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October 2009
Article

Shaping Online Consumer Choice by Partitioning the Web

By: Jolie M. Martin and Michael I. Norton

This research explores how partitioning attributes in online search interfaces changes the valuations of those attributes-and impacts subsequent choice-such that attributes that are displayed as separate categories tend to receive greater decision weight than... View Details

Keywords: Decision Choices and Conditions; Information Management; Demand and Consumers; Research; Internet and the Web; Valuation

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2013
Dissertation

Designing Freemium: A Model of Consumer Usage, Upgrade, and Referral Dynamics

By: Clarence Lee, Vineet Kumar and Sunil Gupta

Abstract. Over the past decade "freemium" (free + premium) has become the dominant business model among internet start-ups for its ability to acquire and monetize a large install-base with limited marketing resources. Freemium is a hybrid strategy where a firm offers... View Details

Keywords: Discrete-Continuous Choice Dynamic Structural Models; Bayesian Estimation; Word-of-Mouth; Digital Services; Freemium; Entrepreneurship; Business Model; Motivation and Incentives; Marketing Strategy; Internet and the Web; Consumer Behavior; Marketing Reference Programs; Business Startups

September–October 2019
Article

How Purchase Probability Scales Can Shed Light on Consumer Purchase Intentions

By: Rene Befurt and Alvin J. Silk

Market researchers generally, and survey experts specifically, study consumers to learn about their behavior: What are consumers’ opinions, attitudes, thoughts, and actions at the various stages of the buying process? Especially in litigation cases, these and other... View Details

Keywords: Purchase Intentions; Buying Process; Consumer Behavior; Surveys

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 2025
Article

Differentiating on Diversity: How Disclosing Workforce Diversity Influences Consumer Choice

By: Maya Balakrishnan, Jimin Nam and Ryan W. Buell

Companies are facing increased pressure to “walk the talk” on diversity, equity, and inclusion (DEI) in their operations. One specific call-to-action from stakeholders is the public disclosure of EEO-1s. Companies with 100+ employees are federally mandated to annually... View Details

Keywords: Consumer Behavior; Corporate Disclosure; Diversity; Employees; Perception

2021
Working Paper

The Origins of CE Marking: Standards, Business, and the European Market in the 1980s–1990s

By: Grace Ballor

Many products—from consumer electronics to machinery to children’s toys—bear the CE Mark, the symbol of conformity to the ‘essential requirements’ of European standards governed by the process of CE Marking. This working paper traces the development of the system of... View Details

Keywords: Business And Government; Market Liberalization; Standards; Markets; Trade; Integration; Business History; Globalization; Business and Government Relations; Europe; European Union

April 2021
Background Note

HEAD vs. LEAD: Disruptions Originating at the High- vs. Low-End of the Market

By: Elie Ofek, Olivier Toubia and Didier Toubia

Twenty five years after it was initially proposed, Clay Christensen’s theory of disruptive innovation continues to be a major reference for entrepreneurs, corporate innovators, and investors. However, the term “disruptive innovation” is often used in ways and contexts... View Details

Keywords: Market Entry; New Product Management; Targeting; Disruptive Innovation; Market Entry and Exit; Entrepreneurship; Product; Management; Innovation Strategy; Technology

12 Mar 2008
Working Paper Summaries

Allocating Marketing Resources

Keywords: by Sunil Gupta & Thomas J. Steenburgh

June 2011 (Revised May 2012)
Case

Procter & Gamble: Marketing Capabilities

By: Rebecca M. Henderson and Ryan Johnson

P&G had become known and recognized as a marketing machine. It was the largest advertiser in the world, with 2010 spending of $8.68 billion. From the company's early exploitation of broadcast media (radio and television) for its soap products to more recent experiments... View Details

Keywords: Advertising; Change Management; Globalized Markets and Industries; Innovation Strategy; Brands and Branding; Marketing Communications; Expansion; Consumer Products Industry

October 1999 (Revised March 2000)
Case

HP Consumer Products Business Organization: Distributing Printers via the Internet

By: Rajiv Lal, Kirthi Kalyanam, Shelby Mc Intyre and Edie Prescott

In spring 1998, Pradeep Jotwani, vice president and general manager of the Consumer Products Business Organization of the Hewlett-Packard Co. (HP), was contemplating the increasing success of e-commerce and its implications for his division. The consumer products group... View Details

