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September 2020 (Revised July 2022)
Exercise

Artea (C): Potential Discrimination through Algorithmic Targeting

By: Eva Ascarza and Ayelet Israeli

This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The... View Details

Keywords: Targeting; Algorithmic Bias; Race; Gender; Marketing; Diversity; Customer Relationship Management; Prejudice and Bias; Retail Industry; Apparel and Accessories Industry; Technology Industry; United States

September 2022 (Revised November 2022)
Teaching Note

PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

By: Ayelet Israeli

Teaching Note for HBS Case No. 522-046. View Details

October 2015
Article

How Smart, Connected Products Are Transforming Companies

By: Michael E. Porter and James E. Heppelmann

The evolution of products into intelligent, connected devices is revolutionizing business. In a November 2014 article, "How Smart, Connected Products Are Transforming Competition," Harvard Business School professor Michael Porter and PTC president and CEO James... View Details

Keywords: Organizational Change and Adaptation; Technological Innovation; Information Technology; Organizational Structure; Operations; Business Strategy

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March 2007 (Revised June 2007)
Case

Wal-Mart, 2007

By: David B. Yoffie and Michael Slind

In 2007, Wal-Mart faced challenges to its historically high growth rate. Lagging same-store sales and setbacks overseas led the company to consider strategic shifts. Wal-Mart was the world's largest retailer, but competition had become particularly acute as the company... View Details

Keywords: Competition; Management Practices and Processes; Rural Scope; Human Resources; Problems and Challenges; Organizational Change and Adaptation; Globalized Firms and Management; Marketing Strategy; Growth Management; Urban Scope; Retail Industry; United States

January 2003 (Revised May 2005)
Case

Zipcar: Refining the Business Model

By: Myra M. Hart, Michael J. Roberts and Julia Stevens

Zipcar is a start-up organized around the idea of "sharing" car usage via a membership organization. This case describes several iterations of the Zipcar business model and financial plan. These iterations include a very early version and a version developed just prior... View Details

Keywords: Service Operations; Renting or Rental; Business Model; Business Plan; Entrepreneurship; Economic Growth; Management Skills; Transportation; Business Startups; Financial Strategy; Corporate Finance; Growth and Development Strategy; Transportation Industry; Service Industry

January–February 2018
Article

Ads That Don't Overstep: How to Make Sure You Don't Take Personalization Too Far

By: Leslie John, Tami Kim and Kate Barasz

Data gathered on the web has vastly enhanced the capabilities of marketers. With people regularly sharing personal details online and internet cookies tracking every click, companies can now gain unprecedented insight into individual consumers and target them with... View Details

Keywords: Digital Marketing; Customization and Personalization; Information; Customers; Attitudes

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2009
Working Paper

Virtual Team Learning: Reflecting and Acting, Alone or With Others

By: Deborah L. Soule and Lynda M. Applegate

This paper examines virtual team learning in new product development situations. New product development activities manifest novelty, uncertainty and complexity, presenting an extreme need for learning in the course of the work. We present data from an exploratory... View Details

Keywords: Competency and Skills; Learning; Knowledge Acquisition; Knowledge Use and Leverage; Product Development; Groups and Teams; Behavior

22 Mar 2010
Research & Ideas

One Strategy: Aligning Planning and Execution

Every firm has two strategies, we learn early on in the pages of One Strategy: Organization, Planning, and Decision Making. "Explicit" strategy is the one you read about in your company's planning memos and PowerPoint slides.... View Details

Keywords: by Sean Silverthorne; Video Game; Web Services

09 Feb 2010
First Look

First Look: Feb. 9

Transforming Public Education: Cases in Education Entrepreneurship. Winning in Emerging Markets: A Road Map for Strategy and Execution Authors:Tarun Khanna, Krishna G. Palepu, and Richard Bullock Publication:Harvard Business Press,... View Details

Keywords: Martha Lagace

March–April 2023
Article

Market Segmentation Trees

By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis

Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market... View Details

Keywords: Decision Trees; Computational Advertising; Market Segmentation; Analytics and Data Science; E-commerce; Consumer Behavior; Marketplace Matching; Marketing Channels; Digital Marketing

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February 2008 (Revised April 2008)
Case

Avaya (A)

Avaya's top management wants to improve demand generation. This requires an improvement in the relationship between Sales and Marketing. This case series (Avaya (A)-(D)) walks the student through each phase of this process. The (A) case begins with background on the... View Details

