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      • 2025
      • Working Paper

      Emotional Manipulation by AI Companions

      By: Julian De Freitas, Zeliha Oğuz-Uğuralp and Ahmet Kaan-Uğuralp
      AI-companion apps such as Replika, Chai, and Character.ai promise relational benefits—yet many boast session lengths that rival gaming platforms while suffering high long-run churn. What conversational design features increase consumer engagement, and what trade-offs... View Details
      Keywords: Generative Ai; Chatbots; Emotional Manipulation; User Retention; Dark Side Of Technology; Consumer Welfare; Ethics
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      De Freitas, Julian, Zeliha Oğuz-Uğuralp, and Ahmet Kaan-Uğuralp. "Emotional Manipulation by AI Companions." Harvard Business School Working Paper, No. 26-005, August 2025.
      • 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 2025
      • Case

      Toilets for the Underserved: The SURT Commercialization Challenge

      By: Maria P. Roche, Anne Marie Knott and Alexander Oettl
      In 2021, a breakthrough in sanitation technology developed under the Gates Foundation’s “Reinvent the Toilet” initiative stood ready for commercialization. The Single User Reinvented Toilet (SURT), engineered by Dr. Shannon Yee, offered an off-grid, self-contained... View Details
      Keywords: Technological Innovation; Commercialization; Social Issues; Social Enterprise; Public Sector; Private Sector; Market Entry and Exit; Strategic Planning; Engineering; Infrastructure; Innovation Strategy; Consumer Products Industry; Consumer Products Industry; United States; South Africa; India; France
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      Roche, Maria P., Anne Marie Knott, and Alexander Oettl. "Toilets for the Underserved: The SURT Commercialization Challenge." Harvard Business School Case 726-369, July 2025.
      • Article

      Using Gen AI for Early-Stage Market Research

      By: James Brand, Ayelet Israeli and Donald Ngwe
      Generative AI, particularly large language models (LLMs), offers a promising new tool for early-stage market research by simulating customer responses to product concepts. This can allow companies to draw conclusions similar to those they’d obtain by surveying... View Details
      Keywords: Large Language Models; Large Language Model; Generative Ai; Artificial Intelligence; Market Research; Research; Marketing; AI and Machine Learning; Analytics and Data Science; Analysis; Customers; Consumer Behavior; Technology Industry; Information Technology Industry
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      Brand, James, Ayelet Israeli, and Donald Ngwe. "Using Gen AI for Early-Stage Market Research." Harvard Business Review (website) (July 18, 2025).
      • July 2025
      • Teaching Note

      Designed for Purpose: “Never a Failure. Always a Lesson”

      By: James Riley and Andrea Dorbu
      In 2017, Rihanna launched Fenty Beauty under LVMH, disrupting the cosmetics industry with an inclusive 'Beauty for All' strategy that emphasized accessibility across skin tones. The brand’s success was followed by the launch of Savage X Fenty, a lingerie line upholding... View Details
      Keywords: Cultural Entrepreneurship; Brands and Branding; Luxury; Consumer Behavior; Market Entry and Exit; United States
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      Riley, James, and Andrea Dorbu. "Designed for Purpose: “Never a Failure. Always a Lesson”." Harvard Business School Teaching Note 426-009, July 2025.
      • July 2025
      • Case

      Designed for Purpose: “Never a Failure. Always a Lesson”

      By: James Riley and Andrea Dorbu
      In 2017, Rihanna launched Fenty Beauty under LVMH, disrupting the cosmetics industry with an inclusive 'Beauty for All' strategy that emphasized accessibility across skin tones. The brand’s success was followed by the launch of Savage X Fenty, a lingerie line upholding... View Details
      Keywords: Cultural Entrepreneurship; Brands and Branding; Luxury; Consumer Behavior; Market Entry and Exit; United States
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      Riley, James, and Andrea Dorbu. "Designed for Purpose: “Never a Failure. Always a Lesson”." Harvard Business School Case 426-008, July 2025.
      • 2025
      • Working Paper

      In Privacy We Trust: The Effect of Privacy Regulations on Data Sharing Behavior

      By: Ozge Demirci, Ayelet Israeli and Eva Ascarza
      This paper studies the impact of privacy policies on consumer data-sharing behavior, focusing on policy changes in California and Virginia that took effect in 2023. Using data from a leading customer engagement app in the United States, where users upload shopping... View Details
      Keywords: Privacy; Privacy Regulation; Data Sharing; Digital Platforms; Policy; Surveys; Behavior; Public Opinion; California; Virginia
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      Demirci, Ozge, Ayelet Israeli, and Eva Ascarza. "In Privacy We Trust: The Effect of Privacy Regulations on Data Sharing Behavior." Harvard Business School Working Paper, No. 26-001, July 2025.
      • July 2025
      • Supplement

      Meghna Modi at Revlon India: Leading with a Bold Purpose (B)

      By: Aiyesha Dey and Sarah Sasso
      This follow-up case is about Meghna Modi, the CEO of struggling cosmetics company Revlon India, and the actions she takes as she tries to both turn the company around and integrate her personal purpose into her work. Influenced by her own life struggles, Modi feels... View Details
      Keywords: Culture; Leadership Development; Corporate Strategy; Management; Performance; Personal Development and Career; Consumer Products Industry; Asia; India; Delhi
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      Dey, Aiyesha, and Sarah Sasso. "Meghna Modi at Revlon India: Leading with a Bold Purpose (B)." Harvard Business School Supplement 126-023, July 2025.
      • 2025
      • Working Paper

