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March 2005 (Revised April 2007)
Case

Comergent Technologies Inc.: Enterprise E-Commerce

By: V. Kasturi Rangan and Marie Bell

Coming out of the 2001 high-tech industry recession, this venture capital start-up has to come up with a marketing plan to break even and grow. Its innovative e-commerce software provides unique customer relationship management solutions, but it has to convince... View Details

Keywords: Business Startups; Customer Relationship Management; Financial Crisis; Collaborative Innovation and Invention; Business or Company Management; Marketing Strategy; Problems and Challenges; Software; Information Technology Industry

16 Aug 2010
Lessons from the Classroom

HBS Introduces Marketing Analysis Tools for Managers

Harvard Business Publishing has released new toolkits to help managers make key marketing decisions on market analysis, breakeven analysis, customer lifetime value, profit and pricing, and analyzing the competitive environment. The five... View Details

Keywords: by Sarah Jane Gilbert

January 2005 (Revised August 2007)
Exercise

Letter Writing Exercise

By: Frances X. Frei and Hanna Rodriguez-Farrar

Provides an opportunity for students to experience first-hand how service companies respond to customer feedback. The corresponding module note further describes the exercise. View Details

Keywords: Customer Focus and Relationships; Communication; Service Industry

March 2018 (Revised August 2020)
Case

Alaska Airlines: Empowering Frontline Workers to Make It Right

By: Ranjay Gulati, Andrew O'Connell and Caroline de Lacvivier

This case documents the ongoing efforts by Alaska Airlines to enhance its efforts to become more customer centric by empowering its employees using a service framework. It explores how the airline starts with a completely hands-off approach to empowerment in which... View Details

Keywords: Employee Empowerment; Customer Focus and Relationships; Employees; Service Delivery; Organizational Culture; Integration; Air Transportation Industry

January 2014 (Revised May 2014)
Case

Tech Mahindra and the Acquisition of Satyam Computers (A)

By: Srikant M. Datar, Anjali Raina and Namrata Arora

Set in 2008, the case details Tech Mahindra, an information technology (IT) company within the Mahindra Group, an Indian multi-industry company with a diverse stable of businesses including automotives, farm equipment, and financial services, and its decision to... View Details

Keywords: Acquisition; Corporate Governance; Computer Industry; India

August 2013
Article

Customer-Driven Misconduct: How Competition Corrupts Business Practices

By: Victor Manuel Bennett, Lamar Pierce, Jason A. Snyder and Michael W. Toffel

Competition among firms yields many benefits but can also encourage firms to engage in corrupt or unethical activities. We argue that competition can lead organizations to provide services that customers demand but that violate government regulations, especially when... View Details

Keywords: Competition; Crime and Corruption; Management Practices and Processes; Ethics; Consumer Behavior; Customer Satisfaction; Auto Industry; Service Industry

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September 1995 (Revised October 1995)
Case

Loblaw Companies Limited: Differentiation in the 90s and Beyond

By: Ray A. Goldberg, Thomas N. Urban Jr and Jane L. Wertz

Loblaw wants to develop long-term relationships with its customers and is testing a variety of strategies to do this. View Details

Keywords: Customer Relationship Management; Decision Choices and Conditions; Business or Company Management; Marketing Strategy

September 1991 (Revised May 1994)
Background Note

Note on the PC Network Software Industry--1990

By: David B. Yoffie

Examines the economics, technology, customer segments, and competitors of the PC networking software industry. View Details

Keywords: Customers; Economics; Competition; Applications and Software; Technology Adoption; Information Infrastructure

May 2017 (Revised March 2018)
Case

Predicting Consumer Tastes with Big Data at Gap

By: Ayelet Israeli and Jill Avery

CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big... View Details

October 2018
Case

BreezoMeter: Making Air Pollution Data Actionable

By: Frank V. Cespedes, Allison M. Ciechanover and Margot Eiran

The case focuses on an Israeli startup that provides actionable air pollution data and forecasts. The company has over 50 enterprise customers and its tool reached a million people daily in 67 countries. The co-founders wrestle with which markets and customers to focus... View Details

Keywords: Startups; Entrepreneurship; Business Startups; Pollutants; Analytics and Data Science; Sales; Marketing; Decision Choices and Conditions; Technology Industry; Israel; United States

