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      • Faculty Publications  (2,455)

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      • July 2024
      • Article

      How Artificial Intelligence Constrains Human Experience

      By: A. Valenzuela, S. Puntoni, D. Hoffman, N. Castelo, J. De Freitas, B. Dietvorst, C. Hildebrand, Y.E. Huh, R. Meyer, M. Sweeney, S. Talaifar, G. Tomaino and K. Wertenbroch
      Many consumption decisions and experiences are digitally mediated. As a consequence, consumer behavior is increasingly the joint product of human psychology and ubiquitous algorithms (Braun et al. 2024; cf. Melumad et al. 2020). The coming of age of Large Language... View Details
      Keywords: Large Language Model; User Experience; AI and Machine Learning; Consumer Behavior; Technology Adoption; Risk and Uncertainty; Cost vs Benefits
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      Valenzuela, A., S. Puntoni, D. Hoffman, N. Castelo, J. De Freitas, B. Dietvorst, C. Hildebrand, Y.E. Huh, R. Meyer, M. Sweeney, S. Talaifar, G. Tomaino, and K. Wertenbroch. "How Artificial Intelligence Constrains Human Experience." Journal of the Association for Consumer Research 9, no. 3 (July 2024): 241–256.
      • 2024
      • Working Paper

      How Inflation Expectations De-Anchor: The Role of Selective Memory Cues

      By: Nicola Gennaioli, Marta Leva, Raphael Schoenle and Andrei Shleifer
      In a model of memory and selective recall, household inflation expectations remain rigid when inflation is anchored but exhibit sharp instability during inflation surges, as similarity prompts retrieval of forgotten high-inflation experiences. Using data from the New... View Details
      Keywords: Cognition and Thinking; Inflation and Deflation; Personal Finance
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      Gennaioli, Nicola, Marta Leva, Raphael Schoenle, and Andrei Shleifer. "How Inflation Expectations De-Anchor: The Role of Selective Memory Cues." NBER Working Paper Series, No. 32633, June 2024.
      • July 2024
      • Article

      JUE Insight: Infrastructure and Finance: Evidence from India's GQ Highway Network

      By: Abhiman Das, Ejaz Ghani, Arti Grover, William Kerr and Ramana Nanda
      We use data from Reserve Bank of India to study the impact of India's Golden Quadrilateral (GQ) highway project on finance-dependent activity. Loan volumes increase by 20-30% in districts along GQ and are stronger in industries more dependent upon external finance.... View Details
      Keywords: Highways; Finance; Development; Infrastructure; Banks and Banking; Transportation Networks; Financing and Loans; Growth and Development; India
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      Das, Abhiman, Ejaz Ghani, Arti Grover, William Kerr, and Ramana Nanda. "JUE Insight: Infrastructure and Finance: Evidence from India's GQ Highway Network." Art. 103593. Journal of Urban Economics 142 (July 2024).
      • 2025
      • Working Paper

      The Value of Silence: The Effect of UMG’s Licensing Dispute with TikTok on Music Demand

      By: Mengjie (Magie) Cheng, Elie Ofek and Hema Yoganarasimhan
      Social media platforms like TikTok have transformed how music is discovered, consumed, and monetized. This study examines the implications of the dispute between TikTok and Universal Music Group (UMG), which resulted in UMG excluding its music from TikTok from... View Details
      Keywords: Demand And Consumers; Monetization; Social Media; Revenue; Conflict and Resolution; Music Industry
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      Cheng, Mengjie (Magie), Elie Ofek, and Hema Yoganarasimhan. "The Value of Silence: The Effect of UMG’s Licensing Dispute with TikTok on Music Demand." Harvard Business School Working Paper, No. 25-014, July 2024. (Revised June 2025.)
      • 2024
      • Working Paper

