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  • April 2024 (Revised December 2024)
  • Case

Anthropic: Building Safe AI

By: Shikhar Ghosh and Shweta Bagai
In late 2024, Anthropic, a leading AI safety and research company, achieved a significant breakthrough with computer use capabilities that allowed AI to interact with computers like humans. Co-founded by former OpenAI employees and known for its generative AI... View Details
Keywords: AI and Machine Learning; Corporate Accountability; Corporate Social Responsibility and Impact; Business Growth and Maturation; Corporate Strategy; Technology Industry; United States
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Ghosh, Shikhar, and Shweta Bagai. "Anthropic: Building Safe AI." Harvard Business School Case 824-129, April 2024. (Revised December 2024.)
  • Teaching Interest

Overview

Paul is primarily interested in teaching data science to management students through the case method. This includes technical topics (programming and statistics) as well as higher-level management issues (digital transformation, data governance, etc.) As a research... View Details
Keywords: A/B Testing; AI; AI Algorithms; AI Creativity; Algorithm; Algorithm Bias; Algorithmic Bias; Algorithmic Fairness; Algorithms; Analytics; Application Program Interface; Artificial Intelligence; Causality; Causal Inference; Computing; Computers; Data Analysis; Data Analytics; Data Architecture; Data As A Service; Data Centers; Data Governance; Data Labeling; Data Management; Data Manipulation; Data Mining; Data Ownership; Data Privacy; Data Protection; Data Science; Data Science And Analytics Management; Data Scientists; Data Security; Data Sharing; Data Strategy; Data Visualization; Database; Data-driven Decision-making; Data-driven Management; Data-driven Operations; Datathon; Economics Of AI; Economics Of Innovation; Economics Of Information System; Economics Of Science; Forecast; Forecast Accuracy; Forecasting; Forecasting And Prediction; Information Technology; Machine Learning; Machine Learning Models; Prediction; Prediction Error; Predictive Analytics; Predictive Models; Analysis; AI and Machine Learning; Analytics and Data Science; Applications and Software; Digital Transformation; Information Management; Digital Strategy; Technology Adoption
  • May 2020
  • Article

Scalable Holistic Linear Regression

By: Dimitris Bertsimas and Michael Lingzhi Li
We propose a new scalable algorithm for holistic linear regression building on Bertsimas & King (2016). Specifically, we develop new theory to model significance and multicollinearity as lazy constraints rather than checking the conditions iteratively. The resulting... View Details
Keywords: Mathematical Methods; Analytics and Data Science
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Bertsimas, Dimitris, and Michael Lingzhi Li. "Scalable Holistic Linear Regression." Operations Research Letters 48, no. 3 (May 2020): 203–208.
  • November 2015 (Revised May 2016)
  • Case

Aspiring Minds

By: Karim R. Lakhani, Marco Iansiti and Christine Snively
By 2015, India-based employment assessment and certification provider Aspiring Minds had helped facilitate over 300,000 job matches through its assessment tools. Aspiring Minds' flagship product, the Aspiring Minds Computer Adaptive Test (AMCAT), used machine learning... View Details
Keywords: Information Technology; Strategy; Higher Education; Technological Innovation; Employment; Technology Industry; India; China
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Lakhani, Karim R., Marco Iansiti, and Christine Snively. "Aspiring Minds." Harvard Business School Case 616-013, November 2015. (Revised May 2016.)
  • 20 Nov 2019
  • Research & Ideas

It's No Joke: AI Beats Humans at Making You Laugh

computer-based recommendation technology to help consumers make decisions. Yeomans' findings shed light on the hurdles that AI technology will need to overcome to win over wary consumers. The team enlisted... View Details
Keywords: by Dina Gerdeman
  • June 2003
  • Case

IBM and Linux (A)

By: Carliss Y. Baldwin, Siobhan O'Mahony and James Quinn
In the fall of 1998, Dan Frye, member of IBM's emerging technologies and business team, is trying to decide whether to forge a strategic alliance with the Linux Development Community (LDC). Just two years earlier, IBM had its first exposure to an "open source" software... View Details
Keywords: Mergers and Acquisitions; Open Source Distribution; Problems and Challenges; Alliances; Cooperation; Computer Industry; Computer Industry
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Baldwin, Carliss Y., Siobhan O'Mahony, and James Quinn. "IBM and Linux (A)." Harvard Business School Case 903-083, June 2003.
  • September 2024 (Revised February 2025)
  • Case

