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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.
      • June 2025
      • Case

      TagHive: Edtech Pricing and Distributor Decisions

      By: Isamar Troncoso, Frank V. Cespedes and Stacy Straaberg
      Education technology (edtech) company TagHive, founded in 2017, used a direct sales team and third-party distributors to sell its Class Saathi hardware and software solution to 300 clients, mainly primary and secondary schools in India. The product aimed to improve... View Details
      Keywords: Business Model; Marketing Channels; Marketing Strategy; Product Marketing; Social Marketing; Information Infrastructure; Information Technology; Internet and the Web; Mobile and Wireless Technology; Technology Adoption; Education; Teaching; Price; Customer Relationship Management; Customer Satisfaction; Growth and Development; Technological Innovation; Education Industry; Technology Industry; India; South Korea
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      Troncoso, Isamar, Frank V. Cespedes, and Stacy Straaberg. "TagHive: Edtech Pricing and Distributor Decisions." Harvard Business School Case 525-001, 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.
      • May 2025
      • Case

      Initial Financial Statements at Blank Corporation: Bridging Content and Commerce

      By: Jung Koo Kang, Panje Jayden Kim and David Allen
      This accounting case is intended to teach students how to compile an income statement, a balance sheet, and a cash flow statement. It focuses on Blank Corporation, an innovative South Korean company that bridged content and commerce by selling products directly through... View Details
      Keywords: Accounting; Financial Statements; Business Startups; Social Media; Advertising; Digital Marketing; Consumer Products Industry; South Korea
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      Kang, Jung Koo, Panje Jayden Kim, and David Allen. "Initial Financial Statements at Blank Corporation: Bridging Content and Commerce ." Harvard Business School Case 125-021, May 2025.
      • May 2025
      • Supplement

      On (B): The Cyclon Spins On

      By: Ramon Casadesus-Masanell, Karolin Frankenberger, Sascha Mader and Karen Elterman
      A follow-up to the On case (723-430), this short case explores how the performance athletic shoe company On expanded its Cyclon subscription and recycling program through 2024, adding two new shoe models to the subscription and a one-time-purchase recyclable T-shirt. View Details
      Keywords: Business Model; Business Strategy; Competitive Advantage; Competitive Strategy; Disruptive Innovation; Distribution Channels; Environmental Sustainability; Marketing Strategy; Product Design; Product Development; Technological Innovation; Expansion; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; China; Europe; Germany; Japan; Switzerland; United States
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      Casadesus-Masanell, Ramon, Karolin Frankenberger, Sascha Mader, and Karen Elterman. "On (B): The Cyclon Spins On." Harvard Business School Supplement 725-475, 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.
      • 2025
      • Working Paper

      Balancing Engagement and Polarization: Multi-Objective Alignment of News Content Using LLMs

      By: Mengjie Cheng, Elie Ofek and Hema Yoganarasimhan
      We study how media firms can use LLMs to generate news content that aligns with multiple objectives—making content more engaging while maintaining a preferred level of polarization/slant consistent with the firm’s editorial policy. Using news articles from The New York... View Details
      Keywords: Large Language Models; Content Creation; Media; Polarization; Generative Ai; Direct Preference Optimization; AI and Machine Learning; News; Perspective; Digital Marketing; Policy; Media and Broadcasting Industry
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      Cheng, Mengjie, Elie Ofek, and Hema Yoganarasimhan. "Balancing Engagement and Polarization: Multi-Objective Alignment of News Content Using LLMs." Harvard Business School Working Paper, No. 25-051, April 2025.
      • April 2025
      • Teaching Note

      Tabby: Winning Customers' Digital Wallets

      By: Eva Ascarza
      Teaching Note for HBS Case No. 524-056. Tabby, a Saudi-based fintech founded in 2019, rapidly became one of the MENA region’s first unicorns by offering buy-now-pay-later (BNPL) services with a unique twist: instead of charging end consumers, it partnered with... View Details
      Keywords: Fintech; Business Startups; Marketing; Entrepreneurship; Growth and Development Strategy; Business Strategy; Business Model; Competitive Strategy; Financial Services Industry; Middle East; Saudi Arabia; United Arab Emirates
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      Ascarza, Eva. "Tabby: Winning Customers' Digital Wallets." Harvard Business School Teaching Note 525-057, April 2025.
      • April 2025
      • Case

      Breezm: Innovative 3D-Printed Eyewear (A)

      By: Juan Alcácer, Brian Mao Fu and Adina Wong
      In 2023, Breezm, a South Korean startup, faced a strategic decision about how to grow its innovative 3D-printed, custom-fit eyewear business. Co-founded in 2017 by Zenma Park and Wooseok Sung, Breezm combined facial scanning, AI, and in-house production to solve the... View Details
      Keywords: 3D Printing; Eyeyewear; Growth; Business Startups; AI and Machine Learning; Technological Innovation; Growth and Development Strategy; Risk and Uncertainty; Expansion; South Korea
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      Alcácer, Juan, Brian Mao Fu, and Adina Wong. "Breezm: Innovative 3D-Printed Eyewear (A)." Harvard Business School Case 725-376, April 2025.
      • April 2025
      • Article

      Serving with a Smile on Airbnb: Analyzing the Economic Returns and Behavioral Underpinnings of the Host’s Smile

