Customer Base Analysis - Publications - Faculty & Research - Harvard Business School

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April 2011
Case

Porcini's Pronto: "Great Italian cuisine without the wait!"

By: James L. Heskett and Richard Luecke

Porcini's Inc. operates a chain of 23 full-service restaurants located near shopping malls and downtown areas in the northeastern United States. Known for providing excellent service, Porcini's serves high-quality Italian cuisine made from fresh ingredients. Looking... View Details

September 2014
Case

Radiometer, 2013

By: John R. Wells and Galen Danskin

In 2013, Radiometer continued to lead the world in blood gas analysis equipment and accessories, selling direct and through distributors to hospital central laboratories, point-of-care locations, and non-hospital medical locations. Founded in 1935 and based in Denmark,... View Details

Keywords: Medical Devices; Medical Equipment ＆ Devices; Mergers ＆ Acquisitions; Strategic Analysis; Strategic Change; Family Business; Strategy; Mergers and Acquisitions; Medical Devices and Supplies Industry; Denmark; United States

July 2022
Supplement

Solution for E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer

By: Ayelet Israeli

July 2022
Teaching Note

eGrocery and the Role of Data and E-Commerce Analytics for CPG Firms

By: Ayelet Israeli

Teaching Note for HBS Case No. 521-077. View Details

July 2022
Supplement

Solution for E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

By: Ayelet Israeli

February 2021 (Revised February 2021)
Background Note

eGrocery and the Role of Data for CPG Firms

By: Ayelet Israeli, Fedor (Ted) Lisitsyn and Mark A. Irwin

This notes provides information about the eGrocery industry and how traditional CPG companies handle this channel and potential data. It is recommended to use together with a series of exercises entitled: "E-Commerce Analytics for CPG Firms (A), (B), and (C)." View Details

September 2020 (Revised July 2022)
Technical Note

Algorithmic Bias in Marketing

By: Ayelet Israeli and Eva Ascarza

This note focuses on algorithmic bias in marketing. First, it presents a variety of marketing examples in which algorithmic bias may occur. The examples are organized around the 4 P’s of marketing – promotion, price, place and product—characterizing the marketing... View Details

January 2014 (Revised January 2017)
Case

Nivea (A)

By: Karim R. Lakhani, Johann Fuller, Volker Bilgram and Greta Friar

The case describes the efforts of Beiersdorf, a worldwide leader in the cosmetics and skin care industries, to generate and commercialize new R&D through open innovation using external crowds and "netnographic" analysis. Beiersdorf, best known for its consumer brand... View Details

Keywords: Innovation; Innovation Management; Crowdsourcing; Big Data; Innovation Strategy; Innovation and Management; Knowledge Management; Knowledge Sharing; Research and Development; Social and Collaborative Networks; Collaborative Innovation and Invention; Analytics and Data Science; Beauty and Cosmetics Industry; Consumer Products Industry

January 2025
Case

PayJoy: Finance for the Next Billion

By: Boris Groysberg and Sarah L. Abbott

PayJoy, an impact-driven financial technology company founded in 2015, provides smartphone financing and other financial products to customers who lack access to traditional credit products. As of early 2025, PayJoy had issued $2.5 billion in loans to 13 million... View Details

January 2021 (Revised March 2021)
Supplement

E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

By: Ayelet Israeli and Fedor (Ted) Lisitsyn

The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details

February 2015 (Revised February 2017)
Case

Winnan Metal: Fulfilling the Dream

By: William R. Kerr, Jim Sharpe and James Weber

Neil Kashyap and Neil Lombardo (HBS '08) acquired Winnan Metal, Inc., a metal fabrication shop, after raising a search fund and an 11 month search to fulfill their dreams of becoming business owners. Two weeks after they took control of the company, Winnan's largest... View Details

Keywords: Entrepreneurs; Entrepreneurial Management; Turnarounds; Bank Loan; Crisis Management; Financial Analysis; Search Funds; Acquisitions; Financial Capital Needed; Management; Operations Management; Sales; Entrepreneurship; Decision Making; Change Management; Manufacturing Industry; United States; Indiana

