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  • All HBS Web  (3,559)
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  • All HBS Web  (3,559)
    • People  (13)
    • News  (887)
    • Research  (2,016)
    • Events  (33)
    • Multimedia  (3)
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  • September 2023 (Revised January 2024)
  • Case

AI21 Labs in 2023: Strategy for Generative AI

By: David Yoffie, Orna Dan and Elena Corsi
Israeli generative artificial intelligence company AI21 Labs was founded in 2017 to realize the vision of true machine intelligence. It sought to reinvent writing and reading and in 2020 it launched Wordtune, an app using GenAI software to offer alternate text... View Details
Keywords: Decision Making; AI and Machine Learning; Innovation Strategy; Growth and Development Strategy; Applications and Software; Competitive Strategy; Technology Industry; Israel
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Yoffie, David, Orna Dan, and Elena Corsi. "AI21 Labs in 2023: Strategy for Generative AI." Harvard Business School Case 724-383, September 2023. (Revised January 2024.)
  • Article

Pattern Detection in the Activation Space for Identifying Synthesized Content

By: Celia Cintas, Skyler Speakman, Girmaw Abebe Tadesse, Victor Akinwande, Edward McFowland III and Komminist Weldemariam
Generative Adversarial Networks (GANs) have recently achieved unprecedented success in photo-realistic image synthesis from low-dimensional random noise. The ability to synthesize high-quality content at a large scale brings potential risks as the generated samples may... View Details
Keywords: Subset Scanning; Generative Models; Synthetic Content Detection
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Cintas, Celia, Skyler Speakman, Girmaw Abebe Tadesse, Victor Akinwande, Edward McFowland III, and Komminist Weldemariam. "Pattern Detection in the Activation Space for Identifying Synthesized Content." Pattern Recognition Letters 153 (January 2022): 207–213.
  • Program

Rising Generation in the Family Enterprise

responsibility to society? This program focuses specifically on the choices facing the rising generation in the context of a successful family enterprise. Some members of the new generation will decide to... View Details
  • 12 May 2015
  • Blog Post

A Summer Internship in General Management

about securing your summer internship? I first learned about the General Mills internship at a company presentation during a career day in October. I signed up for additional coffee chats offered by the... View Details
  • Article

Scenario Generation for Long Run Interest Rate Risk Assessment

By: Robert F. Engle, Guillaume Roussellet and Emil N. Siriwardane
We propose a statistical model of the term structure of U.S. treasury yields tailored for long-term probability-based scenario generation and forecasts. Our model is easy to estimate and is able to simultaneously reproduce the positivity, persistence, and factor... View Details
Keywords: Forecasting; Stress Testing; Interest Rates; Forecasting and Prediction; Risk Management; United States
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Engle, Robert F., Guillaume Roussellet, and Emil N. Siriwardane. "Scenario Generation for Long Run Interest Rate Risk Assessment." Special Issue on Theoretical and Financial Econometrics: Essays in Honor of C. Gourieroux. Journal of Econometrics 201, no. 2 (December 2017): 333–347.
  • May 1986 (Revised July 1995)
  • Case

General Mills, Inc.: Yoplait Custard-Style Yogurt (A)

By: John A. Quelch
Yoplait's director of new product development is evaluating alternative line extensions including custard-style Yoplait. He must determine what additional research to recommend. Options include a mini-market test, a simulated test market and a fully-fledged test... View Details
Keywords: Food; Product Development; Product Marketing; Food and Beverage Industry; United States
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Quelch, John A. "General Mills, Inc.: Yoplait Custard-Style Yogurt (A)." Harvard Business School Case 586-087, May 1986. (Revised July 1995.)
  • Web

General Management - Faculty & Research

General Management Overview Faculty Curriculum Awards & Honors Doctoral Students May 2025 Case Upstream USA By: Brian Trelstad and Alexis Lefort May 15, 2025 Article How to Build a Life: How to Take Charge of Your Family Inheritance By:... View Details
  • 11 Jun 2007
  • Lessons from the Classroom

Teaching the Next Generation of Energy Executives

business model seems unbeatable: Revenues will be generated from trash collection as well as from the electricity it generates. And thanks to this alternative approach (which also solves the problem of... View Details
Keywords: by Julia Hanna; Energy; Utilities
  • 2023
  • Article

Which Models Have Perceptually-Aligned Gradients? An Explanation via Off-Manifold Robustness

By: Suraj Srinivas, Sebastian Bordt and Himabindu Lakkaraju
One of the remarkable properties of robust computer vision models is that their input-gradients are often aligned with human perception, referred to in the literature as perceptually-aligned gradients (PAGs). Despite only being trained for classification, PAGs cause... View Details
Keywords: AI and Machine Learning; Mathematical Methods
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Srinivas, Suraj, Sebastian Bordt, and Himabindu Lakkaraju. "Which Models Have Perceptually-Aligned Gradients? An Explanation via Off-Manifold Robustness." Advances in Neural Information Processing Systems (NeurIPS) (2023).
  • 24 Jan 2005
  • Research & Ideas

Entrepreneurial Hospital Pioneers New Model

roll out a similar model beyond India—maybe even into Europe and the U.S. What's the secret? According to HBS professor Tarun Khanna, the success of the hospital, called Narayana Hrudayalaya, is due to the vision and tireless work of a... View Details
Keywords: by Martha Lagace; Health
  • October, 2022
  • Article

