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      • Faculty Publications  (4,344)

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      • 2025
      • Working Paper

      Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning

      By: Liangzong Ma, Ta-Wei Huang, Eva Ascarza and Ayelet Israeli
      Reinforcement learning (RL) offers potential for optimizing sequences of customer interactions by modeling the relationships between customer states, company actions, and long-term value. However, its practical implementation often faces significant challenges.... View Details
      Keywords: Dynamic Policy; Deep Reinforcement Learning; Representation Learning; Dynamic Difficulty Adjustment; Latent Variable Models; Customer Relationship Management; Customer Value and Value Chain; Foreign Direct Investment; Analytics and Data Science
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      Ma, Liangzong, Ta-Wei Huang, Eva Ascarza, and Ayelet Israeli. "Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning." Harvard Business School Working Paper, No. 25-037, February 2025.
      • February 2025
      • Article

      Variation in Batch Ordering of Imaging Tests in the Emergency Department and the Impact on Care Delivery

      By: Jacob C. Jameson, Soroush Saghafian, Robert S. Huckman and Nicole Hodgson
      Objectives: To examine heterogeneity in physician batch ordering practices and measure the impact of a physician's tendency to batch order imaging tests on patient outcomes and resource utilization.
      Study Setting and Design: In this retrospective study, we used... View Details
      Keywords: Health Care; Operations Management; Productivity; Health Care and Treatment; Operations; Outcome or Result; Resource Allocation; Health Industry; United States
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      Jameson, Jacob C., Soroush Saghafian, Robert S. Huckman, and Nicole Hodgson. "Variation in Batch Ordering of Imaging Tests in the Emergency Department and the Impact on Care Delivery." Health Services Research 60, no. 1 (February 2025).
      • January 2025 (Revised March 2025)
      • Case

      Thomas Müller: Mr. Bayern Munich

      By: Boris Groysberg, Sascha L. Schmidt, Alexander Liebhart and Sarah Abbott
      In 2024, FC Bayern Munich superstar Thomas Müller announced his retirement from German national football. His contract with Bayern Munich runs through the end of the 2024-25 season. In 2025, Müller reflects on his long career in football, on the skills that have driven... View Details
      Keywords: Soccer; Football; Data Science And Analytics Management; Bundesliga; Sports Data; "Sports Organizations,; Career Changes And Transitions; Career Management; Retirement Transition; Skills Development; Analysis; Competency and Skills; Decision Making; Performance; Personal Development and Career; Retirement; Transition; Sports Industry; Germany
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      Groysberg, Boris, Sascha L. Schmidt, Alexander Liebhart, and Sarah Abbott. "Thomas Müller: Mr. Bayern Munich." Harvard Business School Case 425-031, January 2025. (Revised March 2025.)
      • January 2025
      • Supplement

      Colbún’s Angostura Dam Project (B)

      By: James K. Sebenius and Nicolas Andrade
      The A case describes Colbún Chile’s plans for the Angostura dam in the Bío Bío River, a hydroelectric construction venture with major challenges given the region’s history of indigenous resistance. This context was especially unfavorable given the highly contentious... View Details
      Keywords: Bargaining; Dam; Stakeholder Analysis; Environmental Negotiation; Negotiation; Conflict and Resolution; Alternative Energy; Natural Environment; Environmental Sustainability; Business and Stakeholder Relations; Energy Industry; Chile
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      Sebenius, James K., and Nicolas Andrade. "Colbún’s Angostura Dam Project (B)." Harvard Business School Supplement 925-017, January 2025.
      • January 2025
      • Case

      Hebbia: Redefining Productivity for Knowledge Workers Using AI

      By: Suraj Srinivasan and Minoshka Narayan
      In early 2025, George Sivulka, founder and CEO of Hebbia, reflected on the company’s rapid ascent as a pioneer in GenAI-powered productivity tools for knowledge workers. With its proprietary technology, Hebbia had redefined information retrieval and analysis and earned... View Details
      Keywords: Transformation; Customer Relationship Management; AI and Machine Learning; Innovation and Management; Innovation Strategy; Service Delivery; Technological Innovation; Growth and Development Strategy; Competitive Strategy; Banking Industry; Financial Services Industry; Technology Industry; United States; New York (city, NY)
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      Srinivasan, Suraj, and Minoshka Narayan. "Hebbia: Redefining Productivity for Knowledge Workers Using AI." Harvard Business School Case 125-075, January 2025.
      • January 2025 (Revised February 2025)
      • Technical Note