      Webmunk: A New Tool for Studying Online Behavior and Digital Platforms

      By: Chiara Farronato, Andrey Fradkin and Chris Karr
      Understanding the behavior of users online is important for researchers, policymakers, and private companies alike. But observing online behavior and conducting experiments is difficult without direct access to the user base and software of technology companies. We... View Details
      Keywords: Policy; Technology Adoption; Behavior; Research; Consumer Behavior; Internet and the Web
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      Farronato, Chiara, Andrey Fradkin, and Chris Karr. "Webmunk: A New Tool for Studying Online Behavior and Digital Platforms." NBER Working Paper Series, No. 32694, July 2024.
      • June 2024
      • Teaching Note

      Roku 2021

      By: David B. Yoffie
      Teaching Note for HBS Case No. 721-480. This case is used to explore the strategic concept of "look forward, reason back." Roku in 2021 is trying to figure out the future of television and streaming media. Students are asked to provide a vision for television and... View Details
      Keywords: Technology; Television Entertainment; Forecasting and Prediction; Decision Choices and Conditions; Strategy; Strategic Planning; Organizational Change and Adaptation; Media and Broadcasting Industry
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      Yoffie, David B. "Roku 2021." Harvard Business School Teaching Note 724-497, June 2024.
      • June 2024
      • Teaching Note

      Dirk Nowitzki: Changing the Game

      By: Boris Groysberg, Katherine Connolly Baden and Robin Abrahams
      Teaching Note for HBS Case No. 420-031. NBA Superstar Dirk Nowitzki was unsure whether the 2018-19 season would be his last as an NBA player. He had not faced such uncertainty since 1998, when he had navigated a difficult decision regarding the timing of his move to... View Details
      Keywords: Problems and Challenges; Practice; Retirement; Work-Life Balance; Success; Knowledge Acquisition; Knowledge Sharing; Knowledge Use and Leverage; Growth and Development; Philanthropy and Charitable Giving; Performance; Sports Industry; United States
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      Groysberg, Boris, Katherine Connolly Baden, and Robin Abrahams. "Dirk Nowitzki: Changing the Game." Harvard Business School Teaching Note 424-100, June 2024.
      • June 2024
      • Supplement

      Zeswitz Music (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: In July of 2013, Randy Shayler (HBS, 2012) acquired Zeswitz Music, a musical instrument rental company based in Reading,... View Details
      Keywords: Customer Focus and Relationships; Business Strategy; Acquisition; Revenue; Marketing; Music Industry; Retail Industry; Pennsylvania
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      Ruback, Richard S., and Royce Yudkoff. "Zeswitz Music (A)." Harvard Business School Multimedia/Video Supplement 224-747, June 2024.
      • June 2024
      • Supplement

      Zeswitz Music (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: In July of 2013, Randy Shayler (HBS, 2012) acquired Zeswitz Music, a musical instrument rental company based in Reading,... View Details
      Keywords: Acquisition; Customer Focus and Relationships; Business Strategy; Revenue; Marketing; Music Industry; Retail Industry
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      Ruback, Richard S., and Royce Yudkoff. "Zeswitz Music (B)." Harvard Business School Multimedia/Video Supplement 224-748, June 2024.
      • June 2024
      • Supplement

      Legacy Partners (A)

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

      Stephen Holbrook and Austin Pulsipher (both HBS '19) had been leading Nutrishare since acquiring the company six months earlier in mid-2021.... View Details
      Keywords: Acquisition; Small Business; Cost vs Benefits; Decisions; Corporate Entrepreneurship; Leadership Style; Leading Change; Business or Company Management; Problems and Challenges; Health Care and Treatment; Health Disorders; Medical Specialties; Nutrition; Supply Chain Management; Growth Management; Health Industry; Medical Devices and Supplies Industry; Pharmaceutical Industry; United States; California
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      Ruback, Richard S., and Royce Yudkoff. "Legacy Partners (A)." Harvard Business School Multimedia/Video Supplement 224-725, June 2024.
      • June 2024
      • Supplement

