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      • April 2025
      • Background Note

      Climate Change Adaptation with Artificial Intelligence and Machine Learning

      By: Michael W. Toffel and Nabig Chaudhry
      Artificial Intelligence (AI) and machine learning (ML) have emerged as powerful tools to address climate change. This note summarizes a wide range of the uses of AI/ML to drive climate change adaptation and resilience, the measures organizations and governments are... View Details
      Keywords: Climate Change; Adaptation
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      Toffel, Michael W., and Nabig Chaudhry. "Climate Change Adaptation with Artificial Intelligence and Machine Learning." Harvard Business School Background Note 625-050, April 2025.
      • April 2025
      • Supplement

      #FutureFresenius: 'Committed to Life' in 2024 and Beyond (B)

      By: David J. Collis, Benjamin C. Esty and Haisley Wert
      From February 2024 onward, Fresenius SE & Co. KGaA continued to make progress on the #FutureFresenius transformation that CEO Michael Sen had initiated in October 2022. The company had completed the initial "reset" phase and moved into the "revitalize" portion of the... View Details
      Keywords: Corporate Strategy; Finance; Transformation; Leading Change; Health Industry; United States; Germany
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      Collis, David J., Benjamin C. Esty, and Haisley Wert. "#FutureFresenius: 'Committed to Life' in 2024 and Beyond (B)." Harvard Business School Supplement 725-415, April 2025.
      • April 2025
      • Case

      #FutureFresenius: Implementing a New Strategy to Transform the Company and Advance Patient Care

      By: David J. Collis, Benjamin C. Esty and Haisley Wert
      In February 2024, Fresenius CEO Michael Sen reflected on the company’s transformation journey from his office in Bad Homburg, Germany. With revenues of €22 billion and a mission to advance patient care, Fresenius had built a strong reputation through decades of... View Details
      Keywords: Strategic Planning; Corporate Strategy; Transformation; Finance; Leading Change; Organizational Culture; Organizational Structure; Alignment; Health Industry; Germany; United States
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      Collis, David J., Benjamin C. Esty, and Haisley Wert. "#FutureFresenius: Implementing a New Strategy to Transform the Company and Advance Patient Care." Harvard Business School Case 725-361, April 2025.
      • 2025
      • White Paper

      Governors Reshaping Workforce Development: Turning WIOA Challenges into Workforce Solutions

      By: Joseph B. Fuller, Kerry McKittrick, Nathalie Gazzaneo, Ariel Higuchi, Justine Gluck, Zoe Butler, Jack Porter and Malena Dailey
      The Workforce Innovation and Opportunity Act (WIOA) grants Governors significant authority to shape their state workforce systems. Yet, little research explores how they use those powers to strengthen their economies and expand access to employment and training.... View Details
      Keywords: Government Administration; Policy; Training; Employment
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      Fuller, Joseph B., Kerry McKittrick, Nathalie Gazzaneo, Ariel Higuchi, Justine Gluck, Zoe Butler, Jack Porter, and Malena Dailey. "Governors Reshaping Workforce Development: Turning WIOA Challenges into Workforce Solutions." White Paper, Project on Workforce at Harvard, April 2025.
      • February 2025
      • Supplement

      Intenseye: Powering Workplace Health and Safety with AI (B)

      By: Michael W. Toffel, Shane Greenstein and Sadika El Hariri
      Intenseye used its $25 million series A funds to refine and expand its digital safety platform while refining its target markets and ideal customer profile. As the company implemented new approaches to create value for its clients, such as developing an AI-powered... View Details
      Keywords: Safety Performance; Occupational Safety; Innovation; Safety; Operations; Health; AI and Machine Learning; Analytics and Data Science; Digital Transformation; Supply Chain Management; Performance Improvement; Entrepreneurship; Product Development; Customer Relationship Management; Value Creation; Venture Capital; Growth and Development Strategy; Information Technology Industry; United States; Europe; Middle East; Turkey
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      Toffel, Michael W., Shane Greenstein, and Sadika El Hariri. "Intenseye: Powering Workplace Health and Safety with AI (B)." Harvard Business School Supplement 625-025, February 2025.
      • February 13, 2025
      • Article

      Research: The Costs of Circumventing Tariffs

      By: Jaya Y. Wen, Ebehi Iyoha, Edmund Malesky and Sung-Ju Wu
      When tariffs are levied against a specific country, that country might attempt to circumvent the tariff by rerouting products through a third country to avoid the higher taxes. Research in the aftermath of the 2018 U.S.-China trade war examined this phenomenon, finding... View Details
      Keywords: Trade; Global Strategy; International Relations; United States; China
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      Wen, Jaya Y., Ebehi Iyoha, Edmund Malesky, and Sung-Ju Wu. "Research: The Costs of Circumventing Tariffs." Harvard Business Review Digital Articles (February 13, 2025).
      • February 2025
      • Case

      Luca de Meo at Renault Group (A)