      Skills-First Talent Management Onboarding, Development, and Performance Management

      By: Boris Groysberg, James Barnett, Robin Abrahams and Katherine Connolly Baden
      The second in a series of notes on how organizations manage skills-first talent-management chains, covering onboarding, development, and performance management. Onboarding included the practices, programs, and policies used by an organization to facilitate new employee... View Details
      Keywords: Talent and Talent Management; Employee Relationship Management; Management Systems; Performance; Personal Development and Career
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      Groysberg, Boris, James Barnett, Robin Abrahams, and Katherine Connolly Baden. "Skills-First Talent Management Onboarding, Development, and Performance Management." Harvard Business School Technical Note 425-020, January 2025. (Revised February 2025.)
      • 2025
      • Working Paper

      Using Satellites and Phones to Evaluate and Promote Agricultural Technology Adoption: Evidence from Smallholder Farms in India

      By: Shawn Cole, Grady Killeen, Tomoko Harigaya and Aparna Krishna
      This paper evaluates a low-cost, customized soil nutrient management advisory service in India. As a methodological contribution, we examine whether and in which settings satellite measurements may be effective at estimating both agricultural yields and treatment... View Details
      Keywords: Performance Evaluation; Technology Adoption; Measurement and Metrics; Analytics and Data Science; Agriculture and Agribusiness Industry; India
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      Cole, Shawn, Grady Killeen, Tomoko Harigaya, and Aparna Krishna. "Using Satellites and Phones to Evaluate and Promote Agricultural Technology Adoption: Evidence from Smallholder Farms in India." Harvard Business School Working Paper, No. 25-035, January 2025.
      • January 2025
      • Supplement

      Go Mobile: Aligning District Managers and Store Teams (B)

      By: Tatiana Sandino and Samuel Grad
      In January 2025, Modi reflects on the past decade of Go Mobile and looks ahead to new growth strategies. View Details
      Keywords: Employee Relationship Management; Mobile and Wireless Technology; Growth Management; Organizational Design; Organizational Structure; Salesforce Management; Motivation and Incentives; Management Practices and Processes; Growth and Development Strategy; Telecommunications Industry; India
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      Sandino, Tatiana, and Samuel Grad. "Go Mobile: Aligning District Managers and Store Teams (B)." Harvard Business School Supplement 125-077, January 2025.
      • January 2025 (Revised April 2025)
      • Case

      Duolingo: On a 'Streak'

      By: Jeffrey F. Rayport, Nicole Tempest Keller and Nicole Luo
      In December 2024, Severin Hacker, Co-Founder and Chief Technology Officer of Duolingo, reflected on the remarkable evolution of the language-learning app he helped launch in 2011. As the #1 most downloaded education app in the world, Duolingo had over 100 million... View Details
      Keywords: Learning; AI and Machine Learning; Growth and Development Strategy; Motivation and Incentives; Diversification; Business Model; Market Entry and Exit; Technology Industry; Education Industry; United States
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      Rayport, Jeffrey F., Nicole Tempest Keller, and Nicole Luo. "Duolingo: On a 'Streak'." Harvard Business School Case 825-097, January 2025. (Revised April 2025.)
      • January 2025
      • Teaching Note

      AGENTS.inc: Pathways to Growth at an AI Startup

      By: Frank Nagle and Susan Pinckney
      Teaching Note for HBS Case No. 724-444. In 2024, AI agent startup company AGENTS.inc faced multiple strategic decisions that could shape the company’s ability to grow into the future AI agent market leader. View Details
      Keywords: Business Startups; AI and Machine Learning; Growth and Development Strategy; Open Source Distribution; Entrepreneurial Finance; Competition; Computer Industry; Technology Industry; Europe; Germany
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      Nagle, Frank, and Susan Pinckney. "AGENTS.inc: Pathways to Growth at an AI Startup." Harvard Business School Teaching Note 725-353, January 2025.
      • January 2025 (Revised March 2025)
      • Case

