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      • Faculty Publications  (234)

      Consumer ResearchRemove Consumer Research →

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      • Article

      Platform Competition: Betfair and the U.K. Market for Sports Betting

      By: Ramon Casadesus-Masanell and Neil Campbell
      We examine two episodes of strategic interaction in the U.K. betting industry: (i) Betfair (an entrant multi-sided platform or MSP) vs. Flutter (also an MSP) and (ii) Betfair vs. traditional bookmakers. We find that although Betfair was an underfunded second mover in... View Details
      Keywords: Platform Design; Betting; Complements; Competing Business Models; Co-opetition; Entry; Multi-Sided Platforms; Design; Network Effects; Business Model; Competition; Cooperation
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      Casadesus-Masanell, Ramon, and Neil Campbell. "Platform Competition: Betfair and the U.K. Market for Sports Betting." Special Issue on Platforms. Journal of Economics & Management Strategy 28, no. 1 (Spring 2019): 29–40.
      • March 2019
      • Case

      DayTwo: Going to Market with Gut Microbiome

      By: Ayelet Israeli and David Lane
      DayTwo is a young Israeli startup that applies research on the gut microbiome and machine learning algorithms to deliver personalized nutritional recommendations to its users in order to minimize blood sugar spikes after meals. After a first year of trial rollout in... View Details
      Keywords: Start-up Growth; Startup; Positioning; Targeting; Go To Market Strategy; B2B2C; B2B Vs. B2C; Health & Wellness; AI; Machine Learning; Female Ceo; Female Protagonist; Science-based; Science And Technology Studies; Ecommerce; Applications; DTC; Direct To Consumer Marketing; US Health Care; "USA,"; Innovation; Pricing; Business Growth; Segmentation; Distribution Channels; Growth and Development Strategy; Business Startups; Science-Based Business; Health; Innovation and Invention; Marketing; Information Technology; Business Growth and Maturation; E-commerce; Applications and Software; Health Industry; Technology Industry; Insurance Industry; Information Technology Industry; Food and Beverage Industry; Israel; United States
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      Israeli, Ayelet, and David Lane. "DayTwo: Going to Market with Gut Microbiome." Harvard Business School Case 519-010, March 2019.
      • 2020
      • Working Paper

      Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

      By: Eva Ascarza
      The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
      Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Customer Value and Value Chain; Consumer Behavior; Analytics and Data Science; Mathematical Methods; Retail Industry
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      Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Harvard Business School Working Paper, No. 19-091, February 2019. (Revised May 2020. Accepted at the Journal of Marketing Research.)
      • 2025
      • Working Paper

      A Preference for Revision Absent Improvement

      By: Ximena Garcia-Rada, Leslie K. John, Ed O’Brien and Michael I. Norton
      People regularly encounter revised stimuli (e.g., revised versions of products, new editions of books, tweaked recipes, and technological updates). In principle, a world of constant revision should benefit people by affording them the most up-to-date offerings. In... View Details
      Keywords: Product Change; Versioning; Expectancy Effects; Heuristics; Intuitive Processing; Product Marketing; Change; Perception; Consumer Behavior
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      Garcia-Rada, Ximena, Leslie K. John, Ed O’Brien, and Michael I. Norton. "A Preference for Revision Absent Improvement." Harvard Business School Working Paper, No. 19-087, February 2019. (Revised April 2025.)
      • 2019
      • Chapter

      Behavioral Economics and Health-Care Markets

      By: Amitabh Chandra, Benjamin Handel and Joshua Schwartzstein
      This chapter summarizes research in behavioral health economics, focusing on insurance markets and product markets in health care. We argue that the prevalence of choice difficulties and biases leading to mistakes in these markets establish a special place for them in... View Details
      Keywords: Behavioral Economics; Consumer Behavior; Economics; Health Care and Treatment; Insurance; Markets
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      Chandra, Amitabh, Benjamin Handel, and Joshua Schwartzstein. "Behavioral Economics and Health-Care Markets." Chap. 6 in Handbook of Behavioral Economics: Foundations and Applications 2, edited by B. Douglas Bernheim, Stefano DellaVigna, and David Laibson, 459–502. Amsterdam: Elsevier/North-Holland, 2019.
      • Article

      Research: People Use Less Energy When They Think Their Neighbors Care About the Environment

      By: Jon M. Jachimowicz, Oliver P. Hauser, Julie O'Brien, Erin Sherman and Adam D. Galinsky
      A significant reduction in energy consumption is needed to help meet critical temperature thresholds. New research points to a way to help consumers work toward this goal – one that doesn’t rest on changing people’s personal beliefs about climate change. Rather, it... View Details
      Keywords: Sustainability; Energy; Energy Conservation; Motivation and Incentives
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      Jachimowicz, Jon M., Oliver P. Hauser, Julie O'Brien, Erin Sherman, and Adam D. Galinsky. "Research: People Use Less Energy When They Think Their Neighbors Care About the Environment." Harvard Business Review (website) (January 28, 2019).
      • January 2019
      • Supplement

