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Publications

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      • August 2025
      • Article

      Revenue Collapses and the Consumption of Small Business Owners in the COVID-19 Pandemic

      By: Olivia S. Kim, Jonathan A. Parker and Antoinette Schoar
      Using financial account data linking small businesses to their owner households, we examine how business owners’ consumption responded to changes in business revenues during the COVID-19 crisis. In the first two months following the National Emergency, business... View Details
      Keywords: Revenue; Small Business; Health Pandemics; Spending; Consumer Behavior
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      Kim, Olivia S., Jonathan A. Parker, and Antoinette Schoar. "Revenue Collapses and the Consumption of Small Business Owners in the COVID-19 Pandemic." Art. 104079. Journal of Financial Economics 170 (August 2025).
      • July–August 2025
      • Article

      Don’t Let an AI Failure Harm Your Brand

      By: Julian De Freitas
      How companies market their AI systems affects the repercussions they face when their products fail. Marketers must promote their AI products with potential failure in mind. To do that, they must first understand consumers’ unique attitudes toward AI. Marketers who... View Details
      Keywords: AI and Machine Learning; Brands and Branding; Product Marketing; Consumer Behavior; Attitudes
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      De Freitas, Julian. "Don’t Let an AI Failure Harm Your Brand." Harvard Business Review 103, no. 4 (July–August 2025): 126–133.
      • 2025
      • Working Paper

      How Firms Respond to Worker Activism: Evidence from Global Supply Chains

      By: Yanhua Bird, Jodi L. Short and Michael W. Toffel
      Social movement pressures can lead organizations to concede and improve social performance to avoid disruption costs, but we theorize that such responses evoke concession costs that prompt organizations to shift resources and attention from other social domains whose... View Details
      Keywords: Worker Activism; Labor Standards; Tradeoffs; Global Supply Chains; Internal Governance Structure
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      Bird, Yanhua, Jodi L. Short, and Michael W. Toffel. "How Firms Respond to Worker Activism: Evidence from Global Supply Chains." Harvard Business School Working Paper, No. 25-061, June 2025.
      • 2025
      • Working Paper

      Fiscal Externalities of Transaction Taxes: Evidence from the Los Angeles Mansion Tax

      By: Daniel Green, Vikram Jambulapati, Jack Liebersohn and Tejaswi Velayudhan
      We estimate the fiscal externalities of a property transfer tax, the Los Angeles “Mansion Tax”, on the revenues from property taxes when assessed values are closely tied to transactions. In California, as in over half of U.S. states, growth in tax as- sessments... View Details
      Keywords: Public Finance; Real Estate; Property Demand; Taxation; Property; Revenue; Los Angeles
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      Green, Daniel, Vikram Jambulapati, Jack Liebersohn, and Tejaswi Velayudhan. "Fiscal Externalities of Transaction Taxes: Evidence from the Los Angeles Mansion Tax." SSRN Working Paper Series, No. 5273034, June 2025.
      • May–June 2025
      • Article

      Algorithmic Assortment Curation: An Empirical Study of Buybox in Online Marketplaces

      By: Santiago Gallino, Nil Karacaoglu and Antonio Moreno
      Most online sales worldwide take place in marketplaces that connect sellers and buyers. The presence of numerous third-party sellers leads to a proliferation of listings for each product, making it difficult for customers to choose between the available options. Online... View Details
      Keywords: Algorithms; Marketplaces; Marketplace Matching; E-commerce; Demand and Consumers; Customer Focus and Relationships; Market Participation; Technology Adoption
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      Gallino, Santiago, Nil Karacaoglu, and Antonio Moreno. "Algorithmic Assortment Curation: An Empirical Study of Buybox in Online Marketplaces." Manufacturing & Service Operations Management 27, no. 3 (May–June 2025): 917–934.
      • May–June 2025
      • Article

      Balancing Digital Safety and Innovation

      By: Tomomichi Amano and Tomomi Tanaka
      Designers of consumer-facing digital products have tended to focus on novelty and speed (“move fast and break things”). They’ve spent more effort on innovating than on anticipating how customers—and bad actors—might engage with products. But as digital products become... View Details
      Keywords: Technological Innovation; Cybersecurity; Demand and Consumers; Safety
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      Amano, Tomomichi, and Tomomi Tanaka. "Balancing Digital Safety and Innovation." Harvard Business Review 103, no. 3 (May–June 2025): 120–127.
      • Summer 2025
      • Article

