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May 2024
Teaching Note

AI21 Labs in 2023: Strategy for Generative AI

By: David Yoffie

Teaching Note for HBS Case 724-383. The case has 3 important teaching purposes: First, what are the advantages and disadvantages of imitation? (e.g., Should AI21 imitate OpenAI with a chatbot?) Second, what are the advantages and disadvantages of keeping new technology... View Details

Keywords: AI; Generative Ai; Generative Models; AI and Machine Learning; Innovation Strategy; Growth and Development Strategy; Business Model; Business Startups; Open Source Distribution; Competitive Advantage; Technology Industry; Israel

September–October 2024
Article

The Crowdless Future? Generative AI and Creative Problem-Solving

By: Léonard Boussioux, Jacqueline N. Lane, Miaomiao Zhang, Vladimir Jacimovic and Karim R. Lakhani

The rapid advances in generative artificial intelligence (AI) open up attractive opportunities for creative problem-solving through human-guided AI partnerships. To explore this potential, we initiated a crowdsourcing challenge focused on sustainable, circular economy... View Details

Keywords: Large Language Models; Generative Ai; Crowdsourcing; AI and Machine Learning; Creativity; Technological Innovation

March 2014
Case

Novartis' Sandoz: Between Generics and Pharma

By: Krishna Palepu and Carin-Isabel Knoop

Sandoz, which made a significant investment in bio-similars as a way to differentiate itself from its generic drug industry peers, has to negotiate with its parent company and the innovative pharma division on how best to commercialize its bio-similar portfolio. What... View Details

Keywords: Global Strategy And Leadership; Managing Within A Multi-Business Organization; Generic Pharmaceuticals; Global Strategy

January 2016 (Revised November 2018)
Case

Match Next: Next Generation Middle School?

By: John J-H Kim and Daniel Goldberg

This case is set in 2015 as a team at Match Education, a high performing charter middle school in Boston, explores new staffing and technology approaches in their quest to obtain what they term "jaw dropping" results. The team hopes to test and model for other schools... View Details

Keywords: General Management; K-12; Charter Schools; Public Schools; Edtech; Education; Information Technology; Management; Public Sector; Entrepreneurship; Education Industry; Boston

May 2024
Supplement

HubSpot and Motion AI (B): Generative AI Opportunities

The technologies driving artificial intelligence (AI) had progressed significantly since HubSpot’s acquisition of Motion AI in 2017. Generative AI was the newest major development. Software-as-a-service (SaaS) companies such as HubSpot were analyzing how generative AI... View Details

Keywords: Artificial Intelligence; CRM; Chatbots; Sales Management; Generative Ai; SaaS; Marketing; Sales; AI and Machine Learning; Customer Relationship Management; Applications and Software; Technological Innovation; Competitive Advantage; Technology Industry; United States

April 2016 (Revised June 2017)
Teaching Note

Dollar General Bids for Family Dollar

By: Jonas Heese, Paula A. Price and Suraj Srinivasan

In spring 2015, Dollar General CEO Rick Dreiling was looking ahead to retiring at year's end but worried about ensuring continued growth for the company he had built since 2008 into a market leader in the U.S. discount retail world. Dollar General operated over 11,500... View Details

Keywords: Dollar General; Family Dollar; Dollar Tree; Antitrust; Board Of Directors; Activist Investors; Federal Trade Commission; Acquisition; Valuation; Corporate Strategy; Retail Industry

2024
Working Paper

Displacement or Complementarity? The Labor Market Impact of Generative AI

By: Wilbur Xinyuan Chen, Suraj Srinivasan and Saleh Zakerinia

Generative AI is poised to reshape the labor market, affecting cognitive and white-collar occupations in ways distinct from past technological revolutions. This study examines whether generative AI displaces workers or augments their jobs by analyzing labor demand and... View Details

Keywords: Generative Ai; Labor Market; Automation And Augmentation; Labor; AI and Machine Learning; Competency and Skills

2002
Casebook

General Management: Processes and Action: Text and Cases

By: David A. Garvin

Keywords: General Management; Learning Organizations; Implementation; Management; Cases; Strategic Planning; Decision Making; Change Management; Leadership Style; Organizational Culture

Find at Harvard

2025
Working Paper

Generative AI and the Nature of Work

By: Manuel Hoffmann, Sam Boysel, Frank Nagle, Sida Peng and Kevin Xu

Recent advances in artificial intelligence (AI) technology demonstrate a considerable potential to complement human capital intensive activities. While an emerging literature documents wide-ranging productivity effects of AI, relatively little attention has been paid... View Details

Keywords: Generative Ai; Digital Work; Open Source Software; Knowledge Economy; AI and Machine Learning; Open Source Distribution; Organizational Structure; Performance Productivity; Labor

November 2015 (Revised October 2017)
Case

Dollar General Bids for Family Dollar

By: Jonas Heese, Paula A. Price, Suraj Srinivasan and David Lane

In spring 2015, Dollar General's CEO Rick Dreiling was looking ahead to retiring at year's end but worried about ensuring continued growth for the company he had built since 2008 into a market leader in the U.S. discount retail world. Dollar General operated over... View Details

