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June 2015 (Revised August 2018)
Case

American Electric Power: Facing the Challenges of Distributed Generation

By: Richard H.K. Vietor and Hilary White

American Electric Power, like most utilities in the USA, is currently exposed to distributed generation and the problem of net-metering. Solar installations in particular have been heavily subsidized, by the state and by regulation, which does not allow grid operators... View Details

June 1995
Case

Polaroid Corporation: European Distribution System

By: Janice H. Hammond and Afroze A Mohammed

Describes distribution operations in Polaroid Europe. In the late 1980s, Polaroid senior management in the United States proposed moving from a system of 12 decentralized warehouses to a centralized distribution system in which all inventory for European retailers... View Details

Keywords: Distribution; Operations; Risk Management; Distribution Channels; Logistics; Transition; Strategy; Problems and Challenges; Industry Structures; Consumer Products Industry; Europe; European Union; United States

May 1987 (Revised October 1989)
Case

General Electric Co.: Component Motor Operation, Distribution Channels for Consumer Aftermarket Motors

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May 2024
Teaching Note

AI21 Labs in 2023: Strategy for Generative AI

By: David Yoffie

Teaching Note for HBS Case 724-383. The case has 3 important teaching purposes: First, what are the advantages and disadvantages of imitation? (e.g., Should AI21 imitate OpenAI with a chatbot?) Second, what are the advantages and disadvantages of keeping new technology... View Details

Keywords: AI; Generative Ai; Generative Models; AI and Machine Learning; Innovation Strategy; Growth and Development Strategy; Business Model; Business Startups; Open Source Distribution; Competitive Advantage; Technology Industry; Israel

2012
Working Paper

Organization Design for Distributed Innovation

By: Carliss Y. Baldwin

Systems of distributed innovation—so-called business ecosystems—have become increasingly prevalent in many industries. These entities generally encompass numerous corporations, individuals, and communities that might be individually autonomous but related through their... View Details

Keywords: Organizational Design; Innovation and Management; Social and Collaborative Networks; Intellectual Property; Rights; Governance Controls

18 May 2012
Working Paper Summaries

Organization Design for Distributed Innovation

Keywords: by Carliss Y. Baldwin

March 2016
Module Note

Government Policy and Distributive Justice

By: Matthew Weinzierl

This note introduces the second of two main modules in the HBS elective curriculum course, The Role of Government in Market Economies (RoGME). This module is focused on policies, such as taxes, that change the distribution of economic outcomes. Like the... View Details

Keywords: Policy; Government and Politics; Economics

2024
Working Paper

Generative AI and the Nature of Work

By: Manuel Hoffmann, Sam Boysel, Frank Nagle, Sida Peng and Kevin Xu

Recent advances in artificial intelligence (AI) technology demonstrate considerable potential to complement human capital intensive activities. While an emerging literature documents wide-ranging productivity effects of AI, relatively little attention has been paid... View Details

Keywords: Generative Ai; Digital Work; Open Source Software; Knowledge Economy; AI and Machine Learning; Open Source Distribution; Organizational Structure; Performance Productivity; Labor

Article

Portfolio Value-at-Risk Optimization for Asymmetrically Distributed Asset Returns

By: Joel Goh, Kian Guan Lim, Melvyn Sim and Weina Zhang

We propose a new approach to portfolio optimization by separating asset return distributions into positive and negative half-spaces. The approach minimizes a newly-defined Partitioned Value-at-Risk (PVaR) risk measure by using half-space statistical information. Using... View Details

Keywords: Robust Optimization; Portfolio Management; Value-at-risk; Mathematical Methods; Finance

2024
Article

Learning Under Random Distributional Shifts

By: Kirk Bansak, Elisabeth Paulson and Dominik Rothenhäusler

Algorithmic assignment of refugees and asylum seekers to locations within host countries has gained attention in recent years, with implementations in the U.S. and Switzerland. These approaches use data on past arrivals to generate machine learning models that can... View Details

