Publications

March 2024
Supplement

Madrigal: Conducting a Customer-Base Audit

By: Eva Ascarza, Bruce Hardie, Peter S. Fader and Michael Ross

This case presents a scenario where Madrigal, a U.S. retailer with a rich 20-year history and a solid loyalty program, faces a turning point with the arrival of a new CEO. This leadership change reveals a critical gap in understanding the customer base, prompting an... View Details

Keywords: Customer Relationship Management; Analytics and Data Science; Growth and Development Strategy; Retail Industry; United States

March 2024
Supplement

Madrigal: Conducting a Customer-Base Audit

By: Eva Ascarza, Peter Fader, Bruce G.S. Hardie and Michael Ross

This case presents a scenario where Madrigal, a U.S. retailer with a rich 20-year history and a solid loyalty program, faces a turning point with the arrival of a new CEO. This leadership change reveals a critical gap in understanding the customer base, prompting an... View Details

Keywords: Customer Relationship Management; Analytics and Data Science; Growth and Development Strategy; Retail Industry; United States

May 2007 (Revised April 2009)
Case

Netflix

By: Willy C. Shih, Stephen P. Kaufman and David Spinola

Reed Hastings founded Netflix with a vision to provide a home movie service that would do a better job satisfying customers than the traditional retail rental model. But as it encouraged challenges it underwent several major strategy shifts, ultimately developing a... View Details

Keywords: Business Model; Film Entertainment; Disruptive Innovation; Growth and Development Strategy; Distribution Channels; Service Delivery; Renting or Rental; Competitive Strategy; Motion Pictures and Video Industry

11 Sep 2020
Video

James Mwangi

James Mwangi, CEO of Kenya’s Equity Bank, which has one of the largest customer bases of any bank in Africa, explains his bank’s determination to remain neutral in the highly polarized Kenyan political environment. View Details

January 2021 (Revised March 2021)
Case

THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

By: Jill Avery, Ayelet Israeli and Emma von Maur

THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details

Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Preference Prediction; Predictive Analytics; App Development; ＂Marketing Analytics＂; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States

March 2024
Teaching Note

Madrigal: Conducting a Customer-Base Audit

By: Eva Ascarza, Peter S. Fader, Bruce Hardie and Michael Ross

Teaching Note for HBS Case No. 524-046. This case presents a scenario where Madrigal, a U.S. retailer with a rich 20-year history and a solid loyalty program, faces a turning point with the arrival of a new CEO. This leadership change reveals a critical gap in... View Details

Keywords: Customer Relationship Management; Analytics and Data Science; Growth and Development Strategy; Customer Value and Value Chain; Retail Industry; United States

June 2003
Case

In-N-Out Burger

By: Youngme E. Moon, Lucy Cummings, Sonali Sampat, Sam Thakarar and Kerry Herman

In-N-Out Burger is a fast-food chain with 171 company-owned locations in three states--California, Nevada, and Arizona. It has an extremely hardcore customer base and the company appears to be in good financial health. The primary issue in this case concerns expansion:... View Details

Keywords: Customer Relationship Management; Profit; Leadership Development; Brands and Branding; Product Marketing; Distribution; Expansion; Food and Beverage Industry; Arizona; California; Nevada

January 2013
Supplement

Microsoft Server & Tools (C)

By: Marco Iansiti and Alain Serels

Supplement for case 613031. Update on progress of Microsoft's Server & Tools Business through August 2012. Pleased with the Windows Azure product, Satya Nadella must decide how to attract customers to the cloud based platform. View Details

Keywords: Technology; Computing; Enterprise Computing; Servers; Cloud Computing; Microsoft; Technology Evolution; Technological Innovation; Disruptive Innovation; Information Technology; Information Technology Industry

January 2011
Case

Aardvark

By: Thomas R. Eisenmann, Alison Berkley Wagonfeld and Lauren Barley

Aardvark is an online social search service that allows users to pose questions and receive answers from other users in their extended social network. The case explores the process that Aardvark's founders used to design and develop their product based on intensive... View Details

Keywords: Business Startups; Customer Focus and Relationships; Customer Satisfaction; Entrepreneurship; Product Design; Product Development; Social and Collaborative Networks; Internet and the Web

21 Jun 2011
News

Facebook Beats Yahoo as Top U.S. Display-Ad Seller in Study

17 May 2022
Cold Call Podcast

Delivering a Personalized Shopping Experience with AI

Keywords: Re: Jill J. Avery

2009
Chapter

Nonlinear Pricing

By: Raghuram Iyengar and Sunil Gupta

A nonlinear pricing schedule refers to any pricing structure where the total charges payable by customers are not proportional to the quantity of their consumed services. We begin the chapter with a discussion of the broad applicability of nonlinear pricing schemes. We... View Details

Keywords: Price; Demand and Consumers; Duopoly and Oligopoly; Monopoly; Service Operations; Research

29 Apr 2025
HBS Seminar

Magie Cheng & David Huang

August 2018 (Revised April 2019)
Supplement

Chateau Winery (B): Supervised Learning

By: Srikant M. Datar and Caitlin N. Bowler

This case builds directly on “Chateau Winery (A).” In this case, Bill Booth, marketing manager of a regional wine distributor, shifts to supervised learning techniques to try to predict which deals he should offer to customers based on the purchasing behavior of those... View Details

Keywords: Data Science; Clustering; Analytics and Data Science; Customers; Marketing; Analysis

Research Summary

The Impact of ABC on Managerial Decisions

In this type of research, Ratna Sarkar seeks to determine whether, in fact, new cost systems such as ABC (Activity Based Costing) have a measurable effect on managerial decisions regarding product and customer mix.

The theory of ABC is now academically established,... View Details

11 Sep 2020
Video

James Mwangi

James Mwangi, CEO of Kenya’s Equity Bank, which has one of the largest customer bases of any bank in Africa, discusses how the Equity Bank model evolved through learning both from Asian companies and from the bank’s own customers. View Details

11 Sep 2020
Video

James Mwangi

James Mwangi, CEO of Kenya’s Equity Bank, which has one of the largest customer bases of any bank in Africa, explains the challenges faced by his bank as it expanded into neighboring countries, especially lack of infrastructure, security and politics View Details

December 2017
Supplement

Data-Driven Manufacturing: The Kutesmart System

By: Willy C. Shih

This supplementary video shows the Kutesmart System at Redcollar Group. It is an example of a mass customization system that is data-driven, but is predominantly based on manual operations. It is offered as a contrast to highly automated data-driven manufacturing. View Details

Keywords: Data-driven Manufacturing; Clothing; Bespoke Manufacturing; Production; Manufacturing Industry; Apparel and Accessories Industry; China

July 2007 (Revised May 2008)
Case

Central Bank: The ChexSystemsSM QualiFile® Decision

By: Dennis Campbell, Francisco de Asis Martinez-Jerez, Peter Tufano and Emily McClintock

The "Central Bank" series analyzes the use of information and product design for managing the counterparty risk of newly acquired customers. Central Bank, a mid-sized regional U.S. bank, was attempting to grow its customer base by increasing the number of new checking... View Details

Keywords: Central Banking; Knowledge Management; Customer Satisfaction; Risk Management; Risk and Uncertainty; Decision Making; Banking Industry; United States