Publications

January 2025
Teaching Note

Balancing Impact: Modeling the Future at British International Investment

By: Shawn Cole and Jonah Zahnd

Teaching Note for HBS Case No. 225-047. View Details

January 2025
Case

Negotiating a Legacy at Sustainable Harvest (A)

By: Jillian Jordan, Julian Zlatev, Alicia Dadlani and Martha Hostetter

The specialty coffee importer Sustainable Harvest was the first certified B Corp in the coffee industry due to its investments in building coffee farmers’ capacity and livelihood. But in 2022, after coffee prices plummeted and the company’s bank declined to extend its... View Details

Keywords: Negotiation; Mergers and Acquisitions; Trust; Ethics; Plant-Based Agribusiness; Volatility; Futures and Commodity Futures; Social Enterprise; Valuation; Business Model; Credit; Corporate Social Responsibility and Impact; Insolvency and Bankruptcy; Food and Beverage Industry; United States; Europe

January 2025
Supplement

Negotiating a Legacy at Sustainable Harvest (B)

By: Jillian Jordan, Julian Zlatev, Alicia Dadlani and Martha Hostetter

The specialty coffee importer Sustainable Harvest was the first certified B Corp in the coffee industry due to its investments in building coffee farmers’ capacity and livelihood. But in 2022, after coffee prices plummeted and the company’s bank declined to extend its... View Details

Keywords: Negotiation; Mergers and Acquisitions; Trust; Ethics; Plant-Based Agribusiness; Volatility; Futures and Commodity Futures; Social Enterprise; Valuation; Business Model; Credit; Corporate Social Responsibility and Impact; Food and Beverage Industry; United States; Europe

January 2025
Case

Reimagining the Employee Experience at the LEGO Group

By: Amy Edmondson, Mark Mortensen and Elisabeth Powell

In 2024, the LEGO Group faced a decision about the future of LEGO’s Benefits Experience Strategy and the “Best of Both” remote/hybrid work policy. With over 28,500 employees spanning global hubs, retail stores, and manufacturing plants, LEGO leaders had to consider... View Details

Keywords: Leadership; Employee Relationship Management; Values and Beliefs; Organizational Culture; Alignment; Compensation and Benefits; Europe

January 2025
Case

North Forty: Managing Liquidity Through Change

By: Luis M. Viceira and Brad Towne

This case explores the interaction between spending and investment decisions at a family office, specifically the family office of Jeff and Tricia Raikes, with special emphasis on the management of spending, portfolio investments, and asset liquidity in the presence of... View Details

Keywords: Family Office; Forecasting and Prediction; Asset Management; Financial Liquidity; Financial Strategy; Investment Portfolio; Spending; Planning

2025
Book

Talk: The Science of Conversation and the Art of Being Ourselves

By: Alison Wood Brooks

We all struggle with difficult conversations, but we're often not very good at easy ones either. Though we do it all the time, conversation is one of the most complex, demanding, and delicate of all human tasks, rife with possibilities for misinterpretation and... View Details

Keywords: Interpersonal Communication

Find at Harvard

December 2024 (Revised April 2025)
Case

Future (Im)Perfect? Artificial Intelligence, Transhumanism, and the Hereafter of Capitalism

By: Sophus A. Reinert

December 2024 (Revised March 2025)
Case

KLog.co—Charting the Course of Its Future

By: Juan Alcácer, Jorge Tirado and Thomas Occhipinti

Keywords: Freighting; Logistics; Trade; Latin America; Chile

December 2024 (Revised February 2025)
Course Overview Note

Managing the Future of Work: Course Overview Note for Students

By: Christopher Stanton

2024
Book

The Fading Light of Democratic Capitalism: How Pervasive Cronyism and Restricted Suffrage Are Destroying Democratic Capitalism as a National Ideal ... And What to Do About It

By: Malcolm S. Salter

What are we to do about declining public trust and confidence in democratic capitalism, which many citizens consider a cornerstone of our national ideology and identity? In this book, I address how we can rekindle the fading light of democratic capitalism as an... View Details

Keywords: Government and Politics; Power and Influence; Economic Systems; Culture

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November 2024
Supplement

AlphaGo (C): Birth of a New Intelligence

By: Shikhar Ghosh and Shweta Bagai

This case, the final of a three-part series, explores DeepMind's pivotal transition from mastering games to solving real-world scientific challenges. In December 2020, DeepMind's AI system AlphaFold 2 achieved a breakthrough by solving protein folding—a 50-year-old... View Details

Keywords: Autonomy; Deep Learning; Drug Discovery; Healthcare Innovation; Neural Networks; Scientific Research; Technology Startup; AI and Machine Learning; Technological Innovation; Research and Development; Business Model; Business Strategy; Open Source Distribution; Technology Industry; United States

2024
Working Paper

Scaling Core Earnings Measurement with Large Language Models

By: Matthew Shaffer and Charles CY Wang

We study the application of large language models (LLMs) to the estimation of core earnings, i.e., a firm's persistent profitability from its core business activities. This construct is central to investors' assessments of economic performance and valuations. However,... View Details

Keywords: Large Language Models; AI and Machine Learning; Accounting; Profit; Corporate Disclosure; Analytics and Data Science; Measurement and Metrics

SSRN

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

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

SSRN

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November 2024
Case

Ather Energy: The Future of Mobility

By: Shunyuan Zhang, Kannan Srinivasan and Malini Sen

Ather Energy, India’s third-largest electric scooter maker by volume, was founded in 2013. Five years later, the start-up launched its first electric scooter, Ather 450, which was powered by artificial intelligence (AI) and the Internet of Things (IoT), to navigate... View Details

2024
Working Paper

Catalysts for Climate Solutions: Corporate Responses to Venture Capital Financing of Climate-tech Startups

By: Shirley Lu, George Serafeim and Simon Xu

We study whether incumbent firms increase their product focus on climate solutions in response to venture capital (VC) financing of climate-tech startups. Using large language models to measure a firm's focus on climate solutions, we find that incumbents in similar... View Details

Keywords: Climate Finance; Climate Change; Technological Innovation; Entrepreneurship; Venture Capital; Private Equity; Environmental Sustainability; Business Startups