      Understanding the Brand Equity of Nestlé Crunch Bar (B): Data Analysis

      By: Jill Avery and Gerald Zaltman
      In early 2018, Nestlé announced the sale of its U.S. candy-making division and a select collection of 20 of its confectionery brands, including the Nestlé Crunch Bar, to Ferrero SpA for $2.8 billion. Luckily, an old consumer research study on the Nestlé Crunch Bar... View Details
      Keywords: Brand Management; Market Research; Brand Positioning; Value Proposition; Consumer Products; Fast Moving Consumer Goods; Qualitative Methods; Zaltman Metaphor Elicitation Technique; ZMET; Data Analysis; Marketing; Marketing Strategy; Brands and Branding; Consumer Behavior; Marketing Communications; Analytics and Data Science; Analysis; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; United States; North America; Italy
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      Avery, Jill, and Gerald Zaltman. "Understanding the Brand Equity of Nestlé Crunch Bar (B): Data Analysis." Harvard Business School Supplement 519-062, January 2019.
      • January 2019
      • Case

      Understanding the Brand Equity of Nestlé Crunch Bar: A Market Research Case

      By: Jill Avery and Gerald Zaltman
      In early 2018, Nestlé announced the sale of its U.S. candy-making division and a select collection of 20 of its confectionery brands, including the Nestlé Crunch Bar, to Ferrero SpA for $2.8 billion. Under the terms of the Nestlé acquisition, each of the purchased... View Details
      Keywords: Brand Equity; Marketing; Market Research; Qualitative Research; Marketing Communication; Customer Satisfaction; Brands and Branding; Consumer Behavior; Marketing Communications; Marketing Strategy; Food and Beverage Industry; United States; North America; Italy
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      Avery, Jill, and Gerald Zaltman. "Understanding the Brand Equity of Nestlé Crunch Bar: A Market Research Case." Harvard Business School Case 519-061, January 2019.
      • Article

      Friends or Foes? Examining Platform Owners' Entry into Complementors' Spaces

      By: Feng Zhu
      As platform owners continue to expand their ecosystems, many of them have started to provide consumers with their own complementary applications. These moves position the platform owners as direct competitors to their complementors. This paper surveys empirical studies... View Details
      Keywords: Platform; Complementors; Digital Platforms; Market Entry and Exit; Competition
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      Zhu, Feng. "Friends or Foes? Examining Platform Owners' Entry into Complementors' Spaces." Special Issue on Platforms. Journal of Economics & Management Strategy 28, no. 1 (Spring 2019): 23–28.
      • 2018
      • Working Paper

      Platform Competition: Betfair and the U.K. Market for Sports Betting

      By: Ramon Casadesus-Masanell and Neil Campbell
      We examine two episodes of strategic interaction in the U.K. betting industry: (i) Betfair (an entrant multi-sided platform or MSP) vs. Flutter (also an MSP), and (ii) Betfair vs. traditional bookmakers. We find that although Betfair was an underfunded second mover in... View Details
      Keywords: Platform Design; Betting; Digital Platforms; Design; Network Effects; Business Model; Competition; Cooperation; Market Entry and Exit
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      Casadesus-Masanell, Ramon, and Neil Campbell. "Platform Competition: Betfair and the U.K. Market for Sports Betting." Harvard Business School Working Paper, No. 19-057, November 2018.
      • 2018
      • Working Paper

      Learning to Become a Taste Expert

      By: Kathryn A. Latour and John A. Deighton
      Evidence suggests that consumers seek to become more expert about hedonic products to enhance their enjoyment of future consumption occasions. Current approaches to becoming an expert center on cultivating an analytic mindset. In the present research the authors... View Details
      Keywords: Hedonic; Wine; Expertise; Holistic; Analytic; Sensory; Taste; Learning; Experience and Expertise; Analysis; Perception
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      Latour, Kathryn A., and John A. Deighton. "Learning to Become a Taste Expert." Harvard Business School Working Paper, No. 18-107, June 2018.
      • March 2018
      • Article

      How Context Affects Choice

      By: Raphael Thomadsen, Robert P. Rooderkerk, On Amir, Neeraj Arora, Bryan Bollinger, Karsten Hansen, Leslie John, Wendy Liu, Aner Sela, Vishal Singh, K. Sudhir and Wendy Wood
      Due to its origins in the literature on judgment and decision-making, context effects in marketing are construed exclusively in terms of how choices deviate from utility maximization principles as a function of how choices are presented (e.g., framing, sequence,... View Details
      Keywords: Decision Making; Decision Choices and Conditions; Situation or Environment; Consumer Behavior
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      Thomadsen, Raphael, Robert P. Rooderkerk, On Amir, Neeraj Arora, Bryan Bollinger, Karsten Hansen, Leslie John, Wendy Liu, Aner Sela, Vishal Singh, K. Sudhir, and Wendy Wood. "How Context Affects Choice." Special Issue on 2016 Choice Symposium. Customer Needs and Solutions 5, nos. 1-2 (March 2018): 3–14.
      • 2017
      • Article

      Frictions or Mental Gaps: What's Behind the Information We (Don't) Use and When Do We Care?