Keywords: Decision Choices and Conditions; Marketing Channels; Business Processes; Problems and Challenges; Partners and Partnerships; Sales; Business Strategy; Information Technology; Consumer Products Industry

2011
Book

Moving Forward: The Future of Consumer Credit and Mortgage Finance

By: Nicolas P. Retsinas and Eric Belsky

The recent collapse of the mortgage market revealed fractures in the credit market that have deep roots in the system's structure, conduct, and regulation. The time has come for a clear-eyed assessment of what happened and how the system should be strengthened and... View Details

Keywords: Financial Crisis; Capital Markets; Credit; Financial Markets; Mortgages; Personal Finance; Governing Rules, Regulations, and Reforms; Demand and Consumers; Financial Services Industry

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December 2010 (Revised March 2011)
Background Note

Strategic Marketing in Creative Industries

By: Anita Elberse

A note for educators describing an elective course for second-year MBA Students at Harvard Business School, "Strategic Marketing in Creative Industries." which focuses on strategic marketing challenges for firms in the creative industries, defined as industries that... View Details

Keywords: Marketing Strategy

25 Jan 2017
HBS Case

How Should Advertisers Respond to Consumer Demand for Whiter Skin?

had worked an average of 12 to 15 years in a variety of industries. “Consumers vote with their pocketbooks, and they’re saying they want this product. It makes the consumer feel beautiful. Who is the government or an activist organization... View Details

Keywords: by Dina Gerdeman; Beauty & Cosmetics

October 2003 (Revised December 2020)
Case

Globalizing Consumer Durables: Singer Sewing Machine before 1914

By: Geoffrey Jones and David Kiron

Examines the global strategy of Singer, one of the world's first multinationals, before 1914. Singer, a U.S. pioneer of the modern sewing machine, established its first foreign factory in Scotland in 1867. Investments followed in manufacturing and marketing in other... View Details

Keywords: Business History; Multinational Firms and Management; Global Strategy; Entrepreneurship; Investment; Globalization

2012
Working Paper

Entrepreneurship in the Natural Food and Beauty Categories Before 2000: Global Visions and Local Expressions

By: Geoffrey Jones

This working paper examines the creation of the global natural food and beauty categories before 2000. This is shown to have been a lengthy process of new category creation involving the exercise of entrepreneurial imagination. Pioneering entrepreneurs faced little... View Details

Keywords: Marketing; Consumer Goods; Entrepreneurs; Environment; Food; Globalization; Business History; Agribusiness; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Asia; Europe; Latin America; Middle East; North and Central America

2024
Working Paper

Using LLMs for Market Research

By: James Brand, Ayelet Israeli and Donald Ngwe

Large language models (LLMs) have rapidly gained popularity as labor-augmenting tools for programming, writing, and many other processes that benefit from quick text generation. In this paper we explore the uses and benefits of LLMs for researchers and practitioners... View Details

Keywords: Large Language Model; Research; AI and Machine Learning; Analysis; Customers; Consumer Behavior; Technology Industry; Information Technology Industry

April 2018
Article

Consumers Avoid Buying from Firms with Higher CEO-to-Worker Pay Ratios

By: Bhavya Mohan, Tobias Schlager, Rohit Deshpandé and Michael I. Norton

We document a novel driver of consumer behavior: pay ratio disclosure. Swiss corporation performance data gathered during a legally mandated pay ratio referendum reveals that salient high pay ratios are associated with decreased firm sales (Pilot Study). An... View Details

Keywords: Pay Ratio; Wage Fairness; Purchase Intention; Customers; Wages; Fairness; Consumer Behavior

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May 2017 (Revised March 2018)
Case

Predicting Consumer Tastes with Big Data at Gap

By: Ayelet Israeli and Jill Avery

CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big... View Details

August 2004 (Revised August 2005)
Background Note

Online Auction Markets

eBay, Yahoo!, and Amazon.com entered the online auction market within four years of one another, along with a host of smaller Web sites. Five years later, eBay clearly outstripped its competitors, despite the fact that Yahoo! and Amazon both had a huge installed base... View Details

Keywords: Internet and the Web; Auctions; Network Effects

05 Feb 2009
Research & Ideas

In Praise of Marketing

among many consumers than any political party, trade union, church, or mosque. Indeed, Starbucks founder Howard Schultz sought to make his coffee shops the "third place" in our lives, after home and work. View Details

Keywords: by John Quelch; Advertising

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