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      • 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.)
      • 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
      • Article

      Real Growth in Space Manufacturing Output Substantially Exceeds Growth in the Overall Space Economy

      By: Tina Highfill and Matthew Weinzierl
      Accurately measuring real economic output in the space economy is made difficult by the rapid increase in capabilities and decrease in prices of launch and satellite technologies achieved over the past two decades. Nominal measures of output in space will tend to... View Details
      Keywords: Technological Innovation; Economic Growth; Price; Production; Aerospace Industry
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      Highfill, Tina, and Matthew Weinzierl. "Real Growth in Space Manufacturing Output Substantially Exceeds Growth in the Overall Space Economy." Acta Astronautica 219 (June 2024): 236–242.
      • April 2024 (Revised August 2024)
      • Case

      The Engine

      By: Joshua Lev Krieger, Jim Matheson, Fiona Murray and Nicholas Christman
      The Engine, a venture capital firm founded by MIT to fill a gap in the technology funding landscape by commercializing breakthrough science and technology. Led by managing partner and CEO Katie Rae, the Engine's unique approach involved an unusually longer fund life,... View Details
      Keywords: Growth and Development Strategy; Mission and Purpose; Venture Capital; Business Startups; Entrepreneurial Finance; Financial Services Industry
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      Krieger, Joshua Lev, Jim Matheson, Fiona Murray, and Nicholas Christman. "The Engine." Harvard Business School Case 824-147, April 2024. (Revised August 2024.)
      • February 2024 (Revised March 2025)
      • Case

      Moving Science: The Rowland Institute at Harvard

      By: Maria P. Roche
      Set in 2022, this case describes the considerations involved in organizing the physical relocation of the Rowland Institute at Harvard (RIH), a research institute established in 1980 by Edwin H. Land, the founder of the Polaroid Corporation, for the advancement of... View Details
      Keywords: Optics; Engineering; Higher Education; Strategy; Science; Buildings and Facilities; Research and Development; Real Estate Industry; Biotechnology Industry
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      Roche, Maria P. "Moving Science: The Rowland Institute at Harvard." Harvard Business School Case 724-441, February 2024. (Revised March 2025.)
      • January 2024
      • Case

      Relativity Space, Vertical Integration, and Additive Manufacturing's Role in Space

      By: Matthew C. Weinzierl, Brendan L. Rosseau and Jack Goodwin
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      Weinzierl, Matthew C., Brendan L. Rosseau, and Jack Goodwin. "Relativity Space, Vertical Integration, and Additive Manufacturing's Role in Space." Harvard Business School Case 724-031, January 2024.
      • January 2024 (Revised January 2025)
      • Case

      Huawei: Resilience amid Autarky and Adversity

      By: William C. Kirby and Daniel Fu
      In September 2023, Huawei made a dramatic return to the global smartphone space with the launch of its Mate 60 Pro smartphone, equipped with an indigenously designed, 7nm chip. This came despite a myriad of export controls and restrictions imposed against the company... View Details
      Keywords: International Strategy; Semiconductors; Smartphone; Government And Politics; Government And Business; Digital Infrastructure; 5G; Political Risk; Business and Government Relations; Global Strategy; Multinational Firms and Management; Governing Rules, Regulations, and Reforms; AI and Machine Learning; Mobile and Wireless Technology; Leadership; Retirement; Corporate Strategy; Technology Industry; China; United States; Europe; Asia; Middle East
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      Kirby, William C., and Daniel Fu. "Huawei: Resilience amid Autarky and Adversity." Harvard Business School Case 324-069, January 2024. (Revised January 2025.)
      • December 18, 2023
      • Article

      Are Everywhere Stores the New Face of Retail?

      By: David R. Bell, Santiago Gallino and Antonio Moreno
      Historically, customer engagement and product fulfillment occurred in the same place — a traditional retail store. But today, retailers are beginning to explore how they can create opportunities for customers to engage with products in native environments. A related... View Details
      Keywords: Customer Focus and Relationships; Consumer Behavior; Distribution; Logistics; Retail Industry
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      Bell, David R., Santiago Gallino, and Antonio Moreno. "Are Everywhere Stores the New Face of Retail?" MIT Sloan Management Review (website) (December 18, 2023).
      • 2023
      • Article

