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August 2023 (Revised March 2024)
Case

Arla Foods: Data-Driven Decarbonization (A)

By: Michael Parzen, Michael W. Toffel, Susan Pinckney and Amram Migdal

The case describes Arla’s history, in particular its climate change mitigation efforts, and how it implemented a price incentive system to motivate individual farms to implement scope 1 greenhouse gas emissions mitigation measures and receive a higher milk price. The... View Details

13 Oct 2015
Blog Post

LGBTSA Spotlight: Alterrell Mills

accounting: fast-paced, fully immersive, and case-based. Why did you decide to get involved with the LGBT Student Association? As a member of the black and LGBT community, I know the importance of belonging to a community that provides a support View Details

31 Oct 2022
Research & Ideas

Why the Largest Minority Group Faces the Most Hate—and How to Push Back

systemic racism, the findings could inform policy approaches that prevent discrimination. Tabellini wrote the paper with Mina Cikara, associate professor of psychology at Harvard University, and Vasiliki Fouka, assistant professor of... View Details

Keywords: by Pamela Reynolds

Karim R. Lakhani

Karim R. Lakhani is the Dorothy & Michael Hintze Professor of Business Administration at the Harvard Business School. He specializes in technology management, innovation, digital transformation and artificial... View Details

Keywords: biotechnology; communications; computer; health care; high technology; information technology industry; internet; pharmaceuticals; software; video games

09 Feb 2011
Working Paper Summaries

Sustainable Cities: Oxymoron or the Shape of the Future?

Keywords: by Annissa Alusi, Robert G. Eccles, Amy C. Edmondson & Tiona Zuzul

October 2023
Case

CornerUp: Digitizing the Corner Store

By: Álvaro Rodríguez Arregui, Stacy Straaberg and Diego Zainos De La Sota Riva

In July 2023, Jason Diaz, co-founder and CEO of CornerUp, assessed the progress of his business-to-business e-procurement software application (app) startup, founded in January 2022. CornerUp began as a fast-moving consumer packaged goods (FMCG) distributor in New York... View Details

Keywords: Business Growth and Maturation; Business Startups; Small Business; Transition; Decisions; Social Entrepreneurship; Geographic Location; Disruptive Innovation; Market Participation; Digital Platforms; Trust; Business Strategy; Expansion; Information Infrastructure; Internet and the Web; Technology Adoption; Value Creation; Technology Industry; United States

January 2025
Technical Note

AI vs Human: Analyzing Acceptable Error Rates Using the Confusion Matrix

By: Tsedal Neeley and Tim Englehart

This technical note introduces the confusion matrix as a foundational tool in artificial intelligence (AI) and large language models (LLMs) for assessing the performance of classification models, focusing on their reliability for decision-making. A confusion matrix... View Details

Keywords: AI; Reliability; Confusion Matrix

August 2023
Article

Explaining Machine Learning Models with Interactive Natural Language Conversations Using TalkToModel

By: Dylan Slack, Satyapriya Krishna, Himabindu Lakkaraju and Sameer Singh

Practitioners increasingly use machine learning (ML) models, yet models have become more complex and harder to understand. To understand complex models, researchers have proposed techniques to explain model predictions. However, practitioners struggle to use... View Details

Keywords: AI and Machine Learning; Technological Innovation; Technology Adoption

October 1991 (Revised September 1998)
Case

Maxwell Appliance Controls

By: Robert S. Kaplan

A profitable manufacturing division of a large company is looking for new ways to identify sources of productivity improvements. Led by its senior finance officer, an activity-based cost system is developed to identify activities performed for its highly varied product... View Details

Keywords: Activity Based Costing and Management; Management Teams; Quality; Performance Improvement; Organizational Culture; Problems and Challenges; Production; Manufacturing Industry

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2010
Working Paper

When Open Architecture Beats Closed: The Entrepreneurial Use of Architectural Knowledge

By: Carliss Y. Baldwin

This paper describes how entrepreneurial firms can use superior architectural knowledge to open up a technical system to gain strategic advantage. The strategy involves, first, identifying "bottlenecks" in the existing system, and then creating a new open architecture... View Details

Keywords: Entrepreneurship; Investment Return; Growth and Development Strategy; Product Design; Organizational Design; Competitive Advantage; Technology Industry

