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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

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February 2020
Article

Why Prosocial Referral Incentives Work: The Interplay of Reputational Benefits and Action Costs

By: Rachel Gershon, Cynthia Cryder and Leslie K. John

While selfish incentives typically outperform prosocial incentives, in the context of customer referral rewards, prosocial incentives can be more effective. Companies frequently offer “selfish” (i.e., sender-benefiting) referral incentives, offering customers financial... View Details

Keywords: Incentives; Prosocial Behavior; Judgment And Decision-making; Referral Rewards; Motivation and Incentives; Consumer Behavior; Decision Making

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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

March 2016 (Revised November 2021)
Teaching Note

T-Mobile in 2013: The Un-Carrier

By: John Beshears and Francesca Gino

By 2013, the U.S. wireless industry was in the midst of a costly transition. As consumers began to embrace more sophisticated mobile devices, the industry's four main players spent heavily to improve their infrastructures for providing reliable high-speed data... View Details

Keywords: Wireless Industry; Telecommunications; Mobile; Service Contracts; Behavioral Economics; Add-on Fees; Shrouded Attributes; Contracts; Competitive Strategy; Consumer Behavior; Infrastructure; Mobile and Wireless Technology; Telecommunications Industry; United States

November 2017 (Revised November 2021)
Case

Irene Rosenfeld at Mondelēz International: Crafting a Corporate Strategy

By: Raffaella Sadun, David J. Collis, Amram Migdal and Kerry Herman

The case focuses on Irene Rosenfeld’s tenure as CEO of the global snack food company Mondelēz International. Beginning in 2006, she had led the company through many acquisitions, including France’s LU Biscuit and British confectionery company Cadbury, before, in 2012,... View Details

December 2023
Article

Save More Today or Tomorrow: The Role of Urgency in Precommitment Design

By: Joseph Reiff, Hengchen Dai, John Beshears, Katherine L. Milkman and Shlomo Benartzi

To encourage farsighted behaviors, past research suggests that marketers may be wise to invite consumers to pre-commit to adopt them “later.” However, the authors propose that people will draw different inferences from different types of pre-commitment offers, and that... View Details

Keywords: Consumer Behavior; Decision Choices and Conditions

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March 2016
Case

Evive Health and Workplace Influenza Vaccinations

By: John Beshears

Evive Health is a company that manages communication campaigns on behalf of health insurance plans and large employers. Using big data techniques and insights from behavioral economics, Evive deploys targeted and effective messages that improve individuals' health... View Details

Keywords: Vaccination; Influenza; Flu Shot; Preventive Care; Health Care; Behavioral Economics; Choice Architecture; Nudge; Experimental Design; Randomized Controlled Trial; RCT; Causal Inference; Consumer Behavior; Health Care and Treatment; Health Testing and Trials; Communication Strategy; Health Industry

November 2017
Teaching Note

Reinventing Best Buy

By: John R. Wells and Gabriel Ellsworth

Teaching Note for HBS No. 716-455. On March 1, 2017, Best Buy Company, Inc., North America’s largest retailer of consumer electronics and appliances, announced a third year of comparable-store sales increases and a 20.8% increase in domestic comparable online sales.... View Details

Keywords: Best Buy; Hubert Joly; Renew Blue; Showrooming; Webrooming; E-commerce; E-Commerce Strategy; Online Retail; Multichannel Retailing; Omnichannel; Marketplaces; Turnaround; Consumer Electronics; Consumer Electronics Accessories; Appliances; Stores-within-stores; Store Experience; Store Size; Store Pickup; Store Management; Delivery; Delivery Models; Amazon; Amazon.com; Pricing Strategy; Business Subsidiaries; Business Units; Business Growth and Maturation; Business Model; For-Profit Firms; Customer Focus and Relationships; Customer Satisfaction; Entertainment; Film Entertainment; Games, Gaming, and Gambling; Music Entertainment; Television Entertainment; Theater Entertainment; Price; Profit; Revenue; Geographic Scope; Multinational Firms and Management; Business History; Cost; Selection and Staffing; Reports; Technological Innovation; Job Cuts and Outsourcing; Human Capital; Leading Change; Business or Company Management; Goals and Objectives; Growth and Development; Growth and Development Strategy; Management Teams; Brands and Branding; Product Marketing; Consumer Behavior; Demand and Consumers; Media; Distribution; Order Taking and Fulfillment; Distribution Channels; Infrastructure; Product; Service Delivery; Service Operations; Organizational Change and Adaptation; Public Ownership; Problems and Challenges; Programs; Groups and Teams; Sales; Salesforce Management; Strategy; Adaptation; Business Strategy; Competition; Competitive Advantage; Competitive Strategy; Corporate Strategy; Expansion; Technology; Hardware; Information Technology; Internet; Mobile Technology; Online Technology; Search Technology; Software; Web; Web Sites; Wireless Technology; Resource Allocation; Computer Industry; Electronics Industry; Entertainment and Recreation Industry; Information Technology Industry; Retail Industry; Service Industry; Technology Industry; Telecommunications Industry; Video Game Industry; United States; Minnesota; Minneapolis; Saint Paul; St. Paul

May 2014 (Revised March 2017)
Case

Unilever's Lifebuoy in India: Implementing the Sustainability Plan

By: Christopher A. Bartlett

Unilever's new Global Brand VP must not only revitalize Lifebuoy soap's sagging market performance, but simultaneously impact the health of one billion people worldwide. The latter challenge comes from Unilever's new CEO who has introduced the Unilever Sustainable... View Details

