Customer Management - Publications - Faculty & Research - Harvard Business School

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August 2018 (Revised April 2019)
Case

Chateau Winery (A): Unsupervised Learning

By: Srikant M. Datar and Caitlin N. Bowler

This case follows Bill Booth, marketing manager of a regional wine distributor, as he applies unsupervised learning on data about his customers’ purchases to better understand their preferences. Specifically, he uses the K-means clustering technique to identify groups... View Details

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

12 Jun 2012
First Look

First Look: June 12

PublicationsPricing to Create Shared Value Authors:Marco Bertini and John T. Gourville Publication:Harvard Business Review 90, no. 6 (June 2012) Abstract Many companies are in competition with their customers to extract as much value as... View Details

Keywords: Sean Silverthorne

October 2020 (Revised March 2024)
Case

Experimentation at Yelp

By: Iavor Bojinov and Karim R. Lakhani

Over the last decade, experimentation has become integral to the research and development processes of technology companies—including Yelp—for understanding customer preferences and mitigating innovation risks. The case describes Yelp's journey with experimentation,... View Details

Keywords: Customer Relationship Management; Collaborative Innovation and Invention; Risk Management; Advertising; Research and Development; Technology Industry

September 1998
Case

Vanguard Group, Inc. (1998), The

By: Andre F. Perold

Since the beginning of 1997, Vanguard's assets under management have increased more than 60% from $240 billion to almost $400 billion, making it second in market share only to Fidelity. Vanguard views this success as another vindication of its low-cost strategy of... View Details

Keywords: Asset Management; Cost Management; Investment Funds; Product; Service Operations; Performance Expectations; Competition; Consolidation; Expansion; Internet; Financial Services Industry

Design-Based Confidence Sequences: A General Approach to Risk Mitigation in Online Experimentation.

Randomized experiments have become the standard method for companies to evaluate the performance of new products or services. In addition to augmenting managers' decision-making, experimentation mitigates risk by limiting the proportion of customers exposed to... View Details

April 2010
Case

A Giant Among Women

By: Willy C. Shih, Ethan S Bernstein, Maly Hout Bernstein, Jyun-Cheng Wang and Yi-Ling Wei

Few CEOs successfully manage the evolution of their companies from OEM outsourcer to branded manufacturer to expert consumer marketer as well as Tony Lo, CEO of Giant Manufacturing Co. Ltd., now the largest bicycle manufacturer in the world. In the mid-1980s, Giant... View Details

Keywords: Consumer Behavior; Customer Focus and Relationships; Global Strategy; Gender; Customer Satisfaction; Product Development; Bicycle Industry; Taiwan

September 2025
Article

Using Satellites and Phones to Evaluate and Promote Agricultural Technology Adoption: Evidence from Smallholder Farms in India

By: Shawn Cole, Tomoko Harigaya, Grady Killeen and Aparna Krishna

This paper evaluates a low-cost, customized soil nutrient management advisory service in India. As a methodological contribution, we examine whether and in which settings satellite measurements may be effective at estimating both agricultural yields and treatment... View Details

Keywords: Measurement and Metrics; Mathematical Methods; Analytics and Data Science; Agriculture and Agribusiness Industry; India

January 2002 (Revised March 2004)
Case

Computer Associates International, Inc.

In late 2000, Computer Associates (CA) changed its business model and the way it recognized revenue, ostensibly to better serve its stakeholders. The new subscription-based license model offered customers greater flexibility. Clients could subscribe to any CA software... View Details

Keywords: Business Model; Valuation; Corporate Disclosure; Revenue Recognition; Corporate Governance; Technology Industry

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August 2012
Article

A Darker Side to Decentralized Banks: Market Power and Credit Rationing in SME Lending

By: Rodrigo Canales and Ramana Nanda

We use loan-level data to study how the organizational structure of banks impacts small business lending. We find that decentralized banks-where branch managers have greater autonomy over lending decisions-give larger loans to small firms and those with "soft... View Details

Keywords: Geographic Location; Customers; Financing and Loans; Credit; Organizational Structure; Banks and Banking; Governance Compliance; Competitive Strategy

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2011
Book

Accelerating Energy Innovation: Insights from Multiple Sectors

By: Rebecca Henderson and Richard G. Newell

Accelerating energy innovation could be an important part of an effective response to the threat of climate change. Written by a stellar group of experts in the field, this book complements existing research on the subject with an exploration of the role that public... View Details

Keywords: Energy Sources; Innovation and Invention; Climate Change; Policy; Competition; Demand and Consumers; Finance; Energy Industry

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April 2022 (Revised May 2022)
Case

Mastercard Labs (A) (Abridged)