      MoPe: Model Perturbation-based Privacy Attacks on Language Models

      By: Marvin Li, Jason Wang, Jeffrey Wang and Seth Neel
      Recent work has shown that Large Language Models (LLMs) can unintentionally leak sensitive information present in their training data. In this paper, we present Model Perturbations (MoPe), a new method to identify with high confidence if a given text is in the training... View Details
      Keywords: Large Language Model; AI and Machine Learning; Cybersecurity
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      Li, Marvin, Jason Wang, Jeffrey Wang, and Seth Neel. "MoPe: Model Perturbation-based Privacy Attacks on Language Models." Proceedings of the Conference on Empirical Methods in Natural Language Processing (2023): 13647–13660.
      • November 2023 (Revised April 2024)
      • Case

      Khanmigo: Revolutionizing Learning with GenAI

      By: William A. Sahlman, Allison M. Ciechanover and Emily Grandjean
      Already a leader in the edtech space since its 2008 launch, Khan Academy was now one of the first edtech organizations to embrace generative artificial intelligence ("genAI"). In March 2023, Khan Academy began beta testing Khanmigo, a genAI “guide” and tutor built with... View Details
      Keywords: Technology Adoption; Leading Change; Entrepreneurship; Risk and Uncertainty; Education; AI and Machine Learning; Corporate Social Responsibility and Impact; Education Industry; Technology Industry; United States; San Francisco
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      Sahlman, William A., Allison M. Ciechanover, and Emily Grandjean. "Khanmigo: Revolutionizing Learning with GenAI." Harvard Business School Case 824-059, November 2023. (Revised April 2024.)
      • October 2023 (Revised April 2024)
      • Case

      TetraScience: Unlocking the Power of Scientific Data

      By: Satish Tadikonda and William Marks
      After pivoting from a focus on hardware to a focus on scientific data, TetraScience, led by veteran SaaS executive, Patrick Grady and Founder Spin Wang, has embarked on a journey from nearly cash-out to a player in the scientific data management space. This case... View Details
      Keywords: Business Model; Change Management; Entrepreneurship; Information Management; Business Strategy; Market Entry and Exit; Information Technology Industry
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      Tadikonda, Satish, and William Marks. "TetraScience: Unlocking the Power of Scientific Data." Harvard Business School Case 824-072, October 2023. (Revised April 2024.)
      • October 2023 (Revised June 2024)
      • Case

      Catalent: Catalyzing the Next Era of Growth

      By: Satish Tadikonda, William Marks and Kevin Emancipator
      Catalent's newly appointed CEO, Alessandro Maselli, experienced the highs of the pharmaceutical contract development manufacturing (CDMO) space during COVID-19 while helping Moderna and others bring vaccines to market quickly and safely. After rushing to add capacity... View Details
      Keywords: Leadership; Business or Company Management; Organizational Change and Adaptation; Pharmaceutical Industry
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      Tadikonda, Satish, William Marks, and Kevin Emancipator. "Catalent: Catalyzing the Next Era of Growth." Harvard Business School Case 824-016, October 2023. (Revised June 2024.)
      • September 2023 (Revised December 2023)
      • Case

      TetraScience: Noise and Signal

      By: Thomas R. Eisenmann and Tom Quinn
      In 2019, TetraScience CEO “Spin” Wang needed advice. Five years earlier, he had cofounded a startup that saw early success with a hardware product designed to help laboratory scientists in the biotechnology and pharmaceutical spaces more easily collect data from... View Details
      Keywords: Entrepreneurship; Business Growth and Maturation; Business Organization; Restructuring; Forecasting and Prediction; Digital Platforms; Analytics and Data Science; AI and Machine Learning; Organizational Structure; Network Effects; Competitive Strategy; Biotechnology Industry; Pharmaceutical Industry; United States; Boston
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      Eisenmann, Thomas R., and Tom Quinn. "TetraScience: Noise and Signal." Harvard Business School Case 824-024, September 2023. (Revised December 2023.)
      • August 2023
      • Case

      Augmenix: Space to Think Differently

      By: Satish Tadikonda and Sidhant Jena
      Amar Sawhney, a serial medtech entrepreneur, had founded Augmenix to develop and commercialize a hydrogel-based medical device called SpaceOAR as an adjunctive technology to core radiation therapy. This technology was used to protect organs at risk (OAR) during... View Details
      Keywords: Entrepreneurship; Health Care and Treatment; Technology Adoption; Innovation Strategy; Technological Innovation; Product Development; Commercialization; Medical Devices and Supplies Industry
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      Tadikonda, Satish, and Sidhant Jena. "Augmenix: Space to Think Differently." Harvard Business School Case 824-031, August 2023.
      • August 2023 (Revised August 2023)
      • Case

