, Aneesh, Edward H. Chang, Erika Kirgios, and Katherine L. Milkman. "Group Size and Its Impact on Diversity-Related Perceptions and Hiring Decisions in Homogeneous Groups." Organization Science 35, no. 6 (November–December 2024): 1990–2015.
      • November 2024
      • Article

      Preference Externality Estimators: A Comparison of Border Approaches and IVs

      By: Xi Ling, Wesley R. Hartmann and Tomomichi Amano
      This paper compares two estimators—the Border Approach and an Instrumental Variable (IV) estimator—using a unified framework where identifying variation arises from “preference externalities,” following the intuition in Waldfogel (2003). We highlight two dimensions in... View Details
      Keywords: Econometrics; Casual Inference; Marketing; Economics; Advertising; Mathematical Methods
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      Ling, Xi, Wesley R. Hartmann, and Tomomichi Amano. "Preference Externality Estimators: A Comparison of Border Approaches and IVs." Management Science 70, no. 11 (November 2024): 7892–7910.
      • October 2024
      • Module Note

      Purpose of the Firm

      By: Debora L. Spar and Julia M. Comeau
      Purpose of the Firm (PoF) is a short module designed to explore how, and under what circumstances, business leaders can harness the power of capitalism and markets to “make a difference in the world”—that is, to address a significant societal problem as a commercial... View Details
      Keywords: Social Accounting; Purpose; Corporate Social Responsibility and Impact; Social Enterprise; Mission and Purpose; Leadership
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      Spar, Debora L., and Julia M. Comeau. "Purpose of the Firm." Harvard Business School Module Note 325-035, October 2024.
      • October 2024
      • Case

      GLIN Impact Capital

      By: Ethan Rouen and Akiko Saito
      In 2024, the co-founders of the venture capital fund GLIN Impact Capital face a critical inflection point as they consider launching a second, significantly larger impact investment fund in Japan. Founded in 2021 by the three Harvard Business School alumni, GLIN is one... View Details
      Keywords: Venture Capital; Investment Funds; Growth and Development Strategy; Corporate Social Responsibility and Impact; Power and Influence; Japan
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      Rouen, Ethan, and Akiko Saito. "GLIN Impact Capital." Harvard Business School Case 125-053, October 2024.
      • October 2024
      • Article

      Medicare Part D Protected-Class Policy Is Associated with Lower Drug Rebates

      By: Pragya Kakani, Michael Anne Kyle, Amitabh Chandra and Luca Maini
      Medicare Part D does not allow plans to exclude drugs in six protected classes from their formularies, which may limit plans’ ability to negotiate rebates and lead to higher spending. We estimated the association between protected-class status, US-level estimated... View Details
      Keywords: Insurance; Health Care and Treatment; Governing Rules, Regulations, and Reforms; United States
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      Kakani, Pragya, Michael Anne Kyle, Amitabh Chandra, and Luca Maini. "Medicare Part D Protected-Class Policy Is Associated with Lower Drug Rebates." Health Affairs 43, no. 10 (October 2024): 1420–1427.
      • Fall 2024
      • Article

      The Three Traps That Stymie Reinvention: Organizational Identity, Architecture, and Collaboration Can Be Either Assets or Liabilities to Pursuing Growth in New Sectors

      By: Ryan Raffaelli
      In more than a decade of researching innovation, I have observed how organizations respond to new opportunities, technological changes, or unexpected market shifts that threaten to upend their current business model. This process, which I call reinvention, may occur... View Details
      Keywords: Innovation And Strategy; Change Leadership; Collaboration; Architecture; Transformation; Disruption; Leading Change; Innovation Strategy; Identity; Organizational Culture; Organizational Structure
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      Raffaelli, Ryan. "The Three Traps That Stymie Reinvention: Organizational Identity, Architecture, and Collaboration Can Be Either Assets or Liabilities to Pursuing Growth in New Sectors." MIT Sloan Management Review 66, no. 1 (Fall 2024): 46–52. (Cover story.)
      • September 2024
      • Supplement

      Revenue Solutions, LLC (A)

      By: Richard S. Ruback and Royce Yudkoff
      Pre-Abstract: Instructors should consider the timing of making videos available to students, as they may reveal key case details.