By: Linda A. Hill, Sunil Gupta, Emily Tedards and Julia Kelley

When Ajaypal (Ajay) Banga became the CEO of Mastercard in 2010, he shifted the company’s competitive focus from card networks to cash itself. Mastercard’s new vision of a “World Beyond Cash” distilled into a three-pronged framework: Grow the core business, Diversify... View Details

November 2000 (Revised May 2002)
Case

FleetBoston Financial: Online Banking

By: Frances X. Frei and Hanna Rodriguez-Farrar

As the ninth largest bank holding company in the United States in 2000, FleetBoston Financial Corp. provided a myriad of financial services, including retail banking, loan origination, and brokerage accounts. This case explores how FleetBoston responded to the Internet... View Details

Keywords: Business Model; Borrowing and Debt; Cost Management; Banks and Banking; Consumer Behavior; Service Operations; Competition; Online Technology; Banking Industry; United States

March 2003 (Revised October 2003)
Case

Campbell Soup Company: Transforming for the 21st Century

By: Lynda M. Applegate and Jamie Ladge

In July 2001, Campbell Soup's newly appointed CEO, Douglas R. Conant, addressed a group of Wall Street analysts and unveiled his plan to kick-start growth. His plan called for organizational renewal and revitalization, redesign of core customer-facing processes... View Details

Keywords: Customer Focus and Relationships; Entrepreneurship; Growth and Development Strategy; Marketing Strategy; Product Marketing; Industry Structures; Production; Supply Chain Management; Competition; Competitive Strategy; Consumer Products Industry; Food and Beverage Industry; United States

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September 2018
Case

ProdEng: Services for Oil & Gas Extraction

By: Frank V. Cespedes, Maria Fernanda Miguel and Mariana Cal

ProdEng is a venture created as part of a PE fund and provides oil field services in Argentina. In 2016, an industry-wide unforeseen oil and gas demand slump drove ProdEng’s average service rates down by more than 37%, with EBITDA margins falling from 50% to 24% in the... View Details

Keywords: Pricing; Entrepreneurship; Sales; Marketing; Price; Strategy; Latin America; Argentina

2018
Working Paper

Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets

By: Chaithanya Bandi, Antonio Moreno, Donald Ngwe and Zhiji Xu

We investigate how dynamic pricing can lead to higher operational costs through more product returns in the online retail industry. Dynamic pricing has been widely applied by many online retailers. Research has shown that, in response to dynamic pricing, some customers... View Details

Keywords: Price; Policy; Consumer Behavior; Cost Management; Emerging Markets; Retail Industry

September 24, 2024
Article

4 Steps That Can Optimize Your Sales Process

By: Frank V. Cespedes, Scott Peterson and Daniel Weinfurter

Sales is a performance art where outcomes matter, so most advice here focuses on closing the sale. But a close is the result of actions and choices that occur earlier in the process: how much time and effort to spend on customer discovery (understanding what and to... View Details

Keywords: Sales; Customer Satisfaction; Growth and Development Strategy; Competitive Advantage

Rob Markey

Rob Markey is a Senior Lecturer of Business Administration in the Technology and Operations Unit at Harvard Business School. He teaches Managing Service Operations in the MBA elective curriculum. The course focuses on how to effectively design,... View Details

July 2024
Case

Knowledge-Enabled Financial Advice: Digital Transformation at Edward Jones

By: Lauren Cohen, Richard Ryffel, Grace Headinger and Sophia Pan

Edward Jones, a wealth management advisory firm that prided itself on its interpersonal connections and face-to-face interactions, was eager to augment their services with AI capabilities. Built on 1-to-1 close-knit relationships, the firm had more than 15,000 offices... View Details

November 2019 (Revised February 2020)
Case

Starbucks: Reaffirming Commitment to the Third Place Ideal

By: Francesca Gino, Katherine B. Coffman and Jeff Huizinga

On April 12, 2018, two African American entrepreneurs had scheduled a business meeting at a Starbucks in Philadelphia’s Rittenhouse Square neighborhood. They sat without ordering, waiting for a local businessman to show up for the meeting. The store manager called 911... View Details

Keywords: Mission and Purpose; Values and Beliefs; Prejudice and Bias; Crisis Management; Employees; Training

September 1996 (Revised September 1999)
Case

Mobil USM&R (A): Linking the Balanced Scorecard

By: Robert S. Kaplan

The CEO of the marketing and refining division of a major oil company is in the midst of implementing a profit turnaround. He transforms the strongly centralized, functionally-organized division into 17 independent business units and 14 internal service companies. The... View Details

Keywords: Organizational Change and Adaptation; Measurement and Metrics; Management Practices and Processes; Organizational Design; Balanced Scorecard; Corporate Strategy; Mining Industry; Energy Industry

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