      By: Emily Truelove, Linda A. Hill and Lydia Begag
      When Luca de Meo became CEO of Renault Group in 2020, the 122-year-old French automaker faced financial challenges and the double technological disruption of the automotive industry: the shift to electric vehicles (EVs) and the rise of software-defined vehicles (SDVs).... View Details
      Keywords: Change Management; Transformation; Transition; Interpersonal Communication; Forms of Communication; Talent and Talent Management; Experience and Expertise; Customer Value and Value Chain; Decision Making; Economic Growth; Financial Crisis; Alternative Energy; Engineering; Global Strategy; Governance; Digital Transformation; Digital Strategy; Technology Adoption; Disruptive Innovation; Technological Innovation; Innovation Leadership; Collaborative Innovation and Invention; Leading Change; Leadership Development; Leadership Style; Crisis Management; Management Skills; Business Processes; Organizational Culture; Organizational Structure; Performance Efficiency; Transportation; Auto Industry; Battery Industry; Energy Industry; Green Technology Industry; Transportation Industry; France; Europe; China
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      Truelove, Emily, Linda A. Hill, and Lydia Begag. "Luca de Meo at Renault Group (A)." Harvard Business School Case 425-041, February 2025.
      • February 2025
      • Case

      Luca de Meo at Renault Group (A) (Abridged)

      By: Emily Truelove, Linda A. Hill and Lydia Begag
      When Luca de Meo became CEO of Renault Group in 2020, the 122-year-old French automaker faced financial challenges and the double technological disruption of the automotive industry: the shift to electric vehicles (EVs) and the rise of software-defined vehicles (SDVs).... View Details
      Keywords: Change Management; Transformation; Transition; Interpersonal Communication; Forms of Communication; Talent and Talent Management; Experience and Expertise; Customer Value and Value Chain; Decision Making; Economic Growth; Financial Crisis; Alternative Energy; Engineering; Global Strategy; Governance; Digital Transformation; Digital Strategy; Technology Adoption; Disruptive Innovation; Technological Innovation; Innovation Leadership; Collaborative Innovation and Invention; Leading Change; Leadership Development; Leadership Style; Crisis Management; Management Skills; Business Processes; Organizational Culture; Organizational Structure; Performance Efficiency; Transportation; Auto Industry; Battery Industry; Energy Industry; Green Technology Industry; Transportation Industry; France; Europe; China
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      Truelove, Emily, Linda A. Hill, and Lydia Begag. "Luca de Meo at Renault Group (A) (Abridged)." Harvard Business School Case 425-067, February 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
      • 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

      Index and Active Investing: Vanguard and the New Frontier of Active ETFs

      By: Marco Sammon, Luis M. Viceira and Jonathan Kanagasabai
      This case explores Vanguard’s strategic decision-making process as it considers entering the growing market for actively managed exchange-traded funds (ETFs). Set in 2024, the case places students in the position of Rodney Comegys, Vanguard’s global head of the Equity... View Details
      Keywords: Asset Management; Financial Strategy; Investment Funds; Investment Portfolio; Financial Services Industry
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      Sammon, Marco, Luis M. Viceira, and Jonathan Kanagasabai. "Index and Active Investing: Vanguard and the New Frontier of Active ETFs." Harvard Business School Case 225-056, January 2025.
      • January 2025
      • Case

      Constitutional Fiction: John Miller & the Legitimacy of Family Constitutions

      By: Lauren Cohen, Octavian Graf Pilati and Sophia Pan
      John Miller sat reviewing his family’s Constitution, grappling with how best to implement and enforce its provisions. Designed to prevent ambiguity in governance, the Family Constitution set out core values and guidelines to promote harmony and cohesion among family... View Details
      Keywords: Conflict Resolution; Perspective Taking; Liabilities; Family Business; Family Ownership; Business Growth and Maturation; Alignment; Cooperation; Attitudes; Behavior; Cognition and Thinking; Conflict Management; Conflict of Interests; Power and Influence; Perception; Trust; Perspective; Motivation and Incentives; Happiness; Identity; Goals and Objectives; Legal Liability; Contracts; Fairness; Values and Beliefs; Governance Controls; Governing Rules, Regulations, and Reforms; Family and Family Relationships; Manufacturing Industry; Germany
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      Cohen, Lauren, Octavian Graf Pilati, and Sophia Pan. "Constitutional Fiction: John Miller & the Legitimacy of Family Constitutions." Harvard Business School Case 225-054, January 2025.
      • December 2024
      • Case

      Enerjisa Üretim: The Digital Era of Electricity Generation

      By: Prithwiraj Choudhury and Sadika El Hariri
      Launched in 2017, Enerjisa Üretim was one of Türkiye’s largest private sector electricity companies. In its early days, the company faced some financial and operational troubles. When İhsan Erbil Bayçöl, the current CEO of Enerjisa Üretim, joined the business in 2018,... View Details
      Keywords: Private Sector; Performance Improvement; Renewable Energy; Growth and Development Strategy; Business Units; Partners and Partnerships; Leadership; Energy Industry; Utilities Industry; Turkey
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      Choudhury, Prithwiraj, and Sadika El Hariri. "Enerjisa Üretim: The Digital Era of Electricity Generation." Harvard Business School Case 625-022, December 2024.
      • December 2024
      • Case

