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      • July 2024
      • Case

      Jacqueline Cook at Vendasta: Debating an IPO

      By: Reza Satchu, Tom Quinn and Andrew Kosc
      In May 2021, after a surge in demand for digital services that prompted high valuations for startups across the Canadian tech sector, Saskatchewan-based Vendasta entered the final stages of the initial public offering (IPO) process. COO Jacqueline Cook had invested her... View Details
      Keywords: Business Growth and Maturation; Business Startups; Interpersonal Communication; Cost vs Benefits; Forecasting and Prediction; Business Cycles; Entrepreneurship; Fairness; Capital Markets; Private Equity; Investment Banking; Stock Options; Financial Markets; Initial Public Offering; Institutional Investing; Price Bubble; Digital Platforms; Digital Transformation; Internet and the Web; Leadership; Growth and Development Strategy; Managerial Roles; Agreements and Arrangements; Going Public; Ownership Stake; Performance Expectations; Work-Life Balance; Strategic Planning; Business and Stakeholder Relations; Rank and Position; Risk and Uncertainty; Opportunities; Happiness; Reputation; Status and Position; Well-being; Information Technology Industry; Retail Industry; Canada
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      Satchu, Reza, Tom Quinn, and Andrew Kosc. "Jacqueline Cook at Vendasta: Debating an IPO." Harvard Business School Case 825-037, July 2024.
      • July 2024
      • Case

      Roja Garimella: Developing a Founder's Judgment

      By: Reza Satchu and Patrick Sanguineti
      Roja Garimella’s path to becoming a founder was anything but straight. Setting her sights on a career in medicine since childhood, she committed to medical school with her acceptance to college. And yet, throughout her studies, she continually explored alternative... View Details
      Keywords: Entrepreneurship; Personal Development and Career; Entrepreneurial Finance; Business Startups; Judgments; Financial Services Industry; Health Industry
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      Satchu, Reza, and Patrick Sanguineti. "Roja Garimella: Developing a Founder's Judgment." Harvard Business School Case 825-006, July 2024.
      • July 2024
      • Case

      Gates Ventures: Making Alzheimer's a Forgotten Past

      By: Satish Tadikonda, William Marks, Shardule Shah and Calvin Marambo
      After a personal journey and interest in Alzheimer's Disease (AD) by Bill Gates, Gates Ventures set out to find the best way to accelerate innovation in the field of AD. In partnership with the Alzheimer's Drug Discovery Foundation, Gates Ventures created the... View Details
      Keywords: Philanthropy and Charitable Giving; Entrepreneurial Finance; Health Disorders; Mission and Purpose
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      Tadikonda, Satish, William Marks, Shardule Shah, and Calvin Marambo. "Gates Ventures: Making Alzheimer's a Forgotten Past." Harvard Business School Case 824-075, July 2024.
      • 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.
      • May 14, 2024
      • Article

      One Way to Help Employees Build Emergency Savings

      By: Timothy Flacke and Peter Tufano
      Intentional cooperation between two organizations — BlackRock, a major asset management firm, and national non-profit, Commonwealth — created the conditions for the nation’s largest payroll processor, multiple U.S. employers, retirement record keepers, and others to... View Details
      Keywords: Saving; Personal Finance; Income; Nonprofit Organizations; Corporate Social Responsibility and Impact; Partners and Partnerships
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      Flacke, Timothy, and Peter Tufano. "One Way to Help Employees Build Emergency Savings." Harvard Business Review (website) (May 14, 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
      • Case

      PRAN-RFL Group: A Diversified Family Business

      By: Christina R. Wing, Paul Wuensche and Brittany L. Logan
      The PRAN-RFL Group was founded in 1980 by Amjad Khan Chowdhury, and grew to become one of the largest conglomerates in Bangladesh in 2023. Throughout the years, Amjad established fast food chains, production manufacturing lines, retail stores, and his own foundation... View Details
      Keywords: Business Conglomerates; Family Business; Management Succession; Family Ownership; Retirement; Bangladesh
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      Wing, Christina R., Paul Wuensche, and Brittany L. Logan. "PRAN-RFL Group: A Diversified Family Business." Harvard Business School Case 624-101, June 2024.
      • June 2024 (Revised December 2024)
      • Case