      Legacy Partners (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: Stephen Holbrook and Austin Pulsipher (both HBS '19) had been leading Nutrishare since acquiring the company six... View Details
      Keywords: Acquisition; Small Business; Cost vs Benefits; Decisions; Business Education; Corporate Entrepreneurship; Leadership Style; Leading Change; Business or Company Management; Problems and Challenges; Health Care and Treatment; Health Disorders; Medical Specialties; Nutrition; Supply Chain Management; Growth Management; Health Industry; Medical Devices and Supplies Industry; United States; California
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      Ruback, Richard S., and Royce Yudkoff. "Legacy Partners (B)." Harvard Business School Multimedia/Video Supplement 224-726, June 2024.
      • June 2024 (Revised August 2024)
      • Case

      Revlon India's Turnaround: Navigating Online-Offline Decisions Using a Balanced Scorecard

      By: Tatiana Sandino and Samuel Grad
      Revlon India was founded as a joint venture in 1995, pairing the industrial conglomerate UMG with the global beauty brand Revlon, Inc. to bring international color cosmetics to India. After growing rapidly and pioneering the Beauty Advisor (BA) model in India, the... View Details
      Keywords: Balanced Scorecard; Restructuring; Training; Supply Chain Management; Distribution; E-commerce; Business Model; Business Plan; Decision Choices and Conditions; Marketing Strategy; Alignment; Brands and Branding; Negotiation; Joint Ventures; Strategic Planning; Salesforce Management; Competition; Retail Industry; Consumer Products Industry; Beauty and Cosmetics Industry; India
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      Sandino, Tatiana, and Samuel Grad. "Revlon India's Turnaround: Navigating Online-Offline Decisions Using a Balanced Scorecard." Harvard Business School Case 124-107, June 2024. (Revised August 2024.)
      • 2024
      • Working Paper

      Incrementality Representation Learning: Synergizing Past Experiments for Intervention Personalization

      By: Ta-Wei Huang, Eva Ascarza and Ayelet Israeli
      This paper introduces Incrementality Representation Learning (IRL), a novel multitask representation learning framework that predicts heterogeneous causal effects of marketing interventions. By leveraging past experiments, IRL efficiently designs and targets... View Details
      Keywords: Heterogeneous Treatment Effect; Multi-task Learning; Representation Learning; Personalization; Promotion; Deep Learning; Field Experiments; Customer Focus and Relationships; Customization and Personalization
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      Huang, Ta-Wei, Eva Ascarza, and Ayelet Israeli. "Incrementality Representation Learning: Synergizing Past Experiments for Intervention Personalization." Harvard Business School Working Paper, No. 24-076, June 2024.
      • June 2024
      • Teaching Note

      Miami's Climate Tech Potential (A): The State of Play

      By: Rosabeth Moss Kanter and Ai-Ling Jamila Malone
      Teaching Note for HBS Case No. 324-119. Miami-Dade County led the work to get South Florida designated a national climate resilience tech hub, the only one of 31 focused on climate change, an urgent major issue for the region in light of global warming and sea level... View Details
      Keywords: Technology; Climate; Entrepreneur; Development; Startup; Climate Change; Venture Capital; Investment; Entrepreneurship; Green Technology; Government Administration; City; Miami
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      Kanter, Rosabeth Moss, and Ai-Ling Jamila Malone. "Miami's Climate Tech Potential (A): The State of Play." Harvard Business School Teaching Note 324-132, June 2024.
      • 2024
      • Working Paper

      Demographically Biased Technological Change

      By: Victor Manuel Bennett, John-Paul Ferguson, Masoomeh Kalantari and Rembrand Koning
      Who gets the jobs that automation creates? A consensus has begun to emerge that said technologies complement rather than substitute for labor. However, they also shift the demand for specific types of skills and other worker competencies. Such shifts imply unequal... View Details
      Keywords: Technological Innovation; Employment; Equality and Inequality; Demographics
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      Bennett, Victor Manuel, John-Paul Ferguson, Masoomeh Kalantari, and Rembrand Koning. "Demographically Biased Technological Change." Working Paper, June 2024.
      • June 2024
      • Case