      Gavi and the 'Next' Pandemic

      By: Tarun Khanna and Kerry Herman
      In 2025, CEO Dr. Sania Nishtar and her team consider the lessons the Global Alliance for Vaccine and Immunizations (GAVI) learned from the pandemic. GAVI successfully brought COVID-19 vaccines to large swaths of the undeveloped and under-developed world by pooling... View Details
      Keywords: Developing Countries and Economies; Health Care and Treatment; Health Pandemics; Crisis Management; Success; Innovation and Invention; Service Delivery; Organizational Change and Adaptation; Strategic Planning; Pharmaceutical Industry; Africa
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      Khanna, Tarun, and Kerry Herman. "Gavi and the 'Next' Pandemic." Harvard Business School Case 725-351, January 2025. (Revised March 2025.)
      • January 2025
      • Case

      Davivienda Bank's Upskilling and Reskilling Strategy in Colombia (Abridged)

      By: Jorge Tamayo, Raffaella Sadun and Jenyfeer Martinez Buitrago
      Set in 2022, this abridged case examines the digital transformation strategy of Davivienda—a leading player in Colombia’s commercial banking sector and one of the companies belonging to Grupo Bolívar, a major Colombian conglomerate—and the bank’s upskilling and... View Details
      Keywords: Change Management; Transformation; Decision Choices and Conditions; Digital Strategy; Digital Transformation; Internet and the Web; Mobile and Wireless Technology; Innovation and Management; Innovation Strategy; Growth and Development Strategy; Business Strategy; Corporate Strategy; Talent and Talent Management; Training; Organizational Culture; Banking Industry; Latin America; Central America; South America; Colombia
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      Tamayo, Jorge, Raffaella Sadun, and Jenyfeer Martinez Buitrago. "Davivienda Bank's Upskilling and Reskilling Strategy in Colombia (Abridged)." Harvard Business School Case 725-428, January 2025.
      • January 2025
      • Case

      Moderna: Democratizing Artificial Intelligence

      By: Iavor I. Bojinov, Karim R. Lakhani, Annika Hildebrandt and James Weber
      The case study examines Moderna's journey in democratizing artificial intelligence (AI), particularly generative AI, across its workforce. It details the company's "digital-first, AI-focused" approach, including the rollout of OpenAI's ChatGPT Enterprise to all... View Details
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      Bojinov, Iavor I., Karim R. Lakhani, Annika Hildebrandt, and James Weber. "Moderna: Democratizing Artificial Intelligence." Harvard Business School Case 625-070, January 2025.
      • January 2025
      • Case

      The Vision of Wonder

      By: Michael S. Kaufman and Daniella Bertolotti
      Serial entrepreneur Marc Lore successfully disrupted three marketplaces—trading cards, diapers (founded Diapers.com and eventually sold to Amazon for more than $500 million) and ecommerce (founded Jet.com competing directly with Amazon and eventually sold to Walmart... View Details
      Keywords: Mergers and Acquisitions; Business Exit or Shutdown; Entrepreneurship; Disruptive Innovation; Growth and Development Strategy; Food and Beverage Industry; Technology Industry
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      Kaufman, Michael S., and Daniella Bertolotti. "The Vision of Wonder." Harvard Business School Case 325-078, January 2025.
      • January 2025 (Revised March 2025)
      • Case

      Hunter Point Capital

      By: Josh Lerner, John D. Dionne and Srimayi Mylavarapu
      In the spring of 2023, Hunter Point Capital faced a pivotal decision that could define its trajectory as a new player in the growing GP stakes business. As the firm neared completion of three high-profile GP stakes investments, consuming nearly a third of its initial... View Details
      Keywords: Investment Funds; Business Strategy; Diversification; Expansion; Growth and Development Strategy; Opportunities
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      Lerner, Josh, John D. Dionne, and Srimayi Mylavarapu. "Hunter Point Capital." Harvard Business School Case 225-058, January 2025. (Revised March 2025.)
      • January 2025
      • Supplement

      Hippo: Weathering the Storm of the Home Insurance Crisis (B)