      Lana Ghanem: Pushing the Boundaries of Health Care Through Venture Capital

      By: Joshua D. Margolis and Ahmed Dahawy
      Lana Ghanem, managing director of Hikma Ventures, the corporate venture arm of larger pharmaceutical group Hikma, is considering how to grow the venture arm as well as progress her own career. Over the past few years Hikma's executive team had been pressuring the... View Details
      Keywords: Business Divisions; Corporate Entrepreneurship; Investment; Corporate Governance; Health Care and Treatment; Leadership Development; Business or Company Management; Growth and Development Strategy; Business Strategy; Venture Capital; Personal Development and Career; Health Industry; Pharmaceutical Industry; Jordan
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      Margolis, Joshua D., and Ahmed Dahawy. "Lana Ghanem: Pushing the Boundaries of Health Care Through Venture Capital." Harvard Business School Case 424-075, June 2024. (Revised December 2024.)
      • June 2024
      • Case

      Alignvest Student Housing: Keep Building or Time to Sell?

      By: Shikhar Ghosh and Patrick Sanguineti
      Sanjil Shah, Managing Partner of Alignvest Student Housing REIT (ASH), faces the most significant decision thus far in his career: is it the right time to sell the company? Together with his partner Reza Satchu, Shah had developed ASH into the largest student housing... View Details
      Keywords: Exit Strategy; Real Estate; Founder; Equity Valuation; Decisions; Entrepreneurial Finance; Interest Rates; Health Pandemics; Housing; Partners and Partnerships; Expansion; Entrepreneurship; Business Exit or Shutdown; Canada
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      Ghosh, Shikhar, and Patrick Sanguineti. "Alignvest Student Housing: Keep Building or Time to Sell?" Harvard Business School Case 824-208, June 2024.
      • June 2024 (Revised September 2024)
      • Case

      Driving Scale with Otto

      By: Rebecca Karp, David Allen and Annelena Lobb
      This case asks how startup founders make scaling decisions in light of their priorities for their business and for themselves. Otto was a technology company that applied artificial intelligence technology to sales. It deployed natural language processing to find sales... View Details
      Keywords: Artificial Intelligence; Natural Language Processing; B2B; B2B Innovation; Scaling; Scaling Tech Ventures; Business Startups; AI and Machine Learning; Finance; Sales; Business Strategy; Growth and Development Strategy; Entrepreneurship; Information Technology Industry; United States; Cambridge; New York (city, NY); Spain
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      Karp, Rebecca, David Allen, and Annelena Lobb. "Driving Scale with Otto." Harvard Business School Case 724-407, June 2024. (Revised September 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.
      • 2024
      • Working Paper

      Advancing Personalization: How to Experiment, Learn & Optimize

      By: Aurelie Lemmens, Jason M.T. Roos, Sebastian Gabel, Eva Ascarza, Hernan Bruno, Elea McDonnell Feit, Brett Gordon, Ayelet Israeli, Carl F. Mela and Oded Netzer
      Personalization has become the heartbeat of modern marketing. Advances in causal inference and machine learning enable companies to understand how the same marketing action can impact the choices of individual customers differently. This article provides an academic... View Details
      Keywords: Personalization; Targeting; Experiments; Observational Studies; Policy Implementation; Policy Evaluation; Customization and Personalization; Marketing Strategy; AI and Machine Learning
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      Lemmens, Aurelie, Jason M.T. Roos, Sebastian Gabel, Eva Ascarza, Hernan Bruno, Elea McDonnell Feit, Brett Gordon, Ayelet Israeli, Carl F. Mela, and Oded Netzer. "Advancing Personalization: How to Experiment, Learn & Optimize." Working Paper, July 2024. (Revised March 2025.)
      • June 2024 (Revised June 2025)
      • Case

      Dylan Mulvaney and Bud Light

      By: Jill Avery and Celine Chammas
      On April 1, 2023, social media content creator and influencer Dylan Mulvaney recorded a promotional post. It featured a video of herself drinking from a can of Bud Light beer, offering a virtual toast to her followers. Alongside the video, she posted a photograph of a... View Details
      Keywords: Brand Crises; Brand Management; Influencer Marketing; Boycott; Marketing Strategy; Marketing Communications; Brands and Branding; Consumer Behavior; Social Media; Advertising; Social Issues; Public Opinion; Consumer Products Industry; Food and Beverage Industry; United States
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      Avery, Jill, and Celine Chammas. "Dylan Mulvaney and Bud Light." Harvard Business School Case 524-089, June 2024. (Revised June 2025.)
      • June 2024
      • Article