      By: Shunyuan Zhang, Elizabeth Friedman, Kannan Srinivasan, Ravi Dhar and Xupin Zhang
      Non-informational cues, such as facial expressions, can significantly influence judgments and interpersonal impressions. While past research has explored how smiling affects business outcomes in offline or in-store contexts, relatively less is known about how smiling... View Details
      Keywords: Sharing Economy; Airbnb; Image Feature Extraction; Machine Learning; Facial Expressions; Prejudice and Bias; Nonverbal Communication; E-commerce; Consumer Behavior; Perception
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      Zhang, Shunyuan, Elizabeth Friedman, Kannan Srinivasan, Ravi Dhar, and Xupin Zhang. "Serving with a Smile on Airbnb: Analyzing the Economic Returns and Behavioral Underpinnings of the Host’s Smile." Journal of Consumer Research 51, no. 6 (April 2025): 1073–1097.
      • 2025
      • Working Paper

      Tracking the Short-Run Price Impact of U.S. Tariffs

      By: Alberto Cavallo, Paola Llamas and Franco Vazquez
      This paper examines the short-run impact of the 2025 U.S. tariffs on consumer prices using a unique integration of high-frequency retail pricing data, product-level country-of-origin information, and detailed tariff classifications. By linking daily prices from major... View Details
      Keywords: Tariffs; Trade; Price; Inflation and Deflation
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      Cavallo, Alberto, Paola Llamas, and Franco Vazquez. "Tracking the Short-Run Price Impact of U.S. Tariffs." Working Paper, April 2025.
      • March 2025 (Revised April 2025)
      • Case

      Perplexity: Redefining Search

      By: Suraj Srinivasan, Michelle Hu, Sriraghav Srinivasan and Radhika Kak
      By early 2025, Perplexity had rapidly evolved from a modest startup into a popular "answer engine" valued at $9 billion. The company had boldly positioned itself as the disruptor to Google aiming to redefine search for the AI age. Through novel AI... View Details
      Keywords: AI and Machine Learning; Venture Capital; Innovation Leadership; Technological Innovation; Internet and the Web; Business Startups; Competitive Strategy; Business Model; Technology Industry; United States
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      Srinivasan, Suraj, Michelle Hu, Sriraghav Srinivasan, and Radhika Kak. "Perplexity: Redefining Search." Harvard Business School Case 125-093, March 2025. (Revised April 2025.)
      • March 2025
      • Case

      Stagwell: AI and the Future of Marketing

      By: Suraj Srinivasan and Radhika Kak
      In early 2025, Mark Penn, Founder, CEO and Chairman of Stagwell, a global marketing company with a network of over 70+ agencies that served over 4000 blue-chip customers across 40 countries, was looking at ways that marketers should navigate the disruption emanating... View Details
      Keywords: Advertising; Innovation Strategy; Change Management; AI and Machine Learning; Digital Transformation; Technology Adoption; Marketing Strategy; Service Delivery; Creativity; Business Model; Advertising Industry; Technology Industry
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      Srinivasan, Suraj, and Radhika Kak. "Stagwell: AI and the Future of Marketing." Harvard Business School Case 125-089, March 2025.
      • March 2025
      • Teaching Plan

      Wasabi Technologies (A) and (B)

      By: N. Louis Shipley and Stacy Straaberg
      Teaching Plan for HBS Case Nos. 823-021 and 825-035. Set in 2019, the “Wasabi Technologies (A)” case centers on Wasabi Technologies (Wasabi), a successful hot cloud storage company based in Boston, Massachusetts. Founder and CEO David Friend is ready to scale the... View Details
      Keywords: Sales; Product Development; Growth and Development Strategy; Business Divisions; Business Strategy; Marketing Strategy; Distribution Channels; Information Technology Industry; United States; Massachusetts; Boston
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      Shipley, N. Louis, and Stacy Straaberg. "Wasabi Technologies (A) and (B)." Harvard Business School Teaching Plan 825-127, March 2025.
      • March 2025
      • Article

      Differentiating on Diversity: How Disclosing Workforce Diversity Influences Consumer Choice

      By: Maya Balakrishnan, Jimin Nam and Ryan W. Buell
      Companies are facing increased pressure to “walk the talk” on diversity, equity, and inclusion (DEI) in their operations. One specific call-to-action from stakeholders is the public disclosure of EEO-1s. Companies with 100+ employees are federally mandated to annually... View Details
      Keywords: Consumer Behavior; Corporate Disclosure; Diversity; Employees; Perception
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      Balakrishnan, Maya, Jimin Nam, and Ryan W. Buell. "Differentiating on Diversity: How Disclosing Workforce Diversity Influences Consumer Choice." Production and Operations Management 34, no. 3 (March 2025): 457–474.
      • 2025
      • Working Paper

      New Product Diffusion Within Retailers: The Effect of Managerial Quality on Rollout

      By: Tomomichi Amano and Jorge Tamayo
      Retailers are key intermediaries through which consumers encounter innovation in the form of new products. How are these products rolled out within retailers? We observe significant variation in the availability of new products across stores in a large retail chain in... View Details
      Keywords: Managerial Quality; Firm Performance; Diffusion Of Innovation; New Product Rollout; Retailing; Distribution Channels; Product Launch; Management Skills; Retail Industry; Colombia
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      Amano, Tomomichi, and Jorge Tamayo. "New Product Diffusion Within Retailers: The Effect of Managerial Quality on Rollout." Harvard Business School Working Paper, No. 25-041, February 2025.
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