October 2024
Article

Canary Categories

By: Eric Anderson, Chaoqun Chen, Ayelet Israeli and Duncan Simester

Past customer spending in a category is generally a positive signal of future customer spending. We show that there exist “canary categories” for which the reverse is true. Purchases in these categories are a signal that customers are less likely to return to that... View Details

Keywords: Churn; Churn Management; Churn/retention; Assortment Planning; Retail; Retailing; Retailing Industry; Preference Heterogeneity; Assortment Optimization; Customers; Retention; Consumer Behavior; Forecasting and Prediction; Retail Industry

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2024
Working Paper

Incrementality Representation Learning: Synergizing Past Experiments for Intervention Personalization

By: Ta-Wei Huang, Eva Ascarza and Ayelet Israeli

This paper introduces Incrementality Representation Learning (IRL), a novel multitask representation learning framework that predicts heterogeneous causal effects of marketing interventions. By leveraging past experiments, IRL efficiently designs and targets... View Details

Keywords: Heterogeneous Treatment Effect; Multi-task Learning; Representation Learning; Personalization; Promotion; Deep Learning; Field Experiments; Customer Focus and Relationships; Customization and Personalization

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 2021 (Revised February 2025)
Teaching Note

Afterpay U.S.: The Omnichannel Dilemma

By: Antonio Moreno and Anibha Singh

Teaching Note for HBS Case No. 519-086. In 2018, Nick Molnar, the founder of the Australia-based online payment service Afterpay began its expansion to the U.S. market. The service had gained a loyal following in Australia by enabling customers to pay for online... View Details

June 1991 (Revised September 1996)
Case

Human Resource Management at American Airlines

American Airlines' strategy calls for continued growth, improvements in customer service, and cost reduction. This case examines the Human Resource Management system at American Airlines and its role in the airline's past and continued success. May be used with... View Details

Keywords: Air Transportation; Management Systems; Human Resources; Business Strategy; Air Transportation Industry; United States

December 1999 (Revised November 2003)
Background Note

Pricing: A Value-Based Approach

By: Robert J. Dolan

Presents a framework for determining prices for products and services in concert with the value provided to customers. Discusses methodologies for estimating customer value. View Details

Keywords: Price; Customers

July 2025
Article

On the Economic Origins of Concerns Over Women’s Chastity

By: Anke Becker

This paper studies the origins and function of customs and norms that intend to keep women from being promiscuous. Using large-scale survey data from more than 100 countries, I test the anthropological theory that a particular form of preindustrial... View Details

Keywords: Infibulation; Female Sexuality; Paternity Uncertainty; Concern About Women's Chastity; Pastoralism; Economic Anthropology; History; Gender; Social Issues; Culture

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June 2020
Case

Agile Consumer Product Innovation with Alibaba's Tmall Innovation Center

By: William R. Kerr, Daniel O'Connor and James Palano

Consumer products companies were beset by changes on all sides during the 2010s. Customers were increasingly turning to ecommerce platforms rather than shopping in-store. Meanwhile, nimble, digitally-savvy competitors were gaining market share by capitalizing on the... View Details

Keywords: Future Of Work; Retail; Ecommerce; Alibaba; Consumer Products; Innovation; Innovation and Invention; Product Development; Consumer Behavior; E-commerce; Consumer Products Industry; Retail Industry; China

17 Mar 2021
Research & Ideas

Beyond Pajamas: Sizing Up the Pandemic Shopper

When working professionals were shifting to home offices a year ago as COVID-19 was spreading, comedians and pundits predicted that people would no longer need bras and pants that aren’t stretchy. Instead customers would make room for... View Details

Keywords: by Ayelet Israeli, Eva Ascarza, and Laura Castrillo; Retail

September 2011
Case

Vibco Industrial Vibrators

By: Das Narayandas, Kerry Herman and Matthew Preble

Karl Wadensten, president of Vibco Vibrators, was deciding whether to grow his small company through a marketing push for one of two technologies that he believed could launch his company to the next level of sales, or if he should continue to grow his company through... View Details

Keywords: Budgets and Budgeting; Customer Relationship Management; Decision Choices and Conditions; Marketing; Product Launch; Customization and Personalization; Expansion; Manufacturing Industry

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