The Economic Dynamics of Competing Power Generation Sources

By: Gunther Glenk and Stefan Reichelstein
Competing power generation sources have experienced considerable shifts in both their revenue potential and their costs in recent years. Here we introduce the concept of Levelized Profit Margins (LPM) to capture the changing unit economics of both intermittent and... View Details
Keywords: Renewable Energy; Intermittant; Cost Accounting; Profitability Analysis; Learning-by-doing; Cannibalization Effect; Energy; Environmental Management; Investment; Operations; Technological Innovation; Energy Industry; Utilities Industry; Industrial Products Industry; Manufacturing Industry; Europe; North America; South America; Africa; Asia
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Glenk, Gunther, and Stefan Reichelstein. "The Economic Dynamics of Competing Power Generation Sources." Art. 112758. Renewable and Sustainable Energy Reviews 168 (October, 2022).
  • 01 Jun 2018
  • News

Sustaining HBS’s Unique Economic Model

Harvard Business School’s continued excellence requires ongoing investment—in people, programs, and ideas. The HBS economic model is tightly aligned with its mission of educating leaders who make a difference in the world, where the... View Details
  • 2023
  • Working Paper

In-Context Unlearning: Language Models as Few Shot Unlearners

By: Martin Pawelczyk, Seth Neel and Himabindu Lakkaraju
Machine unlearning, the study of efficiently removing the impact of specific training points on the trained model, has garnered increased attention of late, driven by the need to comply with privacy regulations like the Right to be Forgotten. Although unlearning is... View Details
Keywords: AI and Machine Learning; Copyright; Information
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Pawelczyk, Martin, Seth Neel, and Himabindu Lakkaraju. "In-Context Unlearning: Language Models as Few Shot Unlearners." Working Paper, October 2023.
  • April 2021
  • Article

Today's Surgeon Compensation Models Fall Short: Aligning Incentives to Create More Equitable and Value-based Compensation Models

By: Susanna Gallani, Mary Witkowski, Lauren Haskins, Haley Jeffcoat, Vinita Mujumdar and Frank Opelka
Modern medicine is undergoing a transformation that involves innovative surgical approaches, increased medical treatment options, clinical care pathways that require collaboration beyond hospital walls, and health data captured by electronic health records and other... View Details
Keywords: Physician Compensation; Surgeons; Health Care and Treatment; Business Model; Compensation and Benefits
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Gallani, Susanna, Mary Witkowski, Lauren Haskins, Haley Jeffcoat, Vinita Mujumdar, and Frank Opelka. "Today's Surgeon Compensation Models Fall Short: Aligning Incentives to Create More Equitable and Value-based Compensation Models." Bulletin of the American College of Surgeons 106, no. 4 (April 2021): 33–39.
  • Research Summary

How can General Managers Contribute to IT Success?

US companies are currently spending approximately 5% of their revenue on information technology (IT) each year. Over half of this investment goes to IT intended to change business processes, either within a single enterprise or across several. Hovewer, 30-75% of... View Details
  • 11 Nov 2002
  • Research & Ideas

Women Entrepreneurs Usher in the Next Generation

most important." I spend my life trying to make the next generation a little less neurotic about money.— Joline Godfrey, Independent Means, Inc. As the founder and CEO of Independent Means, Inc., a financial education company aimed... View Details
Keywords: by Martha Lagace
  • 01 Apr 1996
  • News

Stewards of the Seventh Generation

heat-trapping gases such as carbon dioxide that are released into the atmosphere when coal and petroleum products are burned. That same day, the Wall Street Journal reported that in California and Arizona, General Motors would this year... View Details
Keywords: Marguerite Rigoglioso, Garry Emmons, Linda Goodspeed, and Elaine Gottlieb
  • 15 Aug 2011
  • Research & Ideas

A New Model for Business: The Museum

At first blush, the consumer appeal of a business like Groupon seems pretty obvious. The popular deal-of-the-day Internet start-up sells vouchers to restaurants, spas, and other local businesses at major markdowns--and who wouldn't want to score a 100-dollar sports... View Details
Keywords: by Carmen Nobel
  • 1996
  • Article

Limits on Interest Rate Rules in the IS Model

By: William R. Kerr and Robert G. King
There has been a substantial amount of research on interest rate rules. This literature finds that the feasibility and desirability of interest rate rules depends on the structure of the model used to approximate macroeconomic reality. We employ a series of... View Details
Keywords: Inflation and Deflation; Macroeconomics; Interest Rates; Price; Governing Rules, Regulations, and Reforms; Performance Expectations
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Kerr, William R., and Robert G. King. "Limits on Interest Rate Rules in the IS Model." Federal Reserve Bank of Richmond Economic Quarterly 82, no. 2 (1996): 47–75.
  • 2021
  • Working Paper

Impact Accounting for Product Use: A Framework and Industry-specific Models

By: George Serafeim and Katie Trinh
This handbook provides the first systematic attempt to generate a framework and industry-specific models for the measurement of impacts on customers and the environment from use of products and services, in monetary terms, that can then be reflected in financial... View Details
Keywords: Impact Measurement; Product Impact; Customer Welfare; Environment; ESG; Product; Customers; Well-being; Environmental Sustainability; Measurement and Metrics; Accounting; Financial Statements; Analysis; Framework
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Serafeim, George, and Katie Trinh. "Impact Accounting for Product Use: A Framework and Industry-specific Models." Harvard Business School Working Paper, No. 21-141, June 2021.
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