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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.
      • March 2025
      • Case

      The Changing Climate on Wall Street

      By: Clayton S. Rose, Maxim Pike Harrell and Michael Norris
      Increasing and conflicting regulatory requirements and political pressures regarding climate change tested the leaders of U.S. financial institutions, as they struggled to determine how best to comply while managing their business and its risks. In October 2024,... View Details
      Keywords: Change; Disruption; Competency and Skills; Decision Making; Cost vs Benefits; Ethics; Governance; Corporate Accountability; Leadership; Management; Risk Management; Organizations; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Change and Adaptation; Organizational Culture; Society; Civil Society or Community; Social Issues; Strategy; Adaptation; Banking Industry; Financial Services Industry; Insurance Industry; United States; Europe
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      Rose, Clayton S., Maxim Pike Harrell, and Michael Norris. "The Changing Climate on Wall Street." Harvard Business School Case 325-020, March 2025.
      • February 2025
      • Tutorial

      Preparing Business Leaders for an Era of Climate Instability: Understanding and Managing Physical Climate Risk

      By: Michael W. Toffel and Spencer Glendon
      In this compelling video, Spencer Glendon, founder of Probable Futures and Executive Fellow at Harvard Business School, describes the profound implications of climate change for businesses, the economy, and societies around the world. Drawing from his background in... View Details
      Keywords: Modeling; Climate Change; Adaptation; Risk and Uncertainty; Risk Management; Forecasting and Prediction
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      Toffel, Michael W., and Spencer Glendon. Preparing Business Leaders for an Era of Climate Instability: Understanding and Managing Physical Climate Risk. Harvard Business School Tutorial 625-709, February 2025. (Click here for HBP Educators link.)
      • 2025
      • Article

      Educating Students and Professionals on the Business Implications of Climate Change

      By: Michael W. Toffel
      As climate change poses unprecedented challenges and opportunities, the private sector must play a pivotal role in both adaptation and mitigation efforts. This article discusses the new Harvard Business School Online course, Business and Climate Change, designed to... View Details
      Keywords: Climate Impact; Online Courses; Online Education; Decarbonization; Mitigation Policies; Climate Risk; Climate Change; Risk Management; Science; Policy; Business Education; Adaptation
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      Toffel, Michael W. "Educating Students and Professionals on the Business Implications of Climate Change." Global Focus: The EFMD Business Magazine 192, no. 2 (2025): 29–32.
      • 2025
      • Working Paper

      Climate Risk and the U.S. Insurance Gap: Measurement, Drivers and Implications

      By: Pari Sastry, Therese Scharlemann, Ishita Sen and Ana-Maria Tenekedjieva
      Despite rising climate-related property damage, the average American is under-insured. We study the homeowners insurance protection gap using nationwide state-of-the-art insurance, mortgage, and climate databases at a property level and exploiting quasi-exogenous... View Details
      Keywords: Climate Change; Risk and Uncertainty; Insurance; Personal Finance; Consumer Behavior; Mortgages
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      Sastry, Pari, Therese Scharlemann, Ishita Sen, and Ana-Maria Tenekedjieva. "Climate Risk and the U.S. Insurance Gap: Measurement, Drivers and Implications." Harvard Business School Working Paper, No. 25-054, February 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.
      • 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.
      • December 2024
      • Supplement

      Northvolt: Building Batteries to Fight Climate Change (B)

      By: George Serafeim, Debora L. Spar, Peter Tufano, Hugo Etchegoyhen and Emilie Billaud
      The (B) case explores Northvolt’s Chapter 11 bankruptcy filing on November 21, 2024, highlighting the company’s struggles to scale operations amid a global EV market slowdown and internal production challenges. While the (A) case detailed Northvolt’s ambitious... View Details
      Keywords: Batteries; Electric Vehicles; Climate Change; Corporate Social Responsibility and Impact; Energy; Green Technology; Insolvency and Bankruptcy; Investment; Technological Innovation; Risk Management; Failure; Business and Government Relations; Business and Shareholder Relations; Transportation; Green Technology Industry; Europe; Sweden
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      Serafeim, George, Debora L. Spar, Peter Tufano, Hugo Etchegoyhen, and Emilie Billaud. "Northvolt: Building Batteries to Fight Climate Change (B)." Harvard Business School Supplement 325-083, December 2024.
      • 2024
      • Working Paper