      Blue Cross Blue Shield of Michigan (BCBSM): The AI Journey

      By: Shikhar Ghosh
      In early 2024, Bill Fandrich, Executive VP and CIO of Blue Cross Blue Shield of Michigan (BCBSM), faced a critical decision about AI adoption within the organization. Fandrich had championed AI implementation at BCBSM. After successfully developing three AI... View Details
      Keywords: Blue Cross; Automation; Generative Ai; Health Insurance; Insurance Companies; Innovation; IT Strategy; Organizational Transformations; Technology; Non-profit; AI and Machine Learning; Health; Digital Strategy; Digital Transformation; Leadership; Technology Adoption; Job Cuts and Outsourcing; Innovation Strategy; Health Industry; Insurance Industry; Michigan
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      Ghosh, Shikhar. "Blue Cross Blue Shield of Michigan (BCBSM): The AI Journey." Harvard Business School Case 825-082, December 2024.
      • November 2024 (Revised January 2025)
      • Case

      Balancing Impact: Modeling the Future at British International Investment

      By: Shawn Cole and Jonah Zahnd
      In 2022, British International Investment (BII), the £8.1 billion development finance arm of the British government, implemented a new impact measurement system called the Impact Score to align its financial and impact objectives systematically. The tool was designed... View Details
      Keywords: Investment Portfolio; Measurement and Metrics; Corporate Social Responsibility and Impact; Alignment; United Kingdom
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      Cole, Shawn, and Jonah Zahnd. "Balancing Impact: Modeling the Future at British International Investment." Harvard Business School Case 225-047, November 2024. (Revised January 2025.)
      • October 2024
      • Case

      Edizione

      By: Cynthia A. Montgomery, Dante Roscini, Elena Corsi and Hugo Etchegoyhen
      This case study examines the diversification and transformation of Edizione, the Benetton family's holding company originally established to reinvest dividends from the Benetton clothing brand. Edizione expanded significantly in the late 1990s and early 2000s,... View Details
      Keywords: Leadership Style; Leading Change; Leadership Development; Family Business; Family Ownership; Communication Strategy; Crisis Management; Management Style; Change Management; Asset Management; Management Succession; Private Equity; Corporate Governance; Organizational Culture; Reputation; Public Opinion; Mergers and Acquisitions; Diversification; Expansion; Air Transportation Industry; Fashion Industry; Transportation Industry; Travel Industry; Italy; Europe
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      Montgomery, Cynthia A., Dante Roscini, Elena Corsi, and Hugo Etchegoyhen. "Edizione." Harvard Business School Case 725-395, October 2024.
      • Winter 2024
      • Article

      Return to Office Decisions: A Culture Question?

      By: Yo-Jud Cheng and Boris Groysberg
      Company culture is an important source of competitive advantage and differentiation. Even in times of crisis, leaders must attend to their company’s culture, designing it in alignment with their strategy and priorities. One of the most consequential decisions that... View Details
      Keywords: Organizational Culture; Employee Relationship Management
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      Cheng, Yo-Jud, and Boris Groysberg. "Return to Office Decisions: A Culture Question?" Management and Business Review 4, no. 1 (Winter 2024): 8–15.
      • June 2024
      • Module Note

      Value Creation Potential of New Business Models

      By: David J. Collis
      A business model is composed of three elements. These describe a generic way of creating value and identify the maximum potential value of that model for customers. The elements of a business model are the “job to be done” for the customer, the asset configuration, or... View Details
      Keywords: Business Model; Corporate Strategy; Mission and Purpose; Competitive Strategy; Value Creation
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      Collis, David J. "Value Creation Potential of New Business Models." Harvard Business School Module Note 724-491, 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.)
      • May 2024
      • Case

      Naked Wines: The Profit vs. Growth Decision

      By: Benjamin C. Esty and Edward A. Meyer
      Nick Devlin faced a difficult strategic decision in October 2022. As the CEO of a UK-based subscription business connecting wine drinkers in the US, UK, and Australia with winemakers from around the world (which one journalist called the “Netflix of Wine”), he had to... View Details
      Keywords: Profit Vs. Growth; Platform Business; Economies Of Scale; Subscription Business; Wine; Scaling; Racing; Value Creation; Network Effects; Business Startups; Small Business; Financial Management; Financial Strategy; Growth Management; Business Strategy; Competitive Advantage; Expansion; Profit; E-commerce; Growth and Development Strategy; Agriculture and Agribusiness Industry; Food and Beverage Industry; United States; Australia; United Kingdom
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      Esty, Benjamin C., and Edward A. Meyer. "Naked Wines: The Profit vs. Growth Decision." Harvard Business School Case 724-462, May 2024.
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