Publications

August 2024
Background Note

Mitigating Climate Change with Machine Learning

By: Michael W. Toffel, Kelsey Carter, Amy Chambers, Avery Park and Susan Pinckney

This note highlights how machine learning is being used to decarbonize (reduce GHG emissions) several key sectors including electricity, transportation, building, industrial processes, and agriculture -- and how machine learning is being used to accelerate efforts to... View Details

Keywords: Climate; Artificial Intelligence; Adaptation; Climate Change; AI and Machine Learning; Innovation and Invention

January 2009
Supplement

The Chad-Cameroon Petroleum Development and Pipeline Project (E)

By: Benjamin C. Esty and Aldo Sesia

Keywords: Energy Industry; Mining Industry; Chad

April 2006
Case

Chad-Cameroon Petroleum Development and Pipeline Project (C) (Abridged)

By: Benjamin C. Esty and Aldo Sesia

Keywords: Projects; Energy Industry; Chad; Cameroon

04 Feb 2020
News

How to Set Up — and Learn — from Experiments

Apr 14 2016
Interview

Learning to Innovate

Web

Competitiveness & Economic Development - Institute For Strategy And Competitiveness

key concepts that are a foundation for understanding competitiveness. Strategy for Economic Development Michael Porter’s research and frameworks on competitiveness and economic... View Details

Article

Towards the Unification and Robustness of Perturbation and Gradient Based Explanations

By: Sushant Agarwal, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu and Himabindu Lakkaraju

As machine learning black boxes are increasingly being deployed in critical domains such as healthcare and criminal justice, there has been a growing emphasis on developing techniques for explaining these black boxes in a post hoc manner. In this work, we analyze two... View Details

Keywords: Machine Learning; Black Box Explanations; Decision Making; Forecasting and Prediction; Information Technology

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16 May – 27 Jun 2017
HBS Online

HBX Managing Your Career Development

Know an early-career colleague, family member, or friend who would benefit from HBS career development insights? An online case-based program led by six of Harvard Business School's most engaging faculty and held in real-time, Managing Your Career Development will... View Details

October 2021
Article

Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

By: Nicolas Padilla and Eva Ascarza

The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details

Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis

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August 1998 (Revised February 1999)
Case

Product Development at Dell Computer Corporation

By: Stefan H. Thomke, Vish V. Krishnan and Ashok Nimgade

Describes how Dell redesigned its new product development process after experiencing a major product setback and a significant decline in firm profits in 1993. Dell's new process is challenged during the development of a new line of portable computers when the incoming... View Details

Keywords: Cost vs Benefits; Profit; Managerial Roles; Risk Management; Product Development; Business Processes; Problems and Challenges; Risk and Uncertainty; Hardware; Computer Industry

2006
Chapter

Competitiveness in Developing Economies: The Role of Clusters and Cross-Cutting Policies

By: Christian H.M. Ketels

Competitiveness is high up on the policy agenda for countries around the world and at all stages of development. But while there is little disagreement that countries need to "upgrade their competitiveness"—even more so as the level of globalization is increasing—there... View Details

Keywords: Developing Countries and Economies; Framework; Globalization; Policy; Growth and Development; Industry Clusters; Competitive Strategy

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March 2003 (Revised July 2004)
Case

Sustainable Development at Shell (A)

Describes the complex and challenging process by which social and environmental concerns are integrated into the existing strategy of a large, multinational firm. Details the circumstances leading up to a large-scale effort to transform Shell's strategy to take into... View Details

Keywords: Multinational Firms and Management; Corporate Strategy; Environmental Sustainability; Growth and Development Strategy; Energy Industry

June 2019
Article

Learning to Become a Taste Expert

By: Kathryn A. Latour and John A. Deighton

Evidence suggests that consumers seek to become more expert about hedonic products to enhance their enjoyment of future consumption occasions. Current approaches to becoming expert center on cultivating an analytic mindset. In the present research the authors explore... View Details

Keywords: Learning; Experience and Expertise; Analysis; Perception

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June 2006
Article

Michael Porter's Competitiveness Framework--Recent Learnings and New Research Priorities

By: Christian H.M. Ketels

Keywords: Competition; Framework; Learning; Research