Publications

2023
Working Paper

Black-box Training Data Identification in GANs via Detector Networks

By: Lukman Olagoke, Salil Vadhan and Seth Neel

Since their inception Generative Adversarial Networks (GANs) have been popular generative models across images, audio, video, and tabular data. In this paper we study whether given access to a trained GAN, as well as fresh samples from the underlying distribution, if... View Details

Keywords: Cybersecurity; Copyright; AI and Machine Learning; Analytics and Data Science

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Janice H. Hammond is the Jesse Philips Professor of Manufacturing. She currently serves as coursehead for the new MBA required course, Data Science for Managers. She serves as program chair for the HBS Executive Education International Women’s Foundation and Women’s... View Details

Keywords: apparel; distribution; e-commerce industry; manufacturing; retailing; textiles; transportation

February 2011 (Revised March 2021)
Case

Hindustan Unilever's 'Pureit' Water Purifier

By: V. Kasturi Rangan and Mona Sinha

The case asks students to formulate a strategy to respond to various competitive threats to its Pureit Water purifier, launched in 2008, targeted at millions of low-income Indian consumers who did not have access to safe drinking water. The case describes in detail the... View Details

Keywords: Multinational Firms and Management; Marketing Strategy; Product Launch; Product Development; Social Enterprise; Competitive Strategy; India

January 2023 (Revised August 2023)
Case

Veeva Systems and the Transformation to a Public Benefit Corporation

By: Ranjay Gulati and Allison M. Ciechanover

Peter Gassner, the co-founder and CEO of Veeva Systems, steered the company through rapid scaling from its launch in 2007 to 2022. Year after year, the company had exceeded expectations, with its market capitalization reaching $50 billion at its peak. By 2022, the... View Details

Keywords: Transformation; Corporate Governance; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Culture; Information Technology Industry; Technology Industry; United States; California

08 Oct 2019
News

Study: Northeast clean energy plans inadequate to meet climate goals

May 2019
Background Note

Founders' Agreements

By: Shikhar Ghosh, Shweta Bagai and Sanchali Pal

Crafting a Founders’ Agreement is an important component of startup infrastructure as it documents a complex set of decisions that build a company’s roots. Its four key elements are: roles and responsibilities, rights (decision rights, rewards, position on board),... View Details

Keywords: Founders' Agreements; Team Management; Contingency Planning; Business Startups; Equity; Entrepreneurship

February 2011 (Revised August 2021)
Case

Gemini Investors

By: Richard S. Ruback and Royce Yudkoff

Gemini Investors was a private equity firm focused on small and lower middle market businesses. Gemini's target investment size was between $4 million and $6 million and a typical portfolio company had revenue of between $8 million and $30 million. In early 2015,... View Details

Keywords: Private Equity; Investment; Investment Funds; Markets; Size; Financial Services Industry; United States

17 Sep 2024
HBS Case

The Climate Targets Leaders Need to Know as Regulations Loom

kinds of climate targets have emerged, including terms such as “carbon neutral,” “science based,” “net zero,” “real zero,” and “carbon negative.” While leaders setting climate goals might gravitate toward... View Details

Keywords: by Rachel Layne

June 2014
Case

Starbucks Coffee Company: Transformation and Renewal

By: Nancy F. Koehn, Kelly McNamara, Nora N. Khan and Elizabeth Legris

Starbucks Coffee Company: Transformation and Renewal analyzes the turnaround and reconstruction of Starbucks Coffee Company from 2008 to 2014 as led by CEO and co-founder Howard Schultz. The case offers executives and students an opportunity to examine in depth how... View Details

08 Mar 2017
Blog Post

Education Sector Opportunities at HBS

there). However, there’s a lively and robust education sector community within Harvard Business School and you can learn a valuable set of skills and perspectives to take into the education field. For... View Details

2011
Working Paper

Do U.S. Market Interactions Affect CEO Pay? Evidence from UK Companies

By: Joseph J. Gerakos, Joseph D. Piotroski and Suraj Srinivasan

This paper examines the extent that interactions with U.S. markets impact the compensation practices of non-U.S. firms. Using a sample of large U.K. companies, we find that the total compensation of U.K. CEOs is positively related to the extent of the firm's... View Details

Keywords: Globalized Markets and Industries; Corporate Governance; Executive Compensation; Management Practices and Processes; Motivation and Incentives; United Kingdom; United States

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01 May 2019
Video

Instagram Takeover - Taylor Stockton

08 Oct 2014
Video

Hakeem Belo-Osagie

Hakeem Belo-Osagie, head of... View Details

15 Jul 2014
Blog Post

Discovering a new organization and state as an intern

I have a tendency to plan rather far in advance (huge understatement), so I was pretty psyched to get the MBA intern calendar from Walmart in my email prior starting my internship. Opening it was actually overwhelming- there is literally... View Details

Keywords: Consumer Products / Retail

12 Mar 2013
News

How to pick a pope (or any church leader)

April 2006 (Revised September 2009)
Case

BYD Company, Ltd.

By: Robert S. Huckman and Alan D. MacCormack

Considers whether BYD Co., Ltd., the largest Chinese maker of rechargeable batteries, should enter the Chinese automobile industry by acquiring Qinchuan Auto, a state-owned car manufacturer. Set just after BYD's initial public offering on the Hong Kong Stock Exchange... View Details

Keywords: Mergers and Acquisitions; Labor; Production; Competitive Advantage; Diversification; Auto Industry; Battery Industry; Manufacturing Industry; China

April 1998 (Revised January 2000)
Case

Pioneer Hi-Bred International, Inc.: Supply Management

By: Francis Aguilar, Paul Clark and Xin Xi He

This case depicts the supply-management practices--including planning, production, and distribution--at Pioneer Hi-Bred International, the world's leader in the genetically engineered hybrid crop-seed industry. Set in the context of a supply-management planning... View Details

Keywords: Plant-Based Agribusiness; Production; Distribution; Marketing Strategy; Customer Focus and Relationships; Logistics; Planning; Agriculture and Agribusiness Industry; Biotechnology Industry