Keywords: Multinational Management; Corporate Social Responsibility; Strategy Implementation; Marketing Strategy; Mission And Purpose; Change Management; International Business; Global; Fast-moving Consumer Goods; Soap; Corporate Social Responsibility and Impact; Health Care and Treatment; Environmental Sustainability; Global Strategy; Developing Countries and Economies; Beauty and Cosmetics Industry; Health Industry; India

December 2017 (Revised March 2018)
Case

Kellogg Company/eighteen94 capital

By: David Bell, Damien McLoughlin and Natalie Kindred

With 33,000 employees and revenues of $13 billion in 2016, Kellogg Company was the world’s largest producer of branded packaged cereal and a leader in branded convenience foods. Founded in 1906 and based in Michigan, the company had a proud history of product and... View Details

February 2021 (Revised July 2024)
Case

White Claw: Defending Market Share as Competition Encroaches

By the end of 2019, two brands accounted for 84% of hard seltzer sales, a segment that had recently taken the U.S. beer market by storm, growing from $3 million in 2015 to over $2.7 billion by the start of the summer of 2020. White Claw was the dominant market leader... View Details

Keywords: Brand Management; Alcoholic Beverages; Beer/brewing Industry; Brand Positioning; Growth; Competitive Positioning; Consumer Products; Beverage Industry; Value Proposition; Marketing; Brands and Branding; Competition; Product Positioning; Competitive Strategy; Consumer Behavior; Consumer Products Industry; Consumer Products Industry; United States

1978
Article

Perceptions of Unfair Marketing Practices: Consumerism Implications

By: Gerald Zaltman, Rajendra K. Srivastava and Rohit Deshpandé

Previous research in complaint behavior has ignored the perception of unfair marketing practices as an explanatory variable. Perceptions of unfair marketing practices are related to consumer complaint behavior, although differentially related across different ages.... View Details

Keywords: Ethics; Consumer Behavior; Marketing

March 2016 (Revised March 2022)
Teaching Note

Evive Health and Workplace Influenza Vaccinations

By: John Beshears

Evive Health is a company that manages communication campaigns on behalf of health insurance plans and large employers. Using big data techniques and insights from behavioral economics, Evive deploys targeted and effective messages that improve individuals' health... View Details

April 2021
Article

A Model of Multi-Pass Search: Price Search Across Stores and Time

By: Navid Mojir and K. Sudhir

In retail settings with price promotions, consumers often search across stores and time. However, the search literature typically only models one pass search across stores, ignoring revisits to stores; the choice literature using scanner data has modeled search across... View Details

Keywords: Consumer Search; Multi-pass Search; Price Search; Store Search; Spatial Search; Temporal Search; Spatiotemporal Search; Dynamic Structural Models; MPEC; Price Promotions; Store Loyalty; Consumer Behavior; Price; Spending; Marketing; Mathematical Methods

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February 2011
Case

Jamie Turner at MLI, Inc.

By: John J. Gabarro and Colleen Kaftan

The case describes the evolution of an interpersonal mismatch between a previously successful manager, Jamie Turner, and his new boss, Pat Cardullo. Turner, a 32-year-old MBA graduate, has been recruited by Cardullo to be vice president of marketing and sales at Modern... View Details

Keywords: Communication; Interpersonal Relations; Superior ＆ Subordinate; Micro Organizational Behavior; Performance Management; Personal Strategy ＆ Style; Management Style; Conflict Management; Interpersonal Communication; Employee Relationship Management; Rank and Position; Performance; Communication Strategy; Personal Development and Career; Acquisition; Consumer Products Industry; Consumer Products Industry; San Diego; Chicago

16 Jun 2008
Research & Ideas

Seven Tips for Managing Price Increases

discard your existing customer segmentation assumptions and segment consumers around product usage behavior and price sensitivity. You must get out into the marketplace yourself and talk to View Details

Keywords: by John Quelch

August 2019 (Revised February 2020)
Teaching Note

Sidewalk Labs: Privacy in a City Built from the Internet Up

By: Leslie John and Mitch Weiss

Email mking@hbs.edu for a courtesy copy.

The case serves as a microcosm of issues of digital privacy: the availability of data – personal data in particular – has tremendous potential to improve people’s lives... View Details

Keywords: Privacy; Privacy By Design; Privacy Regulation; Platforms; Data; Data Security; Behavioral Science; Analytics and Data Science; Safety; Entrepreneurship; Business and Government Relations; Consumer Behavior; Digital Platforms

Research Summary

Overview

Yanhua Bird's research encompasses two streams: (1) entrepreneurship and social innovation — how the design and structure of alternative forms of enterprises influence their activities and success, with a focus on peer-to-peer markets and social enterprises, and (2)... View Details

Keywords: Organizational Behavior; Strategy; Social Evaluation; Entrepreneurship; Social Innovation; Social Movements; Non-market Strategy; Corporate Sustainability

24 Jul 2019
Lessons from the Classroom

Can These Business Students Motivate Londoners to Do the Right Thing?

Insights Team (BIT), which became the world’s first government organization dedicated to incorporating behavioral economics into policy. BIT saw the tax letter as an opportunity to test the value of View Details

Keywords: by Dina Gerdeman

November 1983 (Revised June 1985)
Case

Pepsi-Cola United Kingdom (A)

By: Benson P. Shapiro and Edward J. Hoff

On January 2, 1983 Pepsi-Cola United Kingdom had to develop a plan to defend its successful Diet Pepsi brand against the about to be introduced diet Coke. Contains useful material on competitive behavior and on U.S. versus U.K. consumer behavior. View Details

Keywords: Product Launch; Consumer Behavior; Planning; Competition; Food and Beverage Industry; United Kingdom; United States

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