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      • August 5, 2025
      • Article

      Data-driven Equation Discovery Reveals Nonlinear Reinforcement Learning in Humans

      By: Kyle J. LaFollette, Janni Yuval, Roey Schurr, David Melnikoff and Amit Goldenberg
      Computational models of reinforcement learning (RL) have significantly contributed to our understanding of human behavior and decision-making. Traditional RL models, however, often adopt a linear approach to updating reward expectations, potentially oversimplifying the... View Details
      Keywords: AI and Machine Learning; Behavior; Learning; Motivation and Incentives; Mathematical Methods
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      LaFollette, Kyle J., Janni Yuval, Roey Schurr, David Melnikoff, and Amit Goldenberg. "Data-driven Equation Discovery Reveals Nonlinear Reinforcement Learning in Humans." Proceedings of the National Academy of Sciences 122, no. 31 (August 5, 2025).
      • 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
      • Teaching Note

      Greenwood Online: A Fin-Tech Service for Culture and Community

      By: James Riley and Bernal Cortés
      In 2020, Ryan Glover and Paul Judge launched Greenwood, a fintech startup designed to counter systemic racial discrimination in the American banking ecosystem by offering accessible financial services tailored to Black and Brown communities, but available to all.... View Details
      Keywords: Purpose; Identity; Cultural Branding; Impression Management; Organization Behavior; Strategic Alignment; Start-up; Mission and Purpose; Decision Making; Decisions; Marketing Strategy; Organizational Structure; Banking Industry; United States
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      Riley, James, and Bernal Cortés. "Greenwood Online: A Fin-Tech Service for Culture and Community." Harvard Business School Teaching Note 426-019, July 2025.
      • July 2025
      • Case

      Greenwood Online: A Fin-Tech Service for Culture and Community (A)

      By: James Riley and Bernal Cortés
      In 2020, Ryan Glover and Paul Judge launched Greenwood, a fintech startup designed to counter systemic racial discrimination in the American banking ecosystem by offering accessible financial services tailored to Black and Brown communities, but available to all.... View Details
      Keywords: Purpose; Identity; Cultural Branding; Impression Management; Organization Behavior; Strategic Alignment; Start-up; Mission and Purpose; Decisions; Marketing Strategy; Organizational Structure; Banking Industry; United States
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      Riley, James, and Bernal Cortés. "Greenwood Online: A Fin-Tech Service for Culture and Community (A)." Harvard Business School Case 426-017, July 2025.
      • July 2025
      • Case

      Greenwood Online: A Fin-Tech Service for Culture and Community (B)

      By: James Riley and Bernal Cortés
      This B case follows Greenwood’s development after launch, including its decision to partner with a White-owned bank for backend support and its rapid growth despite that controversial choice. It traces the company’s scaling efforts, major fundraising rounds,... View Details
      Keywords: Purpose; Identity; Cultural Branding; Impression Management; Organization Behavior; Strategic Alignment; Start-up; Mission and Purpose; Decisions; Marketing Strategy; Organizational Structure; Banking Industry; United States
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      Riley, James, and Bernal Cortés. "Greenwood Online: A Fin-Tech Service for Culture and Community (B)." Harvard Business School Case 426-018, July 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; Utilities 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. (This case will be taught in the EC course Innovating at Scale on October 6, 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.
      • 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

      Extraverts Reap Greater Social Rewards from Passion Because They Express Passion More Frequently and More Diversely

      By: Kai Krautter, Anabel Büchner and Jon M. Jachimowicz
      Passion is stereotypically expressed through animated facial expressions, energetic body movements, varied tone, and pitch—and met with interpersonal benefits. However, these capture only a subset of passion expressions that are more common for extraverts. Indeed, in... View Details
      Keywords: Passion; Personality; Extraversion; Scale Development; Perception; Personal Characteristics
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      Krautter, Kai, Anabel Büchner, and Jon M. Jachimowicz. "Extraverts Reap Greater Social Rewards from Passion Because They Express Passion More Frequently and More Diversely." Personality and Social Psychology Bulletin 51, no. 7 (July 2025): 1159–1172.
      • July 2025
      • Article

      On the Economic Origins of Concerns Over Women’s Chastity

      By: Anke Becker
      This paper studies the origins and function of customs and norms that intend to keep women from being promiscuous. Using large-scale survey data from more than 100 countries, I test the anthropological theory that a particular form of preindustrial... View Details
      Keywords: Infibulation; Female Sexuality; Paternity Uncertainty; Concern About Women's Chastity; Pastoralism; Economic Anthropology; History; Gender; Social Issues; Culture
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      Becker, Anke. "On the Economic Origins of Concerns Over Women’s Chastity." Review of Economic Studies 92, no. 4 (July 2025): 2303–2329.
      • 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.
      • 2025
      • Working Paper

      Heterogeneous Beliefs and Stock Market Fluctuations

      By: Odhrain McCarthy and Sebastian Hillenbrand
      This paper examines the role of heterogeneous investor beliefs in explaining stock market puzzles. Using survey data, we show that individual investors and investment professionals, such as equity analysts and strategists, form distinct beliefs. These groups rely on... View Details
      Keywords: Financial Markets; Valuation; Stocks; Asset Pricing; Investment; Behavioral Finance
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      McCarthy, Odhrain, and Sebastian Hillenbrand. "Heterogeneous Beliefs and Stock Market Fluctuations." Working Paper, June 2025. (WFA Brattle Group Ph.D. Award for Outstanding Research.)
      • June 2025 (Revised July 2025)
      • Case

      Full-Funnel Advertising on TikTok

      By: Jeremy Yang, Ayelet Israeli and Alexis Lefort
      In 2025 TikTok is working to grow its brand and performance advertising business, along with a new integrated full-funnel solution. As an emerging media platform with unique ad formats and user behavior in a privacy-first environment, TikTok faces both significant... View Details
      Keywords: Social Media; Growth and Development Strategy; Advertising; Brands and Branding; Digital Marketing; Measurement and Metrics
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      Yang, Jeremy, Ayelet Israeli, and Alexis Lefort. "Full-Funnel Advertising on TikTok." Harvard Business School Case 525-065, June 2025. (Revised July 2025.)
      • Spring 2025
      • Article

      An Insider’s Perspective on How to Reduce Fraud in the Social Sciences

      By: Max Bazerman
      I will describe how a fraudulent paper developed and offer insights into the institutional changes that are needed. I was a co-author on a paper described as a “clusterfake” due to at least two frauds allegedly occurring in the same paper. I will use my knowledge of... View Details
      Keywords: Ethics; Research
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      Bazerman, Max. "An Insider’s Perspective on How to Reduce Fraud in the Social Sciences." Journal of Law, Medicine & Ethics 53, no. 1 (Spring 2025): 6–10.
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