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November 2015 (Revised May 2016)
Case

Aspiring Minds

By: Karim R. Lakhani, Marco Iansiti and Christine Snively

By 2015, India-based employment assessment and certification provider Aspiring Minds had helped facilitate over 300,000 job matches through its assessment tools. Aspiring Minds' flagship product, the Aspiring Minds Computer Adaptive Test (AMCAT), used machine learning... View Details

Keywords: Information Technology; Strategy; Higher Education; Technological Innovation; Employment; Technology Industry; India; China

November 2015 (Revised January 2017)
Case

Uber: Changing the Way the World Moves

By: Youngme Moon

In 2015, Uber is building what may be the largest point-to-point transportation network of its kind; it is literally changing the way the world moves. But unlike traditional transportation logistics companies like FedEx, Uber has an incredibly lightweight... View Details

Keywords: Service; Innovation; Pricing; Customer Loyalty; Uber; Taxi; Sharing Economy; On-demand Economy; Marketing; Operations; Strategy; Disruption; Customer Satisfaction; Transportation; Consumer Behavior

September 2015 (Revised March 2025)
Technical Note

FIELD Global Capstone: Developing Customer Empathy

The Design Thinking process begins with empathizing with potential customers. Empathizing, being aware of, interpreting, and understanding the thoughts of others, as well as being able to vicariously experience them oneself, requires the careful and deliberate study of... View Details

Keywords: Market Research; Design Thinking; Customer Behavior; Ethnography; Interviews; Surveys; A/B Testing; Experimentation; Marketing; Customer Focus and Relationships; Consumer Behavior; Demand and Consumers

September 2015
Case

Eco7: Launching a New Motor Oil

By: John Quelch and Sunru Yong

Aaron Jonnerson, vice president of marketing at the automotive division of Avellin, must make marketing mix decisions for the launch of Eco7, a new environmentally-friendly motor oil. The company's performance has been mediocre, shareholder pressure is increasing, and... View Details

Keywords: Distribution Channels; Environmental Sustainability; Product Launch; Transportation; Energy Sources; Auto Industry

March 2015
Teaching Note

CVS Health: Promoting Drug Adherence

By: Leslie John, John Quelch and Robert Huckman

Email mking@hbs.edu for a courtesy copy.

This Teaching Note explains the theory of the case and teaching plan for the case: CVS Health: Promoting Drug Adherence (515010). The case finds Helena Foulkes, Executive... View Details

February 2015 (Revised September 2016)
Teaching Note

Making stickK Stick: The Business of Behavioral Economics

By: Leslie K. John and Michael Norton

Email mking@hbs.edu for a courtesy copy.

This Teaching Note explains the theory of the case and teaching plan for the case: Making sticK Stick: The Business of Behavioral Economics (514019). The case focuses on a... View Details

Keywords: Behavioral Economics; Behavior Change; B2B Vs. B2C; Human Resource Management; Marketing Of Innovations; Health ＆ Wellness; Weight Loss; Charitable Giving; Marketing; Consumer Behavior; Entrepreneurship; Internet and the Web; Health; Business Model; Sales; Human Resources; Health Industry; United States

January 2015 (Revised July 2019)
Case

CVS Health: Promoting Drug Adherence

By: Leslie John, John Quelch and Robert Huckman

Email mking@hbs.edu for a courtesy copy.

The case describes a program that CVS Health recently implemented to improve medication adherence, an important problem from a societal, public policy, and firm... View Details

2014
Other Teaching and Training Material

Marketing Reading: Creating Customer Value

By: Sunil Gupta

This Reading explores how firms can create value for their customers. The goal of any business is to delight customers by understanding its customers' needs and to provide products and services to meet those needs. As a result, it is critical to understand what... View Details

Keywords: Consumer Behavior; Consumer Marketing; Customer Experience; Network Effects; Service Profit Chain; Total Customer Value

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

Article

Integration of Online and Offline Channels in Retail: The Impact of Sharing Reliable Inventory Availability Information

By: Santiago Gallino and Antonio Moreno

Using a proprietary data set, we analyze the impact of the implementation of a “buy-online, pick-up-in-store” (BOPS) project. The implementation of this project is associated with a reduction in online sales and an increase in store sales and traffic. These results can... View Details

Keywords: Retail Operations; Inventory Availability; Empirical Operations Management; Business Analytics; Online Retail; Ecommerce; Operations; Management; Distribution Channels; Consumer Behavior; E-commerce; Retail Industry

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January 2014 (Revised November 2021)
Case

Filene's Basement: Inside a Fired Customer's Relationship

By: Jill Avery and Susan Fournier

How, in a business climate in which building relationships with customers has dominated both managerial thought and marketing budgets, could Filene's Basement have fired a loyal customer, one who was formally and informally recognized as a best customer? This case... View Details