      Climate Solutions, Transition Risk, and Stock Returns

      By: Shirley Lu, Edward J. Riedl, Simon Xu and George Serafeim
      Using large language models to measure firms' climate solution products and services, we find that high-climate solution firms exhibit lower stock returns and higher market valuation multiples. Their stock prices respond positively to events signaling increased demand... View Details
      Keywords: Technology; Generative Ai; Large Language Models; Climate Finance; Climate Change; Innovation and Invention; Environmental Sustainability; AI and Machine Learning; Investment; Financial Markets
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      Lu, Shirley, Edward J. Riedl, Simon Xu, and George Serafeim. "Climate Solutions, Transition Risk, and Stock Returns." Harvard Business School Working Paper, No. 25-024, November 2024.
      • October 2024 (Revised November 2024)
      • Case

      SWEN Blue Ocean: Impact Investing Goes to Sea

      By: Vikram S Gandhi and David Allen
      In August 2023, SWEN Blue Ocean, a €170 million impact fund that invested in startups contributing to ocean sustainability, faced a critical investment decision. Part of SWEN Capital Partners, an €8 billion, Paris-based private equity fund, Blue Ocean was co-founded in... View Details
      Keywords: Communication Technology; Environmental Sustainability; Green Technology; Venture Capital; Private Equity; Investment Funds; Science-Based Business; Technological Innovation; Financial Services Industry; France; Paris; Italy
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      Gandhi, Vikram S., and David Allen. "SWEN Blue Ocean: Impact Investing Goes to Sea." Harvard Business School Case 325-013, October 2024. (Revised November 2024.)
      • September 2024
      • Case

      TechEnergy Ventures: Innovating Through Corporate Venture Capital

      By: Rebecca Karp and Lena Duchene
      This case examines TechEnergy Ventures, the corporate venture capital (CVC) arm of the Techint Group, and its role in scaling innovation within the energy sector. Founded in 2021, TechEnergy Ventures operates with a mandate to invest in disruptive technologies to... View Details
      Keywords: Transition; Alternative Energy; Renewable Energy; Metals and Minerals; Mining; Corporate Entrepreneurship; Climate Change; Environmental Sustainability; Corporate Finance; Venture Capital; Financial Strategy; Investment Portfolio; Growth and Development Strategy; Adaptation; Diversification; Innovation Strategy; Energy Industry; Financial Services Industry; Italy; Europe; Latin America; Argentina
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      Karp, Rebecca, and Lena Duchene. "TechEnergy Ventures: Innovating Through Corporate Venture Capital." Harvard Business School Case 725-393, September 2024.
      • September 20, 2024
      • Article

      It’s Time to Unbundle ESG

      By: Aaron K. Chatterji and Michael W. Toffel
      ESG is at an inflection point. It has come to represent a broad and inchoate aspiration for what business should be doing beyond maximizing shareholder value. With ESG advocates on the defensive, business leaders need a new roadmap to determine which factors to... View Details
      Keywords: ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; ESG Reporting; ESG Disclosure; Sustainability; Climate; Climate Finance; Climate Risk; Social Accounting; Investment; Governance; Safety; Climate Change; Environmental Sustainability; Corporate Social Responsibility and Impact; Financial Services Industry
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      Chatterji, Aaron K., and Michael W. Toffel. "It’s Time to Unbundle ESG." Harvard Business Review (website) (September 20, 2024).
      • 2024
      • Chapter

      Corporations as the Central Institutions of Society

      By: Joseph L. Badaracco
      Mark Twain observed that, “Prediction is very difficult—particularly when it involves the future,” and he was right. One way to reduce the risk of becoming an infamous forecaster—like the experts who told us the Internet would quickly collapse, that Apple would never... View Details
      Keywords: Trends; Business and Government Relations; Organizations; Power and Influence; Society
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      Badaracco, Joseph L. "Corporations as the Central Institutions of Society." Chap. 4 in Justifying Next Stage Capitalism: Exploring a Hopeful Future, edited by Michel Dion and Moses Pava, 87–106. Springer, 2024.
      • April 2024
      • Article

      Model-based Financial Regulations Impair the Transition to Net-zero Carbon Emissions

      By: Matteo Gasparini, Matthew C. Ives, Ben Carr, Sophie Fry and Eric Beinhocker
      Investments via the financial system are essential for fostering the green transition. However, the role of existing financial regulations in influencing investment decisions is understudied. Here we analyse data from the European Banking Authority to show that... View Details
      Keywords: Climate Change; Investment; Governing Rules, Regulations, and Reforms; Energy Sources
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      Gasparini, Matteo, Matthew C. Ives, Ben Carr, Sophie Fry, and Eric Beinhocker. "Model-based Financial Regulations Impair the Transition to Net-zero Carbon Emissions." Nature Climate Change 14, no. 5 (April 2024): 434–435.
      • March 2024 (Revised March 2025)
      • Background Note

