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  • All HBS Web  (1,843)
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    • News  (289)
    • Research  (1,181)
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    • Multimedia  (12)
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  • March 2024 (Revised June 2025)
  • Teaching Note

CoPilot(s): Generative AI at Microsoft and GitHub

By: Frank Nagle and Maria P. Roche
This teaching note is the companion to case N9-624-010 CoPilot(s): Generative AI at Microsoft and GitHub, which takes place in late 2021. The case briefly describes the history of both GitHub and Microsoft with a particular focus on open source software (OSS)—software... View Details
Keywords: Mergers and Acquisitions; AI and Machine Learning; Applications and Software; Technological Innovation; Product Launch; Open Source Distribution; Product Development; Commercialization; Competition; Resource Allocation; Technology Industry
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Nagle, Frank, and Maria P. Roche. "CoPilot(s): Generative AI at Microsoft and GitHub." Harvard Business School Teaching Note 724-452, March 2024. (Revised June 2025.)
  • 2018
  • Working Paper

Forecasting Airport Transfer Passenger Flow Using Real-Time Data and Machine Learning

By: Xiaojia Guo, Yael Grushka-Cockayne and Bert De Reyck
Problem definition: In collaboration with Heathrow Airport, we develop a predictive system that generates quantile forecasts of transfer passengers’ connection times. Sampling from the distribution of individual passengers’ connection times, the system also produces... View Details
Keywords: Quantile Forecasts; Regression Tree; Copula; Passenger Flow Management; Data-driven Operations; Forecasting and Prediction; Data and Data Sets
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Guo, Xiaojia, Yael Grushka-Cockayne, and Bert De Reyck. "Forecasting Airport Transfer Passenger Flow Using Real-Time Data and Machine Learning." Harvard Business School Working Paper, No. 19-040, October 2018.
  • 2018
  • Working Paper

Quantile Forecasts of Product Life Cycles Using Exponential Smoothing.

By: Xiaojia Guo, Kenneth C. Lichtendahl Jr. and Yael Grushka-Cockayne
We introduce an exponential smoothing model that a manager can use to forecast the demand of a new product or service. The model has five features that make it suitable for accurately forecasting product life cycles at scale. First, the trend in our model follows the... View Details
Keywords: New Product Development; Demand Forecasting; Product Adoption; Innovation Diffusion; Product Development; Demand and Consumers; Forecasting and Prediction; Adoption
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Guo, Xiaojia, Kenneth C. Lichtendahl Jr., and Yael Grushka-Cockayne. "Quantile Forecasts of Product Life Cycles Using Exponential Smoothing." Harvard Business School Working Paper, No. 19-038, October 2018. (Darden Business School Working Paper, No. 2805244, July 2016.)
  • September 2011 (Revised July 2012)
  • Case

Building Watson: Not So Elementary, My Dear!

By: Willy Shih
This case is set inside IBM Research's efforts to build a computer that can successfully take on human challengers playing the game show Jeopardy! It opens with the machine named Watson offering the incorrect answer "Toronto" to a seemingly simple question during the... View Details
Keywords: Technological Innovation; Standards; Product Development; Organizational Change and Adaptation; Mathematical Methods; Research and Development; Information Technology
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Shih, Willy. "Building Watson: Not So Elementary, My Dear!" Harvard Business School Case 612-017, September 2011. (Revised July 2012.)
  • 16 Nov 2016
  • HBS Seminar

Ben Shiller, Brandeis University

  • 18 Oct 2022
  • Research & Ideas

When Bias Creeps into AI, Managers Can Stop It by Asking the Right Questions

algorithm generates fair outcomes. As the algorithm sorts through information to optimize its objective, BEAT detects and eliminates bias at key points in the training process. For instance, BEAT could help a car service charge surge... View Details
Keywords: by Rachel Layne
  • Web

Research - Behavioral Finance & Financial Stability

financial crisis of 2008-2009. Through the lense of a simple model of optimal bank regulation, the authors enumerate three core principles. They argue 1) single constraint should be used in place of multiple constraints on bank equity... View Details
  • Program

Public Education Leadership Project

Review To optimize the learning experience and maximize the exchange of ideas, our Admissions Committee makes selections that balance each participant's experience, scope of students served, and district challenges. Upon admission... View Details
  • 31 May 2011
  • Research & Ideas

Japan Disaster Shakes Up Supply-Chain Strategies

narrow, optimized supply chains," Shih says. "They put all of their eggs with one supplier that had the best product at the lowest price." Suppliers Squeezed, Too At the same time the suppliers, also under pressure to... View Details
Keywords: by Dennis Fisher; Auto; Technology; Computer; Electronics
  • 04 Jun 2020
  • Book

It’s Not About You: Why Leaders Need to Look Outward

diagnose whether or not you're optimizing on it. And then, more important, how you can fix it immediately. It’s not, “Oh, my gosh. We have to rebuild trust. Let's come up with a five-year plan.” You will have wasted four years and 11... View Details
Keywords: by Kristen Senz
  • Blog

Leading Successful Digital Transformation

transformation in large organizations for three main reasons: Focus on optimization and efficiency: Many companies use technology to cut costs, improve efficiency, or enhance the productivity of their current operations. Artificial... View Details
  • 08 Aug 2005
  • Research & Ideas

Decision Rights: Who Gives the Green Light?