      Sky Therapeutics: Innovating in Digital Therapeutics

      By: Satish Tadikonda, Olivia Reszczynski and William Marks
      Shad Faraz and Alex Youssef were intrigued by the opportunities in the relatively new area of Digital Therapeutics. Despite initial successes, early entrants had struggled with reimbursement and revenue-predictability challenges. However, venture investors still... View Details
      Keywords: Business Startups; Entrepreneurship; Mission and Purpose; Health Industry; Technology Industry
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      Tadikonda, Satish, Olivia Reszczynski, and William Marks. "Sky Therapeutics: Innovating in Digital Therapeutics." Harvard Business School Case 824-023, August 2023. (Revised August 2023.)
      • May 2023
      • Course Overview Note

      Space: Public and Commercial Economics (SPACE)

      By: Matthew C. Weinzierl
      SPACE is a course with two goals: to use the tools of economics to better understand the rapidly evolving space sector, and to train the next generation of commercial space leaders. We pursue these goals through a systematic study of the growing space economy,... View Details
      Keywords: Industry Growth; Aerospace Industry
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      Weinzierl, Matthew C. "Space: Public and Commercial Economics (SPACE)." Harvard Business School Course Overview Note 723-062, May 2023.
      • April 2023
      • Case

      Twitter: The Freedom to Speak Freely and Be Heard

      By: Randolph B. Cohen, Carin-Isabel Knoop and Mel Martin
      In April 2022, serial entrepreneur Elon Musk announced that he would be interested in purchasing the social media site Twitter for $44 billion. With more than 100 million twitter followers, Musk had historically leveraged the site to engage with the customers of his... View Details
      Keywords: Values and Beliefs; Acquisition; Social Media; Power and Influence; Technology Industry; Communications Industry; Public Relations Industry; United States
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      Cohen, Randolph B., Carin-Isabel Knoop, and Mel Martin. "Twitter: The Freedom to Speak Freely and Be Heard." Harvard Business School Case 223-026, April 2023.
      • April 2023
      • Case

      Ryan Serhant: Time Management for Repeatable Success (A)

      By: Ashley Whillans and Hawken Lord
      From an open-concept 90’s-style stone and wood cabin in Dublin, New Hampshire, Ryan Serhant reflected on his career as a real estate broker. As Ryan stared into the fireplace that featured prominently in the center of the house, he wondered whether the period of... View Details
      Keywords: Real Estate; Time Management; Decision Choices and Conditions; Personal Development and Career; Real Estate Industry
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      Whillans, Ashley, and Hawken Lord. "Ryan Serhant: Time Management for Repeatable Success (A)." Harvard Business School Case 923-048, April 2023.
      • 2023
      • Article

      Estimating Causal Peer Influence in Homophilous Social Networks by Inferring Latent Locations.

      By: Edward McFowland III and Cosma Rohilla Shalizi
      Social influence cannot be identified from purely observational data on social networks, because such influence is generically confounded with latent homophily, that is, with a node’s network partners being informative about the node’s attributes and therefore its... View Details
      Keywords: Causal Inference; Homophily; Social Networks; Peer Influence; Social and Collaborative Networks; Power and Influence; Mathematical Methods
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      McFowland III, Edward, and Cosma Rohilla Shalizi. "Estimating Causal Peer Influence in Homophilous Social Networks by Inferring Latent Locations." Journal of the American Statistical Association 118, no. 541 (2023): 707–718.
      • 2023
      • Working Paper

      Remote Work across Jobs, Companies, and Space

      By: Stephen Hansen, Peter John Lambert, Nick Bloom, Steven J. Davis, Raffaella Sadun and Bledi Taska
      The pandemic catalyzed an enduring shift to remote work. To measure and characterize this shift, we examine more than 250 million job vacancy postings across five English-speaking countries. Our measurements rely on a state-of-the-art language-processing framework... View Details
      Keywords: Remote Work; Hybrid Work; Work From Home (WFH); Pandemic; Labor Market; Job Search; Job Design and Levels; Trends
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      Hansen, Stephen, Peter John Lambert, Nick Bloom, Steven J. Davis, Raffaella Sadun, and Bledi Taska. "Remote Work across Jobs, Companies, and Space." NBER Working Paper Series, No. 31007, March 2023. (Harvard Business School Working Paper, No. 23-059, March 2023.)
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