Aramco: Navigating the Energy Transition

By: Tarun Khanna and Gizem Cihan Dincsoy
In March 2024, Amin Nasser, president, and CEO of the Saudi Arabian Oil Company (Aramco), had just delivered a speech about the future of energy at a global energy conference. The world was behind schedule in meeting long-term climate change goals. The global shift... View Details
Keywords: Energy Transmission; Oil & Gas; Economic Diversification; Corporate Strategy; Leadership; Business Strategy; Goals and Objectives; Transition; Environmental Sustainability; Diversification; Energy Industry; Saudi Arabia
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Khanna, Tarun, and Gizem Cihan Dincsoy. "Aramco: Navigating the Energy Transition." Harvard Business School Case 725-358, September 2024. (Revised February 2025.)
  • 09 Mar 2009
  • Research & Ideas

How to Revive Health-Care Innovation

fundamental question: How do we make health care affordable? Most disruptions have three enablers: a simplifying technology, a business model innovation, and a disruptive value network. The technological enabler transforms a View Details
Keywords: by Clayton M. Christensen, Jerome H. Grossman, M.D. M.D. & Jason Hwang; Health
  • June 2020
  • Teaching Note

Catalant's Operating System for the Future of Work

By: Christopher Stanton, William R. Kerr, James Palano and Kendall Smith
This case touches on the topics of project-based work, agile methodology, and skill and talent management through Catalant's evolution as a company. Catalant’s journey to becoming a software platform and talent marketplace provides context for students to explore new... View Details
Keywords: Talent and Talent Management; Transformation; Business Startups
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Stanton, Christopher, William R. Kerr, James Palano, and Kendall Smith. "Catalant's Operating System for the Future of Work." Harvard Business School Teaching Note 820-105, June 2020.
  • 19 Aug 2002
  • Research & Ideas

Here Comes Internet2—Time to Shed Dot Vertigo

The dot-com implosion has left many managers wary of the promised wonders of information technology, but those who ignore the next phase of the Internet—dubbed Internet2—do so at their peril, says HBS professor Richard Nolan. "The idea that information View Details
Keywords: by Martha Lagace
  • September 2011 (Revised March 2014)
  • Case

Brightcove, Inc. in 2007

By: Andrei Hagiu and David B. Yoffie
Brightcove, a technology and services provider to content owners in the Internet television field, aimed to become a media distribution company in its own right. On October 30, 2006, it relaunched its Website—and, in effect, its business. With its new, consumer-facing... View Details
Keywords: Competition; Entrepreneurship; Investment; Diversification; Digital Platforms; Business Strategy; Internet and the Web; Business Model; Distribution; Media and Broadcasting Industry; Motion Pictures and Video Industry
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Hagiu, Andrei, and David B. Yoffie. "Brightcove, Inc. in 2007." Harvard Business School Case 712-424, September 2011. (Revised March 2014.)
  • June 2009 (Revised June 2009)
  • Case

iPremier (A): Denial of Service Attack (Graphic Novel Version)

By: Richard Nolan, Robert D. Austin and Michael Parent
Describes an IT security crisis, and raises issues of risk management, preparation for crisis, management of crises, computer security, and public disclosure of security risks. View Details
Keywords: Information Technology; Crisis Management
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Nolan, Richard, Robert D. Austin, and Michael Parent. "iPremier (A): Denial of Service Attack (Graphic Novel Version)." Harvard Business School Case 609-092, June 2009. (Revised June 2009.)
  • June 1996 (Revised January 1999)
  • Case

XcelleNet, Inc. (A)

By: Stephen P. Bradley, Richard L. Nolan and James Leonard
XcelleNet, a $35 million system software company based in Atlanta, was founded in 1986 to address the computing needs of a class of remote and mobile users and data that were rarely connected to a network. Though the clear first mover and leader in the remote... View Details
Keywords: Technological Innovation; Opportunities; Competitive Strategy; Competitive Advantage; Technology Networks; Computer Industry; Atlanta
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Bradley, Stephen P., Richard L. Nolan, and James Leonard. "XcelleNet, Inc. (A)." Harvard Business School Case 796-189, June 1996. (Revised January 1999.)
  • 2015
  • Working Paper