      By: Lauren Cohen, Grace Headinger and Sophia Pan
      Rick McCathron, CEO of Hippo, was optimistic about the InsurTech's path to profitability after navigating the financial uncertainties of 2022. By bundling their home insurance services with third-parties and established insurance incumbents, Hippo was adopting a... View Details
      Keywords: Fintech; Underwriters; Big Data; Homeowners' Insurance; Catastrophe Risk; Global Warming; Environment; Business Economics; Vertical Specialization; Bundling; Economies Of Scale; Business Model; Forecasting and Prediction; Climate Change; Environmental Sustainability; Green Technology; Technological Innovation; Natural Environment; Natural Disasters; Weather; Business Strategy; Competitive Advantage; Business Earnings; Insurance; Social Issues; Profit; Growth and Development Strategy; Insurance Industry; California; United States
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      Cohen, Lauren, Grace Headinger, and Sophia Pan. "Hippo: Weathering the Storm of the Home Insurance Crisis (B)." Harvard Business School Supplement 225-051, January 2025.
      • February 2025
      • Article

      Innovations in Evaluating Ambulatory Costs of Cystic Fibrosis Care: A Comparative Study Across Multidisciplinary Care Centers in Ireland and the United States

      By: Emma Brady, Ryan C. Perkins, Kate Cullen, Gregory S. Sawicki, Robert S. Kaplan and Gerardine Doyle
      Lead clinicians at two large pediatric cystic fibrosis (CF) centers in the United States and Ireland measured and compared their ambulatory care costs. The clinicians selected three strata of patients (0–11 months, 1–5 years, and 6–17 years of age). Process maps were... View Details
      Keywords: Health Care and Treatment; Cost; Service Delivery; Resource Allocation; Health Industry
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      Brady, Emma, Ryan C. Perkins, Kate Cullen, Gregory S. Sawicki, Robert S. Kaplan, and Gerardine Doyle. "Innovations in Evaluating Ambulatory Costs of Cystic Fibrosis Care: A Comparative Study Across Multidisciplinary Care Centers in Ireland and the United States." NEJM Catalyst Innovations in Care Delivery 6, no. 2 (February 2025).
      • January 2025
      • Teaching Note

      Vytal: Packaging-as-a-Service

      By: George Serafeim, Michael W. Toffel and Stacy Straaberg
      Teaching Note for HBS Case No. 124-007. The Germany-based startup Vytal operated the largest digital-native reusable packaging-as-a-service network globally, having raised nearly €15 million, established a large network of restaurant partners, and prevented the use of... View Details
      Keywords: Environmental Sustainability; Innovation and Invention; Business Growth and Maturation; Growth and Development Strategy; Business Startups; Resource Allocation; Risk Management; Adoption; Strategy; Performance Productivity; Service Delivery; Service Operations; Supply Chain; Distribution; Entrepreneurship; Climate Change; Business Model; Governing Rules, Regulations, and Reforms; Profit; Financing and Loans; Expansion; Green Technology Industry; Service Industry; Retail Industry; Germany; Europe
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      Serafeim, George, Michael W. Toffel, and Stacy Straaberg. "Vytal: Packaging-as-a-Service." Harvard Business School Teaching Note 125-003, January 2025.
      • January 2025
      • Case

      Driving Efficiency and Sustainability at P&G China

      By: Feng Zhu, Philip Kuai and Billy Chan
      P&G China’s business had reached new heights thanks to the explosive growth of e-commerce in the country, but the rapidly increasing volume of shipments to customers had created operational and environmental challenges in terms of packaging waste, shipping damage, and... View Details
      Keywords: Transformation; Customer Value and Value Chain; Environmental Sustainability; E-commerce; Logistics; Product Design; Value Creation; Order Taking and Fulfillment; Supply Chain Management; Consumer Products Industry; China
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      Zhu, Feng, Philip Kuai, and Billy Chan. "Driving Efficiency and Sustainability at P&G China." Harvard Business School Case 625-077, January 2025.
      • January 2025
      • Case

      Real Madrid Club de Fútbol

      By: Anita Elberse, Juan Pasquín and Íñigo Pasquín
      On June 1, 2024, Spanish soccer club Real Madrid captures its fifteenth Champions League title—more than double the tally of the nearest competitor. Under Florentino Pérez’s leadership, the club has now won six of the last eleven UEFA Champions League titles, and has... View Details
      Keywords: Soccer; Football; Entertainment; Media; Talent Management; Superstars; General Management; Sports; Marketing; Recruitment; Competitive Strategy; Growth and Development Strategy; Sports Industry; Entertainment and Recreation Industry; Media and Broadcasting Industry
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      Elberse, Anita, Juan Pasquín, and Íñigo Pasquín. "Real Madrid Club de Fútbol." Harvard Business School Case 525-026, January 2025.
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