June 2015 (Revised September 2017)
Supplement

Generating Higher Value at IBM

By: Benjamin C. Esty and Scott Mayfield

This case analyzes IBM's financial performance and its capital allocation decisions over a 10-year period from 2004-2013, during which IBM returned more than $140B to shareholders through a combination of dividends and share repurchases. During this time, CEO Sam... View Details

Keywords: Dividends; Share Repurchases; Earnings Guidance; Financial Statement Analysis; Financial Ratios; Payout Policy; Earnings Per Share (EPS); Earnings Management; Change Management; Leadership; Transformation; Financial Strategy

2014
Other Teaching and Training Material

Marketing Reading: Segmentation and Targeting

By: Sunil Gupta

This Reading introduces two of the integral parts of any marketing strategy: segmentation and targeting. It covers, first, all of the methods, techniques, and variables with which a business first uncovers the full range of its potential customers and then... View Details

Keywords: Behavioral Segmentation; Conjoint Analysis; Demographic Segmentation; Geographic Segmentation; Market Opportunities; Market Segmentation; Marketing; Marketing Strategy; Psychographic Segmentation; Unethical Marketing Practices; United States

August 2019
Article

When and How to Diversify—A Multicategory Utility Model for Personalized Content Recommendation

By: Yicheng Song, Nachiketa Sahoo and Elie Ofek

Sometimes we desire change, a break from the same or an opportunity to fulfill different aspects of our needs. Noting that consumers seek variety, several approaches have been developed to diversify items recommended by personalized recommender systems. However,... View Details

Keywords: Recommender Systems; Personalization; Recommendation Diversity; Variety Seeking; Collaborative Filtering; Consumer Utility Models; Digital Media; Clickstream Analysis; Learning-to-rank; Consumer Behavior; Media; Customization and Personalization; Strategy; Mathematical Methods

Find at Harvard

September 2016 (Revised January 2018)
Module Note

Strategy Execution Module 4: Organizing for Performance

By: Robert Simons

This module reading explores the implications of different business models on organization design. After discussing the distinction between units focused on work processes and those devoted to markets, the analysis provides insight as to when to organize businesses by... View Details

Keywords: Management Control Systems; Implementing Strategy; Execution; Customer Focused Organization; Specialization; Span Of Control; Span Of Accountability; Span Of Attention; Strategy; Organizational Design; Organizational Structure

January 2021 (Revised March 2021)
Exercise

E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

By: Ayelet Israeli and Fedor (Ted) Lisitsyn

The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details

November 2012 (Revised September 2013)
Case

Learning Resources: A Hands-On Toy Company Deals with New Challenges and Opportunities

By: Boris Groysberg and Anahita Hashemi

Learning Resources is a family-owned educational toy company that, by late 2011, was facing a myriad of challenges, including increased competition, entry into new markets, new distribution methods, rising costs of production in China, and changing customer behavior.... View Details

Keywords: Leading Teams; Strategy Formulation; Strategy And Execution; Innovation; Corporate Culture; Industry Analysis; Organizational Alignment; Entrepreneurs; Sales Channels; Leadership; Strategy; Change Management; Innovation Leadership; Family Business; Entrepreneurship; Product Design; Sales; Retail Industry; United States

08 Aug 2022
HBS Case

Building an 'ARMY' of Fans: Marketing Lessons from K-Pop Sensation BTS

What would it take to attract customers who are so loyal that they would not only buy your products, but would also lavish your distributors with flowers and purchase advertising to elevate your brand? Ask the minds behind K-pop sensation... View Details

Keywords: by Shalene Gupta; Media & Broadcasting; Music

December 2009 (Revised September 2014)
Case

TD Canada Trust

By: Dennis Campbell and Brent Kazan

The case illustrates the role of performance measurement and analytics in translating TD-Canada Trust's service model of "comfortable banking" into operational terms. In 2000, in a banking market where consumers and regulators were typically hostile to mergers and... View Details

Keywords: Mergers and Acquisitions; Customer Focus and Relationships; Customer Satisfaction; Commercial Banking; Profit; Balanced Scorecard; Organizational Change and Adaptation; Banking Industry; Canada

04 Feb 2010
What Do You Think?

What’s the Best Way to Make Careful Decisions?

the Complete Solution ought to be the key." Most argued for a process involving intuition based on analysis and experience. Rowland Freeman commented, "A great deal depends on the magnitude of the... View Details

Keywords: by James Heskett

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