      Enhancing Value and Well-Being: The Basket of Motivators Framework for Aligning Neurology Clinical Practices with Performance Outcomes

      By: Peter N. Hadar, Susanna Gallani and Lidia Moura
      Physician burnout, which is prevalent in neurology, has accelerated in recent years. While multifactorial, a major contributing factor to burnout is a payment model that rewards volume over quality, leaving physicians overburdened and unfulfilled. The aim of this... View Details
      Keywords: Compensation and Benefits; Personal Development and Career; Well-being; Motivation and Incentives
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      Hadar, Peter N., Susanna Gallani, and Lidia Moura. "Enhancing Value and Well-Being: The Basket of Motivators Framework for Aligning Neurology Clinical Practices with Performance Outcomes." Neurology: Clinical Practice 14, no. 1 (June 2024).
      • May 2024
      • Teaching Note

      Making Progress at Progress Software (A) and (B)

      By: Katherine Baldiga Coffman, Hannah Riley Bowles, Emma Ronzetti and Alexis Lefort
      Teaching Note for HBS Case Nos. 924-010 and 924-011. View Details
      Keywords: Leading Change; Organizational Culture; Performance Evaluation; Prejudice and Bias; Employee Relationship Management; Personal Development and Career; Technology Industry
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      Coffman, Katherine Baldiga, Hannah Riley Bowles, Emma Ronzetti, and Alexis Lefort. "Making Progress at Progress Software (A) and (B)." Harvard Business School Teaching Note 924-004, May 2024.
      • May 2024 (Revised February 2025)
      • Case

      Choosing the Course of Passion: Brooke Boyarsky Pratt at knownwell

      By: Jon M. Jachimowicz and Alexis Lefort
      Brooke Boyarsky Pratt (HBS ’13) enjoyed considerable success in her early career, quickly climbing the ranks to associate partner at McKinsey, and later becoming an executive vice president at Berkadia, a Berkshire Hathaway portfolio company. Throughout these years,... View Details
      Keywords: Passion; Career; Career Planning; Purpose; Personal Development and Career; Mission and Purpose; Identity; Business Startups; Health Care and Treatment; Health Disorders; Growth and Development Strategy; Market Entry and Exit; Health Industry; United States
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      Jachimowicz, Jon M., and Alexis Lefort. "Choosing the Course of Passion: Brooke Boyarsky Pratt at knownwell." Harvard Business School Case 424-040, May 2024. (Revised February 2025.)
      • May 2024 (Revised January 2025)
      • Technical Note

      Education Technology: A Technical Note

      By: Boris Groysberg
      This note considers educational technology as it intersects with HR technology. View Details
      Keywords: Edtech; HR; AI; Data Science; Competency and Skills; Talent and Talent Management; Human Resources; Personal Development and Career; Education Industry; Technology Industry; United States
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      Groysberg, Boris. "Education Technology: A Technical Note." Harvard Business School Technical Note 424-003, May 2024. (Revised January 2025.)
      • May 2024
      • Article

      Relational Attributions for One’s Own Resilience Predict Compassion for Others

      By: Rachel Ruttan, Ting Zhang, Sivahn Barli and Katherine DeCelles
      Existing work on attribution theory distinguishes between external and internal attributions (i.e., “I overcame adversity due to luck” vs. “my own effort”). We introduce the construct of relational resilience attributions (i.e., “due to help from other people”) as a... View Details
      Keywords: Personal Characteristics; Forecasting and Prediction; Attitudes; Behavior
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      Ruttan, Rachel, Ting Zhang, Sivahn Barli, and Katherine DeCelles. "Relational Attributions for One’s Own Resilience Predict Compassion for Others." Journal of Personality and Social Psychology 126, no. 5 (May 2024): 818–840.
      • May–June 2024
      • Article

      Setting Gendered Expectations? Recruiter Outreach Bias in Online Tech Training Programs

      By: Jacqueline N. Lane, Karim R. Lakhani and Roberto Fernandez
      Competence development in digital technologies, analytics, and artificial intelligence is increasingly important to all types of organizations and their workforce. Universities and corporations are investing heavily in developing training programs, at all tenure... View Details
      Keywords: Prejudice and Bias; Gender; Training; Recruitment; Personal Development and Career
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      Lane, Jacqueline N., Karim R. Lakhani, and Roberto Fernandez. "Setting Gendered Expectations? Recruiter Outreach Bias in Online Tech Training Programs." Organization Science 35, no. 3 (May–June 2024): 911–927.
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