Keywords: CRM; Retailing; Marketing; Consumer Behavior; Customer Relationship Management; Customer Focus and Relationships; Customer Satisfaction; Marketing Strategy; Brands and Branding; Retail Industry; United States

January 2014
Technical Note

Learning From Extreme Consumers

By: Jill Avery and Michael Norton

Traditional market research methods focus on understanding the average experiences of average consumers. This focus leads to gaps in our knowledge of consumer behavior and often fails to uncover insights that can drive revolutionary, rather than evolutionary... View Details

Keywords: Market Research; Ethnography; Design Thinking; Innovation; New Product Development; Research; Marketing; Consumer Behavior; Innovation and Invention

2019
Working Paper

Managing Churn to Maximize Profits

By: Aurelie Lemmens and Sunil Gupta

Customer defection threatens many industries, prompting companies to deploy targeted, proactive customer retention programs and offers. A conventional approach has been to target customers either based on their predicted churn probability, or their responsiveness to a... View Details

Keywords: Churn Management; Defection Prediction; Loss Function; Stochastic Gradient Boosting; Customer Relationship Management; Consumer Behavior; Profit

August 2013 (Revised August 2014)
Case

Catalina In the Digital Age

By: Robert J. Dolan and Uma R. Karmarkar

Catalina in the Digital Age considers how a company with a dominant market position should evolve its established product lines given the rise of novel digital technologies. Since its founding in 1983, Catalina had enjoyed a distinct position in the world of consumer... View Details

Keywords: Big Data; Digital Technologies; Marketing; Customer Relationship Management; Consumer Behavior; Analytics and Data Science

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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2013
Working Paper

Where do the Most Active Customers Originate and How Can Firms Keep Them Engaged?

By: Clarence Lee, E. Ofek and Thomas Steenburgh

In this paper, we study how firms offering Web services can acquire and develop an active customer base. We focus on two basic questions. First, how does the method of customer acquisition affect the way customers use the service to meet their own needs and to interact... View Details

Keywords: Customer Engagement; Adoption Routes; Hidden Markov Models; Search; Word-of-Mouth; Digital Media; Customer Relationship Management; Internet and the Web; Mathematical Methods; Consumer Behavior; Entrepreneurship; Marketing Reference Programs; Web Services Industry

July–August 2013
Article

A Joint Model of Usage and Churn in Contractual Settings

By: Eva Ascarza and Bruce G.S. Hardie

As firms become more customer-centric, concepts such as customer equity come to the fore. Any serious attempt to quantify customer equity requires modeling techniques that can provide accurate multiperiod forecasts of customer behavior. Although a number of researchers... View Details

Keywords: Churn; Retention; Contractual Settings; Access Services; Hidden Markov Models; RFM; Latent Variable Models; Customer Value and Value Chain; Consumer Behavior

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June 2013 (Revised March 2014)
Case

Kvadrat: Leading for Innovation

By: Boris Groysberg and Sarah L. Abbott

In 2013, Anders Byriel, CEO of the family-owned Danish textiles company, Kvadrat, considered the firm's strategic plan. In 2000, Byriel and Mette Bendix, Kvadrat's Product Director, had taken over management of the company from their fathers, who had founded Kvadrat... View Details

Keywords: General Management; Organizational Behavior; Strategy; Performance Management; Leadership; Business or Company Management; Growth and Development Strategy; Management Practices and Processes; Human Resources; Denmark; Europe; Asia

2013
Chapter

Gender Bender Brand Hijacks and Consumer Revolt: The Porsche Cayenne Story

Throughout history, marketers have created gendered brands, creating their brands and the stories they crafted about them in their advertising to appeal either to men or to women. Gendered brands deliver value to consumers, and therefore, deliver value to marketers.... View Details

Keywords: Consumer Behavior; Brands; Brand Positioning; Brand Equity; Brand Management; Advertising Campaigns; Customer Focus and Relationships; Marketing; Brands and Branding; Marketing Strategy; Auto Industry; Consumer Products Industry

December 2012 (Revised July 2015)
Supplement

Nalli Silk Sarees (B)

By: V.G. Narayanan, Namrata Arora and Vidhya Muthuram

Presents the company's perspective using an interview format. Ramnath K. Nalli, vice chairman of Nalli Silk Sarees Private Limited, and his daughter, Lavanya Nalli (HBS MBA 2011), the fifth generation entrepreneur to be involved in the family business, discuss customer... View Details

Keywords: Family Business; Consumer Behavior; Entrepreneurship; Apparel and Accessories Industry

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