Keywords: Dollar General; Family Dollar; Dollar Tree; Antitrust; Board Of Directors; Activist Investors; Federal Trade Commission; Acquisition; Valuation; Corporate Strategy; Retail Industry; United States

2024
Working Paper

The Crowdless Future? Generative AI and Creative Problem Solving

By: Léonard Boussioux, Jacqueline N. Lane, Miaomiao Zhang, Vladimir Jacimovic and Karim R. Lakhani

The rapid advances in generative artificial intelligence (AI) open up attractive opportunities for creative problem-solving through human-guided AI partnerships. To explore this potential, we initiated a crowdsourcing challenge focused on sustainable, circular economy... View Details

Keywords: Large Language Models; Crowdsourcing; Generative Ai; Creative Problem-solving; Organizational Search; AI-in-the-loop; Prompt Engineering; AI and Machine Learning; Innovation and Invention

March 2020 (Revised May 2020)
Case

Generation Investment Management

By: Vikram S. Gandhi and Sarah Mehta

By January 2020, sustainable investment firm Generation Investment Management (Generation), founded in London in 2004, had grown from a shared vision among seven founders to a 90-person firm managing $27 billion in public and private equity. Throughout its history,... View Details

June 2015 (Revised August 2018)
Case

American Electric Power: Facing the Challenges of Distributed Generation

By: Richard H.K. Vietor and Hilary White

American Electric Power, like most utilities in the USA, is currently exposed to distributed generation and the problem of net-metering. Solar installations in particular have been heavily subsidized, by the state and by regulation, which does not allow grid operators... View Details

July 2023 (Revised July 2023)
Background Note

Generative AI Value Chain

By: Andy Wu and Matt Higgins

Generative AI refers to a type of artificial intelligence (AI) that can create new content (e.g., text, image, or audio) in response to a prompt from a user. ChatGPT, Bard, and Claude are examples of text generating AIs, and DALL-E, Midjourney, and Stable Diffusion are... View Details

Keywords: AI; Artificial Intelligence; Model; Hardware; Data Centers; AI and Machine Learning; Applications and Software; Analytics and Data Science; Value

May 2007 (Revised November 2019)
Case

Dollar General (A)

By: Willy Shih, Stephen P. Kaufman and Rebecca McKillican

Dollar General Corporation (DG) operates one of the leading chains of extreme value retailers in the United States. 2006 revenues reached $9.2 billion, making DG the 6th largest mass retailer in the country. With revenues growing at 9% annually over the five-year... View Details

Keywords: Business Model; Family Business; Disruptive Innovation; Growth and Development Strategy; Competitive Advantage; Retail Industry; United States

January 2024 (Revised May 2024)
Case

Generation Investment Management

By: Vikram S. Gandhi, Michael Norris and David Allen

In September 2021, the sustainable investment firm Generation Investment Management (Generation) considered whether to add Schneider Electric to the focus list of companies in which it was prepared to invest. Dedicated to promoting a sustainable world through its... View Details

Keywords: Sustainable Investing; Climate Change; Environmental Sustainability; Governance; Private Equity; Public Equity; Financial Markets; Investment Return; Investment Activism; Investment Funds; Investment Portfolio; Institutional Investing; Corporate Social Responsibility and Impact; Financial Services Industry; United Kingdom; England; London

May 1985 (Revised March 1993)
Case

General Electric Co.--1984

By: Francis Aguilar and Richard G. Hamermesh

Describes the first four years of Jack Welch's tenure as CEO of the General Electric Co. Deals with the ways Welch has tried to change GE's strategy and planning activities and his attempts to make the company more entrepreneurial. View Details

Keywords: Management Teams; Management Style; Change Management; Strategic Planning; Corporate Strategy; Corporate Entrepreneurship; Organizational Change and Adaptation

December 2007 (Revised July 2008)
Case

General Mills (A)

By: Raymond V. Gilmartin, Marco Iansiti and Bianca Buccitelli

General Mills is an 80-year-old company that specializes in consumer foods such as cereal, snacks, baking, and dinner products. Although General Mills is, on the whole, a very successful company, they have, in the recent past, had to face challenges as a result the... View Details

Keywords: Competitive Strategy; Change Management; Cost Management; Problems and Challenges; Inflation and Deflation; Price; Consumer Products Industry; Manufacturing Industry

August 2007 (Revised January 2008)
Case

Dollar General Going Private

Intended to improve students' understanding and encourage their use of financial statement analysis. The context is Dollar General Corporation's acquisition by private equity sponsor KKR, which took the company private in 2007. Although the proposed merger generated a... View Details

Keywords: Financial Statements; Mergers and Acquisitions; Private Equity; Price; Privatization; Valuation; Retail Industry

August 1993
Case

General Motors: Smith's Dilemma

By: Nitin Nohria and Sandy Green

Discusses Roger Smith's tenure as CEO of General Motors. Describes his vision for changing General Motors, and how he went about implementing that vision. View Details

Keywords: Change Management; Organizational Change and Adaptation; Management Teams; Leadership Style; Auto Industry; Manufacturing Industry

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