      By: Benjamin Handel and Joshua Schwartzstein
      Consumers suffer significant losses from not acting on available information. These losses stem from frictions such as search costs, switching costs, and rational inattention, as well as what we call mental gaps resulting from wrong priors/worldviews, or relevant... View Details
      Keywords: Information; Consumer Behavior
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      Handel, Benjamin, and Joshua Schwartzstein. "Frictions or Mental Gaps: What's Behind the Information We (Don't) Use and When Do We Care?" Journal of Economic Perspectives 32, no. 1 (Winter 2018): 155–178.
      • January 2018
      • Case

      Scaling Swagbucks (A)

      By: Jeffrey F. Rayport and Matthew G. Preble
      In early 2014, Chuck Davis (HBS '86) has joined Swagbucks as its first professional CEO to scale a successful and profitable brand promotion and consumer research business. Davis came into the job while serving as a venture partner at TCV, a growth stage VC firm,... View Details
      Keywords: Loyalty Management; Scaling; Scale; Entrepreneurship; Human Resources; Employees; Employee Relationship Management; Organizational Change and Adaptation; Organizational Culture; Organizational Design; Leading Change; Growth Management; Religion; Information Technology; Internet and the Web; Transition; Leadership; Web Services Industry; Technology Industry
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      Rayport, Jeffrey F., and Matthew G. Preble. "Scaling Swagbucks (A)." Harvard Business School Case 818-070, January 2018.
      • November 2017 (Revised July 2018)
      • Case

      Royal Philips: Designing Toward Profound Change

      By: Srikant M. Datar, Rajiv Lal and Caitlin N. Bowler
      This case explores Royal Philips CEO Frans van Houten's bold use of design research to inform a critical strategic decision: Should Philips leave its storied lighting business behind in favor of complete focus on health technology and consumer lifestyle products?... View Details
      Keywords: Design Research; Health Technology; Innovation; Design; Research; Decision Choices and Conditions; Strategy; Organizational Change and Adaptation; Transformation
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      Datar, Srikant M., Rajiv Lal, and Caitlin N. Bowler. "Royal Philips: Designing Toward Profound Change." Harvard Business School Case 118-017, November 2017. (Revised July 2018.)
      • September–October 2017
      • Article

      The Surprising Power of Online Experiments: Getting the Most Out of A/B and Other Controlled Tests

      By: Ron Kohavi and Stefan Thomke
      In the fast-moving digital world, even experts have a hard time assessing new ideas. Case in point: At Bing, a small headline change an employee proposed was deemed a low priority and shelved for months until one engineer decided to do a quick online controlled... View Details
      Keywords: Experiments; A/B Testing; Research; Consumer Behavior
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      Kohavi, Ron, and Stefan Thomke. "The Surprising Power of Online Experiments: Getting the Most Out of A/B and Other Controlled Tests." Harvard Business Review 95, no. 5 (September–October 2017): 74–82.
      • 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
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      Bandi, Chaithanya, Antonio Moreno, Donald Ngwe, and Zhiji Xu. "Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets." Working Paper, September 2018.
      • April 2017
      • Article

      Introduction to Special Issue: The Consumer in a Connected World

      By: John A. Deighton, Jacob Goldenberg and Andrew T. Stephen
      Keywords: Marketing; Consumer Behavior; Consumer Research; Smartphones; Data; Technology
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      Deighton, John A., Jacob Goldenberg, and Andrew T. Stephen. "Introduction to Special Issue: The Consumer in a Connected World." Journal of the Association for Consumer Research 2, no. 2 (April 2017): 137–139.
      • March–April 2017
      • Article

      What's the Value of a Like?: Social Media Endorsements Don't Work the Way You Might Think

      By: Leslie John, Daniel Mochon, Oliver Emrich and Janet Schwartz
      Brands spend billions of dollars a year on lavish efforts to establish and maintain a social media presence. But do those campaigns actually increase revenue? New research provides an answer to this question, which has vexed marketers ever since social media burst upon... View Details
      Keywords: Social and Collaborative Networks; Consumer Behavior; Marketing Strategy; Digital Marketing; Social Media
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      John, Leslie, Daniel Mochon, Oliver Emrich, and Janet Schwartz. "What's the Value of a Like? Social Media Endorsements Don't Work the Way You Might Think." Harvard Business Review 95, no. 2 (March–April 2017): 108–115.
      • Article

      Social Recycling Transforms Unwanted Goods into Happiness

      By: Grant Edward Donnelly, Cait Lamberton, Rebecca Walker Reczek and Michael I. Norton
      Consumers are often surrounded by resources that once offered meaning or happiness but that have lost this subjective value over time—even as they retain their objective utility. We explore the potential for social recycling—disposing of used goods by allowing other... View Details
      Keywords: Disposition; Well-being; Prosocial Behavior; Pro-environmental Behavior; Happiness; Behavior; Philanthropy and Charitable Giving; Environmental Sustainability
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      Donnelly, Grant Edward, Cait Lamberton, Rebecca Walker Reczek, and Michael I. Norton. "Social Recycling Transforms Unwanted Goods into Happiness." Journal of the Association for Consumer Research 2, no. 1 (January 2017): 48–63.
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