      Dynamic Competition for Customer Memberships

      By: Cristian Chica, Julian Jimenez-Cardenas and Jorge Tamayo
      A competitive two-period membership (subscription) market is analyzed. Two symmetric firms charge a “membership” fee that allows consumers to buy products or services at a given unit price for both periods. Firms can choose between long- or short-term memberships. When... View Details
      Keywords: Competitive Price Discrimination; Membership; Dynamic Competition; Competition; Price; Consumer Behavior; Business Model
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      Chica, Cristian, Julian Jimenez-Cardenas, and Jorge Tamayo. "Dynamic Competition for Customer Memberships." Journal of Economics & Management Strategy 34, no. 2 (Summer 2025): 525–556.
      • 2025
      • Working Paper

      An Empirical Examination of Business Climate Alliances: Effective and/or Harmful?

      By: Matteo Gasparini and Peter Tufano
      This research studies business alliances that seek to address climate change, offering empirical evidence to address claims advanced by alliance supporters and critics. We study eleven major alliances mostly focused on financial services firms and 424 major... View Details
      Keywords: Antitrust; Climate Change; Financial Institutions; Competition; Network Effects; Alliances
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      Gasparini, Matteo, and Peter Tufano. "An Empirical Examination of Business Climate Alliances: Effective and/or Harmful?" Harvard Business School Working Paper, No. 25-060, May 2025.
      • 2025
      • Working Paper

      Trade and Industrial Policy in Supply Chains: Directed Technological Change in Rare Earths

      By: Laura Alfaro, Harald Fadinger, Jay Schymik and Gede Virananda
      Trade and industrial policies, while primarily intended to support domestic industries, may unintentionally stimulate technological progress abroad. We document this mechanism in the case of rare earth elements (REEs)—critical inputs for manufacturing at the knowledge... View Details
      Keywords: Industrial Policy; Global Value Chains; Directed Technological Change; Input-output Linkages; Innovation; Trade; Metals and Minerals; Technological Innovation; Supply Chain; Technology Industry
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      Alfaro, Laura, Harald Fadinger, Jay Schymik, and Gede Virananda. "Trade and Industrial Policy in Supply Chains: Directed Technological Change in Rare Earths." Harvard Business School Working Paper, No. 25-059, May 2025.
      • 2025
      • Working Paper

      Trade Within Multinational Boundaries

      By: Laura Alfaro, Paola Conconi, Fariha Kamal and Zachary Kroff
      We leverage newly linked data from the U.S. Census Bureau and the U.S. Bureau of Economic Analysis to study transactions within U.S. multinational enterprises (MNEs). We show that using administrative data on intrafirm trade allows us to correct for measurement error... View Details
      Keywords: Multinational Enterprise; Input-output Linkages; Multinational Firms and Management; Trade; Supply Chain
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      Alfaro, Laura, Paola Conconi, Fariha Kamal, and Zachary Kroff. "Trade Within Multinational Boundaries." Harvard Business School Working Paper, No. 25-058, May 2025.
      • May 2025 (Revised May 2025)
      • Supplement

      Michael Ku and Global Clinical Supply at Pfizer Inc.: Bringing Hope to Patients (D)

      By: Linda A. Hill and Lydia Begag
      This fourth installment in the Pfizer Global Clinical Supply (GCS) transformation case series highlights how over a decade of cultural and digital evolution positioned GCS to meet unprecedented global challenges. In 2011, Michael Ku became the Vice President of GCS and... View Details
      Keywords: Innovation Leadership; Technological Innovation; Leadership Development; Leadership Style; Research and Development; Science-Based Business; Transformation; Pharmaceutical Industry; Biotechnology Industry; Health Industry; United States; Asia; Europe; Latin America
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      Hill, Linda A., and Lydia Begag. "Michael Ku and Global Clinical Supply at Pfizer Inc.: Bringing Hope to Patients (D)." Harvard Business School Supplement 425-079, May 2025. (Revised May 2025.)
      • May 2025
      • Case