      Building Innovation at VINCI

      By: Dennis Campbell, Aluna Wang and Carlota Moniz
      This case study explores how the VINCI Group, a French multinational operating in concessions, energy, and construction, bolstered awareness and adoption rates of new technologies within the organization. Through its separate innovation hub, Leonard, VINCI aimed to... View Details
      Keywords: Business Model; Business Organization; Decisions; Business Earnings; Business Strategy; Competition; Energy; Corporate Entrepreneurship; Values and Beliefs; Global Range; Global Strategy; Cross-Cultural and Cross-Border Issues; Multinational Firms and Management; Globalized Markets and Industries; Corporate Accountability; Collaborative Innovation and Invention; Disruptive Innovation; Innovation and Management; Innovation Strategy; Technological Innovation; Knowledge Sharing; Organizational Culture; Technology Adoption; Innovation Leadership; Organizational Structure; Construction Industry; Energy Industry; Technology Industry; France; Europe
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      Campbell, Dennis, Aluna Wang, and Carlota Moniz. "Building Innovation at VINCI." Harvard Business School Case 124-092, June 2024.
      • June 2024 (Revised August 2024)
      • Case

      Hospital for Special Surgery: Returning to a New Normal? (A)

      By: Robert S. Huckman, Michael Lingzhi Li and Camille Gregory
      Early on the morning of April 27, 2020, Justin Oppenheimer stood outside the entrance to the lobby of the Hospital for Special Surgery (HSS) Pavilion Building with mixed emotions. On one hand, Oppenheimer, HSS’ Enterprise Chief Operating Officer and Chief Strategy... View Details
      Keywords: Operations Management; Scheduling; Optimization; COVID-19; Health Care and Treatment; Operations; Customer Focus and Relationships; Disruption; Health Industry; United States
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      Huckman, Robert S., Michael Lingzhi Li, and Camille Gregory. "Hospital for Special Surgery: Returning to a New Normal? (A)." Harvard Business School Case 624-092, June 2024. (Revised August 2024.)
      • 2024
      • Case

      EPCorp: Sell on Amazon or Invest in Our Data?

      By: Jacob M. Cook
      Amidst a history of exponential growth, Electronic Products Company (EPCorp) finds itself at a crossroads as its once thriving retail presence faces a downturn, despite hefty investments into a promising new direct-to-consumer e-commerce platform. Shivani, EPCorp s... View Details
      Keywords: E-commerce; Technology Adoption; Cost vs Benefits; Organizational Culture; Retail Industry
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      Cook, Jacob M. "EPCorp: Sell on Amazon or Invest in Our Data?" Harvard Business Publishing Case, 2024. (Quick Case.)
      • May 2024
      • Teaching Note

      Vineyard Wind Starts Spinning (A): Overcoming Onshore Challenges to Offshore Wind

      By: Rosabeth Moss Kanter and Jacob A. Small
      Teaching Note for HBS Case No. 324-113. To activate the first wind turbines in the ocean off Martha’s Vineyard eventually supplying clean energy to 400,000 households, Vineyard Wind’s leaders had to navigate the permitting process, numerous delays, and objections from... View Details
      Keywords: Joint Ventures; Renewable Energy; Corporate Social Responsibility and Impact; Business and Stakeholder Relations; Environmental Sustainability; Energy Industry; Massachusetts; Martha's Vineyard; New Bedford
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      Kanter, Rosabeth Moss, and Jacob A. Small. "Vineyard Wind Starts Spinning (A): Overcoming Onshore Challenges to Offshore Wind." Harvard Business School Teaching Note 324-134, May 2024.
      • May 2024
      • Teaching Note

      AI Wars

      By: Andy Wu and Matt Higgins
      Teaching Note for HBS Case No. 723-434. In 2024, the world was looking to Google to see what the search giant and long-time putative technical leader in artificial intelligence (AI) would do to compete in the massively hyped technology of generative AI popularized over... View Details
      Keywords: AI; Trends; AI and Machine Learning; Public Opinion; Technological Innovation; Competitive Advantage; Technology Industry
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      Wu, Andy, and Matt Higgins. "AI Wars." Harvard Business School Teaching Note 724-482, May 2024.
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