Placing decision rights where these combined costs are minimal, the authors write, should lead to optimal decision-making efficiency and therefore better performance. Allocating decision rights in ways that maximize organizational... View Details
Keywords: by Peter Jacobs
  • February 2025
  • Article

Variation in Batch Ordering of Imaging Tests in the Emergency Department and the Impact on Care Delivery

By: Jacob C. Jameson, Soroush Saghafian, Robert S. Huckman and Nicole Hodgson
Objectives: To examine heterogeneity in physician batch ordering practices and measure the impact of a physician's tendency to batch order imaging tests on patient outcomes and resource utilization.
Study Setting and Design: In this retrospective study, we used... View Details
Keywords: Health Care; Operations Management; Productivity; Health Care and Treatment; Operations; Outcome or Result; Resource Allocation; Health Industry; United States
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Jameson, Jacob C., Soroush Saghafian, Robert S. Huckman, and Nicole Hodgson. "Variation in Batch Ordering of Imaging Tests in the Emergency Department and the Impact on Care Delivery." Health Services Research 60, no. 1 (February 2025).
  • 2006
  • Working Paper

The Value of a 'Free' Customer

By: Sunil Gupta, Carl F. Mela and Jose M. Vidal-Sanz

Central to a firm's growth and marketing policy is the revenus and profit potential of its customer assets. As a result, there has been a recent proliferation of work regarding customer lifetime value. However, extant research in this area is silent regarding how to... View Details

Keywords: Customer Value and Value Chain; Auctions; Network Effects; Business Strategy
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Gupta, Sunil, Carl F. Mela, and Jose M. Vidal-Sanz. "The Value of a 'Free' Customer." Harvard Business School Working Paper, No. 07-035, December 2006.
  • 01 Dec 2023
  • News

Venturing Forth

into the game. It meant that money, and lots of it, was everywhere. But as the economy hit the skids in the spring of 2022, that optimism faltered. High inflation, spiking consumer prices, and uncertainty in the stock market caused... View Details
Keywords: Janelle Nanos; Funds, Trusts, and Other Financial Vehicles; Finance
  • Web

Courses - Private Capital Project

investment challenges, identify growth opportunities, and optimize capital returns in a complex investment environment. HBS Online Courses Alternative Investments The Alternative Investments course covers the essentials for evaluating... View Details
  • 2021
  • Working Paper

Time and the Value of Data

By: Ehsan Valavi, Joel Hestness, Newsha Ardalani and Marco Iansiti

Managers often believe that collecting more data will continually improve the accuracy of their machine learning models. However, we argue in this paper that when data lose relevance over time, it may be optimal to collect a limited amount of recent data instead of... View Details

Keywords: Economics Of AI; Machine Learning; Non-stationarity; Perishability; Value Depreciation; Analytics and Data Science; Value
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Valavi, Ehsan, Joel Hestness, Newsha Ardalani, and Marco Iansiti. "Time and the Value of Data." Harvard Business School Working Paper, No. 21-016, August 2020. (Revised November 2021.)
  • August 2019
  • Article

When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation

By: Yicheng Song, Nachiketa Sahoo and Elie Ofek
Sometimes we desire change, a break from the same or an opportunity to fulfill different aspects of our needs. Noting that consumers seek variety, several approaches have been developed to diversify items recommended by personalized recommender systems. However,... View Details
Keywords: Recommender Systems; Personalization; Recommendation Diversity; Variety Seeking; Collaborative Filtering; Consumer Utility Models; Digital Media; Clickstream Analysis; Learning-to-rank; Consumer Behavior; Media; Customization and Personalization; Strategy; Mathematical Methods
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Song, Yicheng, Nachiketa Sahoo, and Elie Ofek. "When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation." Management Science 65, no. 8 (August 2019): 3737–3757.
  • 26 Jan 2015
  • Research & Ideas

National Health Costs Could Decrease if Managers Reduce Work Stress

world mathematically and use that to make decisions is very interesting to me," he says. "The world is not deterministic—there is a randomness built into it. And yet, by using robust optimization techniques we can tackle a wide... View Details
Keywords: by Michael Blanding; Health
  • 2024
  • Case

Christiana Figueres and the Paris Climate Negotiations (A)

By: James K. Sebenius, Laurence A. Green, Hannah Riley-Bowles, Lara SanPietro and Mina Subramanian
This three-part, stop action case study, structured for classroom discussion, centers on Harvard’s Program on Negotiation 2022 Great Negotiator, Christiana Figueres, and her efforts as Executive Secretary of the United Nations Framework Convention on Climate Change... View Details
Keywords: Climate Change; Negotiation; Environmental Regulation; International Relations; Leadership
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Sebenius, James K., Laurence A. Green, Hannah Riley-Bowles, Lara SanPietro, and Mina Subramanian. "Christiana Figueres and the Paris Climate Negotiations (A)." Program on Negotiation at Harvard Law School Case, 2024.
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