      Wilburn Medical USA

      By: David Ager, Lynda M. Applegate and James Barnett
      In September 2024, Emily Wilburn Andrews, CEO of Wilburn Medical USA, is five years into her tenure leading the medical equipment supply company since taking over for her father, the company’s founder. She considers approaches to grow the company while maintaining the... View Details
      Keywords: Small Business; Change Management; Decision Making; Ethics; Values and Beliefs; Health; Medical Specialties; Leadership; Health Industry; United States
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      Ager, David, Lynda M. Applegate, and James Barnett. "Wilburn Medical USA." Harvard Business School Case 825-039, May 2025.
      • 2025
      • Working Paper

      Bank Financing of Global Supply Chains

      By: Laura Alfaro, Mariya Brussevich, Camelia Minoiu and Andrea Presbitero
      Finding new international suppliers is costly, so most importers source inputs from a single country. We examine the role of banks in mitigating trade search costs during the 2018–2019 U.S.-China trade tensions. We match data on shipments to U.S. ports with the U.S.... View Details
      Keywords: Financial Institutions; International Finance; Trade; Credit; United States; Asia
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      Alfaro, Laura, Mariya Brussevich, Camelia Minoiu, and Andrea Presbitero. "Bank Financing of Global Supply Chains." NBER Working Paper Series, No. 33754, May 2025.
      • 2025
      • Working Paper

      The Limits of Insurance Demand and the Growing Protection Gap

      By: Parinitha Sastry, Tess Scharlemann, Ishita Sen and Ana-Maria Tenekedjieva
      In a world with rising risk, how much are U.S. households willing to pay for homeowners insurance, and what does their demand imply for the future of insurance markets? We provide the first estimates of household willingness to pay for homeowners insurance and the... View Details
      Keywords: Climate Change; Risk and Uncertainty; Insurance; Personal Finance; Consumer Behavior; Mortgages
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      Sastry, Parinitha, Tess Scharlemann, Ishita Sen, and Ana-Maria Tenekedjieva. "The Limits of Insurance Demand and the Growing Protection Gap." Harvard Business School Working Paper, No. 25-054, February 2025.
      • May 2025
      • Case

      Windsurf and the AI Code Assistant Market

      By: Suraj Srinivasan, Sudhanshu Nath Mishra and Radhika Kak
      In April 2025, the founding team of Windsurf, an AI start-up specializing in code generation gathered in Mountain View, California, to assess its remarkable year of growth. The company had scaled from a niche GitHub Copilot alternative to a breakout player with over... View Details
      Keywords: AI and Machine Learning; Venture Capital; Innovation Leadership; Technological Innovation; Technology Industry; United States
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      Srinivasan, Suraj, Sudhanshu Nath Mishra, and Radhika Kak. "Windsurf and the AI Code Assistant Market." Harvard Business School Case 125-111, May 2025.
      • April 2025
      • Teaching Note

      Allbirds: Decarbonizing Fashion (A) and (B)

      By: Michael W. Toffel, Ken Pucker and Stacy Straaberg
      Teaching Note for HBS Case Nos. 622-024, 625-004, 625-005, and 625-702. The Allbirds: Decarbonizing Fashion (A) case introduces Allbirds as a footwear startup not only focused on simple design, comfort, and sustainable natural materials but on decarbonizing the wider... View Details
      Keywords: Decarbonization; Climate Impact; Environmental Strategy; Innovation; Product Design; Supply Chain Management; Innovation Strategy; Innovation and Management; Product Development; Climate Change; Environmental Management; Environmental Sustainability; Business Startups; Initial Public Offering; Knowledge Sharing; Competitive Advantage; Apparel and Accessories Industry; Apparel and Accessories Industry; United States; California
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      Toffel, Michael W., Ken Pucker, and Stacy Straaberg. "Allbirds: Decarbonizing Fashion (A) and (B)." Harvard Business School Teaching Note 625-006, April 2025.
      • April 2025
      • Supplement