      Abstract: Ari Wasserman and Nick esayian were both dissatisfied with their future prospects in their current careers. Wasserman,... View Details
      Keywords: Personal Development and Career; Partners and Partnerships; Ownership
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      Ruback, Richard S., and Royce Yudkoff. "Revenue Solutions, LLC (A)." Harvard Business School Multimedia/Video Supplement 225-707, September 2024.
      • September 2024
      • Supplement

      Revenue Solutions, LLC (B)

      By: Richard S. Ruback and Royce Yudkoff
      Pre-abstract: Instructors should consider the timing of making videos available to students, as they may reveal key case details.

      Abstract: This (B) case supplement is designed for use by faculty only to support classroom instruction in conjunction with... View Details
      Keywords: Financial Strategy; Financial Management; Joint Ventures; Brands and Branding; Partners and Partnerships; Small Business; Ownership; Personal Development and Career; Consumer Products Industry; United States; California
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      Ruback, Richard S., and Royce Yudkoff. "Revenue Solutions, LLC (B)." Harvard Business School Multimedia/Video Supplement 225-708, September 2024.
      • 2024
      • Working Paper

      Fire Sales of Safe Assets

      By: Gabor Pinter, Emil Siriwardane and Danny Walker
      We use trade-level data to study price pressure effects in the UK gilt market from September to October 2022. During this period, forced sales by liability-driven investment funds (LDIs) led to price discounts on the order of 10%, accounting for roughly half the total... View Details
      Keywords: Investment Funds; Capital Markets; United Kingdom
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      Pinter, Gabor, Emil Siriwardane, and Danny Walker. "Fire Sales of Safe Assets." Harvard Business School Working Paper, No. 25-015, September 2024.
      • September 2024
      • Case

      XYZ Robotics

      By: Jeffrey J. Bussgang, Brian Mao Fu, Shu Lin and Jamie Gong
      Founded in 2018, XYZ Robotics was a China-based startup specializing in robotic picking solutions and 3D machine vision products. Amid an economic downturn and intense competition, the company faced considerable financial challenges and needed to determine the best way... View Details
      Keywords: Robotics; 3D Systems; China; Resource Allocation; Business Startups; Competition; Product; Economic Slowdown and Stagnation; Technology Industry; China
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      Bussgang, Jeffrey J., Brian Mao Fu, Shu Lin, and Jamie Gong. "XYZ Robotics." Harvard Business School Case 825-059, September 2024.
      • September 2024 (Revised January 2025)
      • Exercise

      Building an AI First Snack Company: A Hands-on Generative AI Exercise

      By: Iavor I. Bojinov
      Although the term 'Generative AI' (GenAI) is widely recognized, its practical application in daily workflows has yet to be understood. This exercise introduces students to GenAI tools, demonstrating how they can be seamlessly integrated into professional work practices... View Details
      Keywords: AI and Machine Learning; Technology Adoption; Marketing Strategy; Product Launch; Brands and Branding
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      Bojinov, Iavor I. "Building an AI First Snack Company: A Hands-on Generative AI Exercise." Harvard Business School Exercise 625-052, September 2024. (Revised January 2025.)
      • 2024
      • Working Paper

      Behavioral Attenuation

      By: Thomas Graeber, Benjamin Enke, Ryan Oprea and Jeffrey Yang
      We report a large-scale examination of behavioral attenuation: due to information-processing constraints, the elasticity of people’s decisions with respect to economic fundamentals is generally too small. We implement more than 30 experiments, 20 of which were... View Details
      Keywords: Decisions; Behavior; Cognition and Thinking; Behavioral Finance
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      Graeber, Thomas, Benjamin Enke, Ryan Oprea, and Jeffrey Yang. "Behavioral Attenuation." NBER Working Paper Series, No. 32973, September 2024.
      • September–October 2024
      • Article

      Working Around the Clock: Temporal Distance, Intrafirm Communication, and Time Shifting of the Employee Workday

      By: Jasmina Chauvin, Prithwiraj Choudhury and Tommy Pan Fang
      This paper examines the effects of temporal distance generated by time zone separation on communication in geographically distributed organizations. We build on prior research, which highlights time zone separation as a significant challenge, but argue that employees... View Details
      Keywords: Communication; Employees; Behavior; Equality and Inequality
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      Chauvin, Jasmina, Prithwiraj Choudhury, and Tommy Pan Fang. "Working Around the Clock: Temporal Distance, Intrafirm Communication, and Time Shifting of the Employee Workday." Organization Science 35, no. 5 (September–October 2024): 1660–1681.
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