March 2023
Teaching Note

Ransomware Attack at Colonial Pipeline Company

By: Suraj Srinivasan and Li-Kuan Ni

Teaching Note for HBS Case No. 123-069. On the morning of May 7, 2021, Colonial Pipeline Company became aware that the company had been the victim of a malicious ransomware attack that had stolen and locked up company data. The extortionists demanded 75 bitcoins (worth... View Details

12 Jan 2011
Working Paper Summaries

Modularity for Value Appropriation--How to Draw the Boundaries of Intellectual Property

Keywords: by Carliss Y. Baldwin & Joachim Henkel

November 2024
Supplement

AlphaGo (B): Birth of a New Intelligence

By: Shikhar Ghosh and Shweta Bagai

This case, the second in a three-part series, explores DeepMind's evolution from developing game-specific AI to more generalized learning systems. Following AlphaGo's 2017 victory over the Go world champion, DeepMind introduced two revolutionary systems that eliminated... View Details

Keywords: AI and Machine Learning; Information Technology Industry; United States; Russia; China

December 2021
Case

Whistleblowing at Veolia: A Technology Solution

By: Aiyesha Dey, Jonas Heese, Christian Godwin and James Weber

In 2019, Bruno Masson, the vice chairman of Veolia’s Ethics Committee, was preparing for a meeting on a rollout plan for a new whistleblowing system to more countries. Veolia, a global supplier of water, waste, and energy services, had recently gone through several... View Details

Keywords: Whistleblowing; Corporate Misconduct; Corporate Governance; Ethics; Crime and Corruption; Values and Beliefs; Trust; Employee Relationship Management; Utilities Industry

2011
Book

Moving Forward: The Future of Consumer Credit and Mortgage Finance

By: Nicolas P. Retsinas and Eric Belsky

The recent collapse of the mortgage market revealed fractures in the credit market that have deep roots in the system's structure, conduct, and regulation. The time has come for a clear-eyed assessment of what happened and how the system should be strengthened and... View Details

Keywords: Financial Crisis; Capital Markets; Credit; Financial Markets; Mortgages; Personal Finance; Governing Rules, Regulations, and Reforms; Demand and Consumers; Financial Services Industry

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November 2006 (Revised August 2008)
Supplement

China Resources Corporation (B): China Resources Microelectronics

By: Dennis Campbell and David Lane

Supplements the (A) case. Late in October 2006, China Resources (Holdings) Co., Ltd. (CRC) CEO Charlie Song Lin, CFO Jiang Wel, and Information Center GM Derek Cheng were traveling from Hong Kong to Wuxi, China to attend the first ever meeting of China Resources... View Details

Keywords: Accounting; Business Conglomerates; Profit; Governance Controls; Management Systems; Business Strategy; China

March 2008 (Revised November 2009)
Case

New Schools for New Orleans 2008

Founded in the wake of Hurricane Katrina as a catalyst for the transformation of the public education system in New Orleans, President Sarah Usdin and CEO Matt Candler must adapt their strategy to respond to a continuously shifting local context. By 2008, conditions on... View Details

Keywords: Transformation; Education; Social Entrepreneurship; Situation or Environment; Adaptation; Value Creation; Education Industry; New Orleans

November 2005 (Revised February 2007)
Case

Governing Sumida Corporation

By: Lynn S. Paine, Masako Egawa, Chisato Toyama and Kim Bettcher

Describes the corporate governance changes adopted by Japan's Sumida Corp. between 1999 and 2005, setting them in the context of changes in Japan's commercial code during this period. Sumida was the first Japanese company to adopt a new U.S.-inspired "committee system"... View Details

Keywords: Governing and Advisory Boards; Corporate Governance; Change Management; Business or Company Management; Management Teams; Law; Japan

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August 2005
Background Note

Note on International Tax Regimes

By: Mihir A. Desai, Mark Veblen and Kathleen Luchs

Provides a framework for understanding different types of international tax regimes. Examines how alternative tax regimes tax the foreign income of their citizens (including corporate citizens); how tax regimes define foreign and domestic income; and how foreign tax... View Details

Keywords: Motivation and Incentives; Earnings Management; Nationality; Framework; Taxation; Profit; Globalization; Credit; United States

May 2004 (Revised June 2004)
Case

SchmidtCo (A)

John Schmidt's project to convert the information system of his auto parts distribution business is in real trouble, putting his company at risk. He must decide what his decision problem is and set appropriate objectives as well as create a good set of alternatives... View Details

Keywords: Business or Company Management; Risk Management; Negotiation; Information Technology; Decision Making; Distribution Industry; Auto Industry

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