      Allbirds: Decarbonizing Fashion PowerPoint Supplement

      By: Michael W. Toffel, Ken Pucker and Stacy Straaberg
      The Allbirds: Decarbonizing Fashion (A) case introduces Allbirds as a footwear startup not only focused on simple design, comfort, and sustainable natural materials but on decarbonizing the wider fashion industry. Background material highlights the growing... View Details
      Keywords: Decarbonization; Climate Impact; Environmental Strategy; Innovation; Product Design; Supply Chain Management; Innovation Strategy; Innovation and Management; Product Development; Climate Change; Environmental Management; Environmental Sustainability; Apparel and Accessories Industry; Apparel and Accessories Industry; United States; California
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      Toffel, Michael W., Ken Pucker, and Stacy Straaberg. "Allbirds: Decarbonizing Fashion PowerPoint Supplement." Harvard Business School PowerPoint Supplement 625-005.
      • April 2025
      • Case

      Techint: Strategic Choices for Community Impact

      By: Lauren Cohen, Virak Prum, Kenneth Charman, Pedro Levindo and Mariana Cal
      In early 2024 Erika Bienek, Chief Community Relations Officer at Techint, had to decide whether to invest in a new company-owned and operated technical school in Veracruz, Mexico, or invest instead in strengthening the city’s public education system. Techint, a global... View Details
      Keywords: Technical Institutes; Community Relations; Social Impact; Argentina; Mexico; Brazil; Conglomerate; Stakeholder Management; Government And Business; Community Impact; Philanthropy; Business Conglomerates; Business Subsidiaries; Business Headquarters; Family Business; Decision Making; Private Sector; Public Sector; Education; Curriculum and Courses; Middle School Education; Secondary Education; Teaching; Training; Learning; Energy; Engineering; Construction; Values and Beliefs; Geography; Global Range; Local Range; Cross-Cultural and Cross-Border Issues; Globalized Firms and Management; Government Legislation; Recruitment; Innovation and Invention; Disruptive Innovation; Knowledge; Resource Allocation; Industry Clusters; Infrastructure; Family Ownership; Philanthropy and Charitable Giving; Business and Community Relations; Business and Stakeholder Relations; Business and Government Relations; Creativity; Reputation; Social and Collaborative Networks; Civil Society or Community; Social Issues; Poverty; Strategy; Construction Industry; Education Industry; Energy Industry; Industrial Products Industry; Manufacturing Industry; Steel Industry; Europe; Italy; Latin America; North and Central America; Mexico; North America; United States; South America; Argentina; Buenos Aires; Brazil
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      Cohen, Lauren, Virak Prum, Kenneth Charman, Pedro Levindo, and Mariana Cal. "Techint: Strategic Choices for Community Impact." Harvard Business School Case 825-058, April 2025.
      • April 2025
      • Teaching Note

      ZEISS: Commercializing Science

      By: Maria P. Roche
      Teaching Note for HBS Case No. 725-359. View Details
      Keywords: Business Model; Business Organization; Decisions; Business Strategy; Competition; Business History; Collaborative Innovation and Invention; Independent Innovation and Invention; Disruptive Innovation; Innovation and Management; Innovation Strategy; Technological Innovation; Growth and Development Strategy; Knowledge Sharing; Industry Growth; Monopoly; Organizational Culture; Supply Chain Management; Partners and Partnerships; Risk and Uncertainty; Adaptation; Commercialization; Resource Allocation; Corporate Strategy; Semiconductor Industry; Technology Industry; Germany; Europe
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      Roche, Maria P. "ZEISS: Commercializing Science." Harvard Business School Teaching Note 725-458, April 2025.
      • April 2025 (Revised June 2025)
      • Case

      Governing Sustainability in a Shifting Context (A)

      By: Lynn S. Paine and Will Hurwitz
      In early 2025, boards of directors had to rethink corporate responsibility and sustainability efforts amid rapidly-shifting social, legal, regulatory, and economic forces. While just a few years earlier, calls to address racial justice and climate change reached into... View Details
      Keywords: Climate Change; Corporate Governance; Diversity; Leadership; Business or Company Management; Mission and Purpose; Social Media; Race; Environmental Sustainability; Governing Rules, Regulations, and Reforms; Governing and Advisory Boards; Lawfulness; Lawsuits and Litigation; Measurement and Metrics; Corporate Social Responsibility and Impact; Business and Shareholder Relations; Social Issues; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; United States
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      Paine, Lynn S., and Will Hurwitz. "Governing Sustainability in a Shifting Context (A)." Harvard Business School Case 325-121, April 2025. (Revised June 2025.)
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