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March 2024
Case

Unintended Consequences of Algorithmic Personalization

By: Eva Ascarza and Ayelet Israeli

“Unintended Consequences of Algorithmic Personalization” (HBS No. 524-052) investigates algorithmic bias in marketing through four case studies featuring Apple, Uber, Facebook, and Amazon. Each study presents scenarios where these companies faced public criticism for... View Details

Keywords: Race; Gender; Marketing; Diversity; Customer Relationship Management; Prejudice and Bias; Customization and Personalization; Technology Industry; Retail Industry; United States

March 2024 (Revised August 2024)
Case

Darktrace: Scaling Cybersecurity and AI (A)

By: Jeffrey F. Rayport and Alexis Lefort

In 2023, Darktrace CEO Poppy Gustafsson was contemplating her growth strategy at a leading U.K.-based cybersecurity venture, launched in 2013 by a group of anti-terror cyber specialists, University of Cambridge mathematicians, and artificial intelligence (AI) experts.... View Details

Keywords: Technology; Talent; Scaling; Entrepreneurship; Cybersecurity; Leadership; Business Growth and Maturation; Recruitment; Resignation and Termination; AI and Machine Learning; Growth and Development Strategy; Organizational Culture; Going Public; Technology Industry; United Kingdom; Europe; United States

March–April 2024
Article

How Companies Should Weigh in on a Controversy: A Better Approach to Stakeholder Management

By: David M. Bersoff, Sandra J. Sucher and Peter Tufano

Executives need guidance about managing their organizations’ engagement with societal issues—including hot-button topics such as gender, climate, and racial discrimination. Success in this realm does not mean avoiding public controversy or achieving unanimous support... View Details

Keywords: Values and Beliefs; Social Issues; Business and Stakeholder Relations; Judgments; Management Practices and Processes

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February 2024
Course Overview Note

The Anatomy of Fraud

By: Jonas Heese

Corporate fraud remains a serious problem. Learning how to detect and prevent it, and make better investment decisions, has broad applicability for private and public market investors, as well as for people joining or running companies. This course note describes a... View Details

Keywords: Crime and Corruption; Investment; Accounting; Business or Company Management

February 2024
Teaching Note

Data-Driven Denim: Financial Forecasting at Levi Strauss

Teaching Note for HBS Case No. 224-029. Levi Strauss & Co. (“Levi Strauss”) partnered with the IT services company Wipro to incorporate more sophisticated methods, such as machine learning, into their financial forecasting process starting in 2018. The decision to... View Details

Keywords: Forecasting; Regression; Machine Learning; Artificial Intelligence; Apparel; Corporate Finance; Forecasting and Prediction; AI and Machine Learning; Apparel and Accessories Industry; United States

February 2024
Supplement

Can Cities Beat the Heat? (B1): Birmingham Climate Action Snapshot

By: Rosabeth Moss Kanter, Natania Elias and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Mitigation Policies; Carbon Footprint; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; City; Innovation Strategy; Investment; United States; Alabama

February 2024
Supplement

Can Cities Beat the Heat? (B10): Pittsburgh Climate Action Snapshot

By: Rosabeth Moss Kanter, Coelin P. Scibetta and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Mitigation Policies; Carbon Footprint; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; City; Innovation Strategy; Investment; United States; Pittsburgh

February 2024
Supplement

Can Cities Beat the Heat? (B11): Salt Lake City Climate Action Snapshot

By: Rosabeth Moss Kanter, Praveen Kumar and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Mitigation Policies; Carbon Footprint; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; City; Innovation Strategy; Investment; United States; Utah

February 2024
Supplement

Can Cities Beat the Heat? (B12): San Antonio Climate Action Snapshot

By: Rosabeth Moss Kanter, Natania Elias and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Mitigation Policies; Carbon Footprint; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; City; Innovation Strategy; Investment; United States; Texas

February 2024
Supplement

Can Cities Beat the Heat? (B13): Seattle Climate Action Snapshot

By: Rosabeth Moss Kanter, Hailey Chen and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Mitigation Policies; Carbon Footprint; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; City; Innovation Strategy; Investment; United States; Seattle

February 2024
Supplement

Can Cities Beat the Heat? (B14): San Jose Climate Action Snapshot

By: Rosabeth Moss Kanter, Hailey Chen and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Cities; Climate; Climate Impact; Innovation; Mitigation Policies; Carbon Footprint; Investing; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; Innovation and Invention; United States; San Jose

February 2024
Supplement

Can Cities Beat the Heat? (B2): Boston Climate Action Snapshot

By: Rosabeth Moss Kanter, Margot Zuckerman and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Mitigation Policies; Carbon Footprint; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; City; Innovation Strategy; Investment; Boston; United States

February 2024
Supplement

Can Cities Beat the Heat? (B3): Chattanooga Climate Action Snapshot

By: Rosabeth Moss Kanter, Coelin P. Scibetta and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Cities; Climate; Climate Impact; Innovation; Mitigation Policies; Carbon Footprint; Investing; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; United States; Tennessee

February 2024
Supplement

Can Cities Beat the Heat? (B4): Columbus Climate Action Snapshot

By: Rosabeth Moss Kanter, Coelin P. Scibetta and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Mitigation Policies; Carbon Footprint; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; City; Innovation Strategy; Investment; United States; Ohio

February 2024
Supplement

Can Cities Beat the Heat? (B5): Detroit Climate Action Snapshot

By: Rosabeth Moss Kanter and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Mitigation Policies; Carbon Footprint; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; City; Innovation Strategy; Investment; United States; Detroit

February 2024
Supplement

Can Cities Beat the Heat? (B6): Miami Climate Action Snapshot

By: Rosabeth Moss Kanter, Ai-Ling Jamila Malone and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Climate; Climate Impact; Innovation; Mitigation Policies; Carbon Footprint; Investing; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; City; United States; Miami

February 2024
Supplement

Can Cities Beat the Heat? (B7): Milwaukee Climate Action Snapshot

By: Rosabeth Moss Kanter, Coelin P. Scibetta and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Cities; Climate; Climate Impact; Innovation; Mitigation Policies; Carbon Footprint; Investing; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; United States; Wisconsin

February 2024 (Revised April 2024)
Supplement

Can Cities Beat the Heat? (B8): Minneapolis-St. Paul Climate Action Snapshot

By: Rosabeth Moss Kanter, Praveen Kumar and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Mitigation Policies; Carbon Footprint; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; City; Innovation Strategy; Investment; United States; Minneapolis; St. Paul

February 2024
Supplement

Can Cities Beat the Heat? (B9): Nashville Climate Action Snapshot

By: Rosabeth Moss Kanter and Jacob A. Small

Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details

Keywords: Mitigation Policies; Carbon Footprint; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; City; Innovation Strategy; Investment; United States; Tennessee

February 2024
Supplement

JTC: Stronger Together with Shared Ownership: What JTC Did and Its Impact

By: Ethan Bernstein

Nigel Le Quesne, CEO of Jersey-based financial services firm JTC, firmly believed that "shared ownership" was at the heart of his company’s successful track record. The firm had seen its revenues, profits, and number of clients and staff grow steadily throughout its... View Details

Keywords: Employee Stock Ownership Plan; Leadership Style; Organizational Culture; Going Public; Employee Ownership; Financial Services Industry

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