Do People Shape Cities, or Do Cities Shape People? The Co-evolution of Physical, Social, and Economic Change in Five Major U.S. Cities

By: Nikhil Naik, Scott Duke Kominers, Ramesh Raskar, Edward L. Glaeser and Cesar Hidalgo
Urban change involves transformations in the physical appearance and the social composition of neighborhoods. Yet, the relationship between the physical and social components of urban change is not well understood due to the lack of comprehensive measures of... View Details
Keywords: Demographics; Urban Development; Change; Economics
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Naik, Nikhil, Scott Duke Kominers, Ramesh Raskar, Edward L. Glaeser, and Cesar Hidalgo. "Do People Shape Cities, or Do Cities Shape People? The Co-evolution of Physical, Social, and Economic Change in Five Major U.S. Cities." Working Paper.
  • February 2021
  • Tutorial

What is AI?

By: Tsedal Neeley
This video explores the elements that constitute artificial intelligence (AI). From its mathematical basis to current advances in AI, this video introduces students to data, tools, and statistical models that make a computer 'intelligent.' Through an explanation of... View Details
Keywords: Artificial Intelligence; Digital; Technological Innovation; Leadership; AI and Machine Learning; Mathematical Methods
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Neeley, Tsedal. What is AI? Harvard Business School Tutorial 421-713, February 2021. (https://hbsp.harvard.edu/product/421713-HTM-ENG?Ntt=tsedal%20neeley%20what%20is%20ai.)
  • April 1986 (Revised December 1988)
  • Case

Massimo Menichetti

Examines different alternatives for the introduction of telemation and computer aided design in a small firm. The issues involve what extent of cooperation is required by different firms so that a telecommunicative interchange between them becomes effective. View Details
Keywords: Communication Technology; Cooperation
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Jaikumar, Ramchandran. "Massimo Menichetti." Harvard Business School Case 686-135, April 1986. (Revised December 1988.)
  • 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).
  • June 2011 (Revised July 2012)
  • Case

Reversing the AMD Fusion Launch

By: Elie Ofek and Ryan Johnson
AMD management needs to make a critical decision on the launch sequence of its next-generation technology called Fusion. The Fusion processor concept merges the central and graphics processing units (CPU and GPU) onto one chip-- yielding advantages in performance... View Details
Keywords: Brands and Branding; Marketing Strategy; Product Launch; Performance Effectiveness; Strategic Planning; Competition; Value Creation; Computer Industry; Computer Industry
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Ofek, Elie, and Ryan Johnson. "Reversing the AMD Fusion Launch." Harvard Business School Case 511-036, June 2011. (Revised July 2012.)
  • December 2020 (Revised April 2021)
  • Case

IBM Watson at MD Anderson Cancer Center

By: Shane Greenstein, Mel Martin and Sarkis Agaian
After discovering that their cancer diagnostic tool, designed to leverage the cloud computing power of IBM Watson, needed greater integration into the clinical processes at the MD Anderson Cancer Center, the development team had difficult choices to make. The Oncology... View Details
Keywords: Decision Making; Innovation Strategy; Knowledge Management; Knowledge Use and Leverage; Operations; Failure; Information Technology; Applications and Software; Health Care and Treatment; Product Development; Information Technology Industry; Information Technology Industry; Information Technology Industry; United States; Houston; Texas
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Greenstein, Shane, Mel Martin, and Sarkis Agaian. "IBM Watson at MD Anderson Cancer Center." Harvard Business School Case 621-022, December 2020. (Revised April 2021.)
  • February 2020 (Revised August 2020)
  • Case

Catalant's Operating System for the Future of Work

By: Christopher Stanton, William R. Kerr, James Palano and Kendall Smith
This case touches on the topics of project-based work, agile methodology, and skill and talent management through Catalant's evolution as a company. Catalant’s journey to becoming a software platform and talent marketplace provides context for students to explore new... View Details
Keywords: Entrepreneurship; Information Technology; Talent and Talent Management; Business Model; Transformation
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Stanton, Christopher, William R. Kerr, James Palano, and Kendall Smith. "Catalant's Operating System for the Future of Work." Harvard Business School Case 820-093, February 2020. (Revised August 2020.)
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