Keywords: Marketing; Demand and Consumers; Performance Improvement; Relationships; Sales; Cooperation

January 1999
Case

State Street Corporation: Leading with Information Technology (B)

By: Stephen P. Bradley and Kelley Porter

With Multi-currency HORIZON, a real-time multi-currency accounting system that replaced the traditional batch-oriented single-currency accounting system, successfully launched, State Street Corp. (State Street) began to focus on growing the scope of its business... View Details

Keywords: Accounting; Trends; Global Strategy; Growth and Development Strategy; Competitive Strategy; Information Technology; Value Creation; Financial Services Industry

Research Summary

Reforming Social Science

By: Max H. Bazerman

Social science research affects all of us. When researchers learned organ donation rates are higher in countries where human organs are automatically available for donation unless you specifically “opt-out” of the system, as opposed to countries like the U.S., where... View Details

October 2021 (Revised February 2022)
Case

Hospital 57357: Aligning Performance Towards a Vision of a Cancer-Free Childhood

By: Susanna Gallani and Youssef Abdel Aal

The case follows the Children Cancer Hospital in Egypt, also known as Hospital 57357, as it goes through the roll-out of a new performance management system, which Dr. Sherif Abouel Naga, founder and CEO of the hospital, had championed. This was a critical juncture as... View Details

Keywords: Healthcare; Performance Management; Performance Incentives; Strategic Alignment; Health Care and Treatment; Nonprofit Organizations; Strategy; Alignment; Performance Evaluation; Mission and Purpose; Change Management; Health Industry; Egypt; Middle East

July 2005 (Revised April 2006)
Case

Carnival Cruise Lines

By: Lynda M. Applegate, Robert Kwortnik and Gabriele Piccoli

Highlights the potential value of customer data and the choices and challenges the firm faces when attempting to capture this value. Carnival collects a significant amount of individual-level behavioral and demographic customer data. Senior management must now decide... View Details

Keywords: Consumer Behavior; Demographics; Customer Relationship Management; Knowledge Use and Leverage; Performance Improvement; Business Strategy; Travel Industry; Tourism Industry

14 Jul 2015
First Look

First Look: July 14, 2015

Abstract—Google Flu Trends article of November 2008 heralded a new age for big data where it is possible to leverage the vast amount of data to speak for itself, without theory or expert knowledge of the... View Details

Keywords: Sean Silverthorne

February 2008 (Revised May 2009)
Supplement

Avaya (D): Early Results of the Demand Generation Initiative

Avaya's top management wants to improve demand generation. This requires an improvement in the relationship between Sales and Marketing. This case series (Avaya (A)-(D)) walks the student through each phase of this process. The (A) case begins with background on the... View Details

Keywords: Marketing; Cooperation; Sales

April 6, 2023
Article

A New NFT Launch Strategy: The Wave Mint

By: Scott Duke Kominers and 1337 Skulls Sers

In an NFT project, the mint—the process by which tokens are initially allocated—largely determines who your community is and how they and the broader market view the project going forward. In this piece, we review a new minting strategy recently introduced by 1337... View Details

Keywords: NFTs; Mechanism Design; Sales Management; Sales Model; Crypto Economy; Non-fungible Tokens; Networks; Product Launch; Auctions; Market Design

November 2020 (Revised July 2022)
Case

Dell Technologies: Bringing the Cloud to the Ground

By: Navid Mojir and V. Kasturi Rangan

The case tells the story of Dell Technologies and its efforts to revitalize its value proposition and escape a commodity trap by acquiring EMC for $67 billion—the largest tech acquisition in history. It also shows the deeply intertwined connections between a company’s... View Details

Keywords: Value Proposition; Go-to-market; Strategic Positioning; Mergers and Acquisitions; Business Strategy; Marketing Strategy; Technological Innovation; Business Divisions; Information Technology Industry; Computer Industry

June 2025
Teaching Note

AI at QuantumBlack: McKinsey's Open Source Dilemma

By: Frank Nagle, Sam Boysel and Susan Pinckney

Teaching Note for HBS Case No. 725-433. The case describes the history of QuantumBlack. In 2015, McKinsey acquired data analytics company QuantumBlack. QuantumBlack produced Kedro, a ML data pipeline tool that helped McKinsey’s customers manage their data in an... View Details

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