Keywords: AI and Machine Learning; Refugees; Employment

2025
Working Paper

Quality-Adjusted-Power: How to Decide Where to Site Renewables

By: Vishrut Rana, Christian Kaps and Serguei Netessine

Problem definition: Investments in renewable energy have surged worldwide in recent years, with over $2 trillion spent globally on clean energy. This surge was driven by growing policy support, concerns about energy security, and, most importantly, the cost... View Details

Keywords: Wind Power; Electricity Distribution; Renewable Energy; Profit; Investment Return; Factories, Labs, and Plants; Geographic Location; Revenue; Energy Industry; Utilities Industry

September 1972 (Revised February 1984)
Case

Blanchard Importing and Distribution Co., Inc.

By: Paul W. Marshall

Illustration of the two main types of errors resulting from use of the economic order quantity (EOQ) as a tool in production scheduling. Designed to permit class discussion to begin with a consideration of one common type of mistake, errors in calculation of the EOQ... View Details

Keywords: Mathematical Methods; Production; Debates; Management Analysis, Tools, and Techniques

December 2006 (Revised December 2008)
Case

Wireless Generation

Reflecting on an innovative joint venture that his company executed with a public school district in 2004, the CEO of Wireless Generation, a five-year-old, privately held educational technology company, is contemplating the company's product development strategy in... View Details

Keywords: Joint Ventures; Education; Government Legislation; Growth and Development Strategy; Product Development; Business and Government Relations; Education Industry

September 1996 (Revised April 1998)
Case

Mobil USM&R (B): New England Sales and Distribution

By: Robert S. Kaplan

The general manager of a local gasoline/distillate sales and distribution business unit must communicate a new strategy to the unit's 300 employees. An initial strategic planning exercise identified a high-priority list of opportunities that blended the parent... View Details

Keywords: Balanced Scorecard; Adoption; Strategic Planning; Customization and Personalization; Management Practices and Processes; Growth and Development Strategy; Measurement and Metrics; Motivation and Incentives; Performance Evaluation; Energy Industry; Mining Industry; United States

October 1999 (Revised March 2000)
Case

HP Consumer Products Business Organization: Distributing Printers via the Internet

By: Rajiv Lal, Kirthi Kalyanam, Shelby Mc Intyre and Edie Prescott

In spring 1998, Pradeep Jotwani, vice president and general manager of the Consumer Products Business Organization of the Hewlett-Packard Co. (HP), was contemplating the increasing success of e-commerce and its implications for his division. The consumer products group... View Details

Keywords: Decision Choices and Conditions; Marketing Channels; Business Processes; Problems and Challenges; Partners and Partnerships; Sales; Business Strategy; Information Technology; Consumer Products Industry

11 Jun 2007
Lessons from the Classroom

Teaching the Next Generation of Energy Executives

generate and distribute electricity, and that contribute in other important ways in the delivery of energy services. Reinhardt notes a certain similarity in today's rhetoric with media accounts of what was... View Details

Keywords: by Julia Hanna; Energy; Utilities

March 2024
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

Teaching Interest

AMP 170 - General Management: Processes and Action

The Harvard Business School Advanced Management Program (AMP) helps drive corporate performance by honing individual capabilities to the highest level of performance. The result is a... View Details

Mar 2020
Conference Presentation

A New Analysis of Differential Privacy's Generalization Guarantees

By: Christopher Jung, Katrina Ligett, Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi and Moshe Shenfeld

We give a new proof of the "transfer theorem" underlying adaptive data analysis: that any mechanism for answering adaptively chosen statistical queries that is differentially private and sample-accurate is also accurate out-of-sample. Our new proof is elementary and... View Details

Keywords: Machine Learning; Transfer Theorem; Mathematical Methods

Article

Dualities in Negotiation: Introduction

By: James K. Sebenius

Richard Walton and Robert McKersie's closeness to practice, disciplinary rigor, and successful search for powerful generalizations help explain the lasting impact of their 1965 book, A Behavioral Theory of Labor Negotiations. Central to their argument are three... View Details

Keywords: Bargaining; Integrative Bargaining; Distributive Bargaining; Negotiation; Labor Unions

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