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  • All HBS Web  (2,305)
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  • June 2025
  • Article

Ideation with Generative AI—In Consumer Research and Beyond

By: Julian De Freitas, G. Nave and Stefano Puntoni
The use of large language models (LLMs) in consumer research is rapidly evolving, with applications including synthetic data generation, data analysis, and more. However, their role in creative ideation—a cornerstone of consumer research—remains underexplored. Drawing... View Details
Keywords: Large Language Model; AI and Machine Learning; Creativity; Innovation Strategy
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De Freitas, Julian, G. Nave, and Stefano Puntoni. "Ideation with Generative AI—In Consumer Research and Beyond." Journal of Consumer Research 51, no. 1 (June 2025): 18–31.
  • 15 Oct 2014
  • Research & Ideas

Apple Pay’s Technology Adoption Problem

Bitcoin, a software-based online payment system, and he sees similarities between technology adoption roadblocks Bitcoin has encountered and issues Apple Pay is likely to face. "Apple Pay has the same problems as Bitcoin: There's no... View Details
Keywords: by Dina Gerdeman; Technology; Technology
  • March–April 2025
  • Article

Getting Value from Digital Technologies

By: Frank Cespedes and Georg Krentzel
Companies need digital technologies in an omni-channel buying world where online and in-person interactions are complements, not either/or substitutes. Multi-channel hybrid sales solutions are required, but what are the key requirements for using the available... View Details
Keywords: Sales; Technology Adoption; Competitive Advantage
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Cespedes, Frank, and Georg Krentzel. "Getting Value from Digital Technologies." European Business Review (March–April 2025): 6–9.
  • 05 Aug 2002
  • Research & Ideas

Are Consumers the Cure for Broken Health Insurance?

patient-protection legislation promising to set off a round of expensive lawsuits, and costly genomic technologies on the horizon, the price of insurance is almost certain to continue its upward spiral in the years ahead. And what do... View Details
Keywords: by Regina E. Herzlinger
  • 04 Jun 2014
  • What Do You Think?

Does Internet Technology Threaten Brand Loyalty?

choice, why would you have to be brand loyal?" Consumer loyalty, he continued, "will vary and fluctuate on a technological continuum of innovation/change (loyal one day and maybe not the... View Details
Keywords: by James Heskett; Consumer Products; Consumer Products; Consumer Products
  • 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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Martin, Jolie M., and Michael I. Norton. "Shaping Online Consumer Choice by Partitioning the Web." Psychology & Marketing 26, no. 10 (October 2009): 908–926.
  • September 2018
  • Article

Aggregation of Consumer Ratings: An Application to Yelp.com

By: Weijia Dai, Ginger Jin, Jungmin Lee and Michael Luca
Because consumer reviews leverage the wisdom of the crowd, the way in which they are aggregated is a central decision faced by platforms. We explore this "rating aggregation problem" and offer a structural approach to solving it, allowing for (1) reviewers to vary in... View Details
Keywords: User Generated Content; Crowdsourcing; Yelp; Social and Collaborative Networks; Information; Internet and the Web; Learning; Mathematical Methods; E-commerce
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Dai, Weijia, Ginger Jin, Jungmin Lee, and Michael Luca. "Aggregation of Consumer Ratings: An Application to Yelp.com." Quantitative Marketing and Economics 16, no. 3 (September 2018): 289–339.
  • 28 Jul 2015
  • Working Paper Summaries

Technology Reemergence: Creating New Value for Old Technologies in Swiss Mechanical Watchmaking, 1970–2008

Keywords: by Ryan Raffaelli; Consumer Products; Consumer Products
  • 03 Mar 2003
  • Research & Ideas

The Basics of Consumer Marketing in Asia

Consumer product makers looking to sell in Asia cannot expect the relative homogeneity they find in the U.S. or European countries, according to the panelists at the "Consumer Marketing in Asia" panel at the HBS Asia Business... View Details
Keywords: by Julie Jette
  • 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
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Lal, Rajiv, Kirthi Kalyanam, Shelby Mc Intyre, and Edie Prescott. "HP Consumer Products Business Organization: Distributing Printers via the Internet." Harvard Business School Case 500-021, October 1999. (Revised March 2000.)
  • October 14, 2023
  • Article

Will Consumers Buy Selfish Self-Driving Cars?

By: Julian De Freitas
Keywords: AI and Machine Learning; Ethics; Technological Innovation; Safety; Auto Industry
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De Freitas, Julian. "Will Consumers Buy Selfish Self-Driving Cars?" Wall Street Journal (October 14, 2023), C5.
  • 02 May 2005
  • What Do You Think?

Where is Consumer Generated Marketing Taking Us?