      Physical Climate Risk

      By: Michael W. Toffel, Spencer Glendon and Alison Smart
      This note describes how managers can identify and manage their company’s physical climate risks, which can increase their operations and supply chain costs and risks, and affect demand for their goods and services. Can be paired with the video “Preparing business... View Details
      Keywords: Resilience; Maps; Climate Risk; Climate Impact; Modeling And Analysis; Climate Change; Risk Management; Demand and Consumers; Supply Chain; Organizational Change and Adaptation; Disruption
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      Toffel, Michael W., Spencer Glendon, and Alison Smart. "Physical Climate Risk." Harvard Business School Background Note 624-059, March 2024. (Revised March 2025.) (Click here for related material.)
      • February 2024 (Revised February 2024)
      • Case

      CLSA: Integrating ESG in Stock Valuation

      By: Shirley Lu, Aaron Yoon and Billy Chan
      In 2023, a senior financial analyst at the Hong Kong-based stock brokerage firm CLSA was surprised to see that, based on his calculations, the financial impact from climate risks on a major Indian cement manufacturing company’s projected earnings could be massive.... View Details
      Keywords: Accounting; Corporate Governance; Analysis; Stocks; Valuation; Environmental Sustainability; Financial Services Industry; Industrial Products Industry; Hong Kong; China; India; Asia
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      Lu, Shirley, Aaron Yoon, and Billy Chan. "CLSA: Integrating ESG in Stock Valuation." Harvard Business School Case 124-069, February 2024. (Revised February 2024.)
      • February 2024
      • Case

      Continuity & Change at Boston Consulting Group

      By: David G. Fubini, Suraj Srinivasan and David Lane
      As the new CEO of Boston Consulting Group (BCG) since autumn 2021, Christoph Schweizer had big shoes to fill—his predecessor, Rich Lesser, had tripled the partnership’s total revenues and created digital initiatives that contributed 40+% of 2021 revenues, more than... View Details
      Keywords: Business Organization; Change Management; Talent and Talent Management; Governance; AI and Machine Learning; Environmental Sustainability; Leading Change; Risk Management; Organizational Culture; Partners and Partnerships; Revenue; Growth and Development Strategy; Management Succession; Consulting Industry
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      Fubini, David G., Suraj Srinivasan, and David Lane. "Continuity & Change at Boston Consulting Group." Harvard Business School Case 124-011, February 2024.
      • February 2024 (Revised March 2024)
      • Teaching Note

      X: The Foghorn Decision

      By: Kyle Myers and Walter Frick
      Teaching Note for HBS Case No. 618-060. View Details
      Keywords: Alternative Energy; Energy Generation; Energy Sources; Climate Change; Green Technology; Selection and Staffing; Knowledge; Product Design; Product Development; Research and Development; Risk and Uncertainty; Science-Based Business; Innovation and Invention; Auto Industry; Biotechnology Industry; Chemical Industry; Computer Industry; Electronics Industry; Green Technology Industry; Technology Industry
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      Myers, Kyle, and Walter Frick. "X: The Foghorn Decision." Harvard Business School Teaching Note 624-065, February 2024. (Revised March 2024.)
      • 2024
      • Working Paper

      When Insurers Exit: Climate Losses, Fragile Insurers, and Mortgage Markets

      By: Ishita Sen, Pari Sastry and Ana-Maria Tenekedjieva
      This paper studies how homeowners insurance markets respond to growing climate losses and how this impacts mortgage market dynamics. Using Florida as a case study, we show that traditional insurers are exiting high risk areas, and new lower quality insurers are... View Details
      Keywords: Insurance; Natural Disasters; Governing Rules, Regulations, and Reforms; Insurance Industry; Florida
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      Sen, Ishita, Pari Sastry, and Ana-Maria Tenekedjieva. "When Insurers Exit: Climate Losses, Fragile Insurers, and Mortgage Markets." Harvard Business School Working Paper, No. 24-051, February 2024. (Revise & Resubmit, Quarterly Journal of Economics.)
      • 2024
      • Article

      Financial Constraints and Short-Term Planning Are Linked to Flood Risk Adaptation Gaps in U.S. Cities

      By: Shirley Lu and Anya Nakhmurina
      Adaptation is critical in reducing the inevitable impact of climate change. Here we study cities’ adaptation to elevated flood risk by introducing a linguistic measure of adaptation extracted from financial disclosures of 431 US cities over 2013–2020. While cities with... View Details
      Keywords: City; Natural Disasters; Climate Change; Adaptation; Risk and Uncertainty; Strategic Planning
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      Lu, Shirley, and Anya Nakhmurina. "Financial Constraints and Short-Term Planning Are Linked to Flood Risk Adaptation Gaps in U.S. Cities." Art. 43. Communications Earth & Environment 5 (2024).
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