      Designing Consent: Choice Architecture and Consumer Welfare in Data Sharing

      By: Chiara Farronato, Audrey Fradkin and Tesary Lin
      We study the welfare consequences of choice architecture for online privacy using a field experiment that randomizes cookie consent banners. We study three ways in which firms or policymakers can influence choices: (1) nudging users through banner design to encourage... View Details
      Keywords: Consumer Behavior; Decision Choices and Conditions; Welfare; Policy
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      Farronato, Chiara, Audrey Fradkin, and Tesary Lin. "Designing Consent: Choice Architecture and Consumer Welfare in Data Sharing." NBER Working Paper Series, No. 34025, July 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.
      • July 2025
      • Article

      Economic Integration and the Transmission of Democracy

      By: Marco Tabellini and Giacomo Magistretti
      In this paper, we study the effects of economic integration with democratic partners on democracy. We assemble a large country-level panel dataset from 1960 to 2015, and exploit improvements in air, relative to sea, transportation to derive a time-varying instrument... View Details
      Keywords: Democratization; Institutional Development; Economic Integration; International Trade; Democracy; Political Preferences; Institutions; Trade; Global Range; Economics; Government and Politics
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      Tabellini, Marco, and Giacomo Magistretti. "Economic Integration and the Transmission of Democracy." Review of Economic Studies 92, no. 4 (July 2025): 2765–2792. (Available also from VOX, VOXEU, Atlantico, The Economist, Domani, and Ideas for India. Longer NBER working paper version available here.)
      • July 2025
      • Module Note

      Supply and Demand for Strategists

      By: Quan Le
      This module note introduces students to the foundational microeconomic principles of supply and demand. It uses the example of an aluminum plant (specifically, production quantity and shutdown decisions) to discuss short-run vs. long-run decisions, marginal costs, sunk... View Details
      Keywords: Business Exit or Shutdown; Business or Company Management; Business Strategy; Competition; Competitive Advantage; Cost of Capital; Cost vs Benefits; Decision Making; Decisions; Demand and Consumers; Economics; Economic Systems; For-Profit Firms; Market Entry and Exit; Market Participation; Markets; Metals and Minerals; Microeconomics; Price; Revenue; Strategy; Supply and Industry; Manufacturing Industry
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      Le, Quan. "Supply and Demand for Strategists." Harvard Business School Module Note 726-352, July 2025.
      • June 2025
      • Case

      Parque del Sendero: Repositioning in the Death Care Industry in Chile

      By: Jill Avery, Andres Cuneo and Marco Bertini
      Facing changing consumer behavior and shifting industry conditions, Parque del Sendero, one of largest networks of cemeteries in Chile, considers repositioning its products to appeal to a broader swath of Chilean customers to fuel growth and a more profitable business... View Details
      Keywords: Consumer Behavior; Positioning; Branding; Marketing; Brands and Branding; Marketing Strategy; Service Industry; Real Estate Industry; Chile
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      Avery, Jill, Andres Cuneo, and Marco Bertini. "Parque del Sendero: Repositioning in the Death Care Industry in Chile." Harvard Business School Case 525-064, June 2025.
      • June 2025
      • Supplement

      Full-Funnel Advertising on TikTok: An Experiment

      By: Jeremy Yang and Ayelet Israeli
      TikTok’s Marketing Science team developed a new type of advertising strategy beyond branding and performance advertising, called full-funnel advertising. Branding ads focused on brand building at the top of the funnel by generating consumer awareness, while performance... View Details
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      Yang, Jeremy, and Ayelet Israeli. "Full-Funnel Advertising on TikTok: An Experiment." Harvard Business School Spreadsheet Supplement 525-721, June 2025.
      • June 2025
      • Exercise

      Full-Funnel Advertising on TikTok: An Experiment

      By: Jeremy Yang and Ayelet Israeli
      TikTok’s Marketing Science team developed a new type of advertising strategy beyond branding and performance advertising, called full-funnel advertising. Branding ads focused on brand building at the top of the funnel by generating consumer awareness, while performance... View Details
      Keywords: Social Media; Advertising; Brands and Branding; Digital Marketing; Marketing Strategy; Measurement and Metrics
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      Yang, Jeremy, and Ayelet Israeli. "Full-Funnel Advertising on TikTok: An Experiment." Harvard Business School Exercise 525-066, June 2025.
      • June 2025
      • Exercise

      Full-Funnel Advertising on TikTok: An Experiment (Solution)

      By: Jeremy Yang and Ayelet Israeli
      TikTok’s Marketing Science team developed a new type of advertising strategy beyond branding and performance advertising, called full-funnel advertising. Branding ads focused on brand building at the top of the funnel by generating consumer awareness, while performance... View Details
      Keywords: Social Media; Advertising; Brands and Branding; Digital Marketing; Marketing Strategy; Measurement and Metrics
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      Yang, Jeremy, and Ayelet Israeli. "Full-Funnel Advertising on TikTok: An Experiment (Solution)." Harvard Business School Exercise 525-067, 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.
      • June 2025
      • Article

      Ideation with Generative AI—In Consumer Research and Beyond

      By: Julian De Freitas, G. Nave and Stefano Puntoni
      The use of large language models (LLMs) in consumer research is rapidly evolving, with applications including synthetic data generation, data analysis, and more. However, their role in creative ideation—a cornerstone of consumer research—remains underexplored. Drawing... View Details
      Keywords: Large Language Model; AI and Machine Learning; Creativity; Innovation Strategy
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      De Freitas, Julian, G. Nave, and Stefano Puntoni. "Ideation with Generative AI—In Consumer Research and Beyond." Journal of Consumer Research 51, no. 1 (June 2025): 18–31.
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