This brings us full cycle to some of our original questions about consumer generated marketing. Is it really something "new under the sun"? Is it, for marketers, a disruptive technology in its own... View Details
Keywords: by James Heskett
  • July 2006 (Revised March 2010)
  • Case

Symantec vs. McAfee: Competing in the Consumer Anti-virus Industry

By: Ramon Casadesus-Masanell and Jordan Mitchell
Symantec and McAfee hold 53.6% and 18.8% respectively, of the anti-virus software market as of 2006. While the market is concentrated with five firms controlling over 90%, Microsoft is on the eve of releasing a consumer security subscription packed called OneCare Live.... View Details
Keywords: Business Model; Market Entry and Exit; Competitive Strategy; Software; Information Technology Industry
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Casadesus-Masanell, Ramon, and Jordan Mitchell. "Symantec vs. McAfee: Competing in the Consumer Anti-virus Industry." Harvard Business School Case 707-413, July 2006. (Revised March 2010.)
  • September 2019
  • Case

Funding Sources for Science & Technology Start-ups in India

By: Tarun Khanna, Arjun Swarup and Rachna Tahilyani
India's start-up ecosystem is amongst the largest globally, with a variety of funding options from angel investors, venture capital and corporate venture capital to debt. Classic consumer focused start-ups which look to leverage technology have been able to raise... View Details
Keywords: Venture Capital; Business Startups; Science; Information Technology; Technology Industry; Technology Industry; Technology Industry; India; South Asia
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Khanna, Tarun, Arjun Swarup, and Rachna Tahilyani. "Funding Sources for Science & Technology Start-ups in India." Harvard Business School Case 720-401, September 2019.
  • 06 Jan 2014
  • Research & Ideas

Technology Re-Emergence: Creating New Value for Old Innovations

Out with the old, in with the new! That's the natural path of innovation. PCs killed typewriters, for instance. Smartphones superseded telephones, pocket calculators, and point-and-shoot cameras. Every once in a while, though, an old View Details
Keywords: by Carmen Nobel; Technology; Technology; Technology
  • 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
Keywords: Retailing; Preference Elicitation; Big Data; Predictive Analytics; Artificial Intelligence; Fashion; Marketing; Marketing Strategy; Marketing Channels; Brands and Branding; Consumer Behavior; Demand and Consumers; Analytics and Data Science; Forecasting and Prediction; E-commerce; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; United States; Canada; North America
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Israeli, Ayelet, and Jill Avery. "Predicting Consumer Tastes with Big Data at Gap." Harvard Business School Case 517-115, May 2017. (Revised March 2018.)
  • 24 Jul 2000
  • Research & Ideas

Global Brands: Connecting With Consumers Across Boundaries

significant advances in technology and productivity, was the pottery firm founded by Josiah Wedgwood in 1760—"the first example I can find," said Koehn, "of a company using a brand as a strategic tool to interest View Details
Keywords: by James E. Aisner
  • February 2018 (Revised December 2019)
  • Case

Rise of the Drones: Identified Technologies

By: Andy Wu and George Gonzalez
The founder and CEO of Identified Technologies, a Pittsburgh-based drone software and services company, faces a dilemma when San Francisco–based DroneDeploy begins to disrupt the industry with its drone software platform. Identified Technologies needs to consider... View Details
Keywords: Applications and Software; Digital Platforms; Disruption; Network Effects; Computer Industry; Web Services Industry; Pittsburgh; San Francisco
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Wu, Andy, and George Gonzalez. "Rise of the Drones: Identified Technologies." Harvard Business School Case 718-482, February 2018. (Revised December 2019.)
  • 2024
  • Working Paper

Platform Information Provision and Consumer Search: A Field Experiment

By: Lu Fang, Yanyou Chen, Chiara Farronato, Zhe Yuan and Yitong Wang
Despite substantial efforts to help consumers search in more intuitive ways, text search remains the predominant tool for product discovery online. In this paper, we explore the effects of visual and textual cues for search refinement on consumer search and purchasing... View Details
Keywords: Consumer Behavior; E-commerce; Decision Choices and Conditions; Learning; Internet and the Web
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Fang, Lu, Yanyou Chen, Chiara Farronato, Zhe Yuan, and Yitong Wang. "Platform Information Provision and Consumer Search: A Field Experiment." NBER Working Paper Series, No. 32099, February 2024.
  • January 2023
  • Module Note

Network Effects in Technology

By: Andy Wu and Matt Higgins
In business and strategy contexts, network effects are often accompanied by bandwagon (or herding) effects, positive feedback loops (or accumulated advantage effects), and market tipping (or winner-take-all dynamics). Though these phenomena are often grouped together... View Details
Keywords: Strategy; Network Effects
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Wu, Andy, and Matt Higgins. "Network Effects in Technology." Harvard Business School Module Note 723-417, January 2023.
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