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Show Results For
- All HBS Web
(877)
- People (2)
- News (118)
- Research (672)
- Events (12)
- Multimedia (1)
- Faculty Publications (272)
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- Forthcoming
- Article
Consumer Choice and Corporate Bankruptcy
By: Samuel Antill and Megan Hunter
We estimate the indirect costs of corporate bankruptcy associated with lost customers. In incentivized experiments, randomly informing consumers about a firm’s Chapter 11 reorganization lowers their willingness to pay for the firm’s products by 17%-28%. Consumers worry... View Details
- 2022
- Working Paper
Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments
By: Fanglin Chen, Xiao Liu, Davide Proserpio and Isamar Troncoso
We propose a method, Product2Vec, based on representation learning, that can automatically learn latent product attributes that drive consumer choices, to study product-level competition when the number of products is large. We demonstrate Product2Vec’s... View Details
Chen, Fanglin, Xiao Liu, Davide Proserpio, and Isamar Troncoso. "Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments." NYU Stern School of Business Research Paper Series, July 2022.
- 2018
- Working Paper
Semi-Parametric Estimation of Dynamic Discrete Choice Models
By: David Hao Zhang
I develop a new method for estimating counterfactuals in dynamic discrete choice models, a widely used set of models in economics, without requiring a distributional assumption on utility shocks. Applying my method to the canonical Rust (1987) setting, I find that the... View Details
Zhang, David Hao. "Semi-Parametric Estimation of Dynamic Discrete Choice Models." Working Paper, April 2018.
- Research Summary
Relative Thinking and Consumer Choice
Fixed differences appear smaller when compared to large differences. Professor Schwartzstein has proposed a model of relative thinking, in which a person weighs a given change by less when he compares it to a larger range. Relative thinking implies that a person is... View Details
- September 2014
- Article
The Interrelationships Between Brand and Channel Choice
By: Scott Neslin, Kenshuk Jerath, Anand Bodapati, Eric T. Bradlow, John A. Deighton, Sonja Gensler, Leonard Lee, Elisa Montaguti, Rahul Telang, Raj Venkatesan, Peter C. Verhoef and Z. John Zhang
We propose a framework for the joint study of the consumer's decision of where to buy and what to buy. The framework is rooted in utility theory where the utility is for a particular channel/brand combination. The framework contains firm actions, the consumer search... View Details
Keywords: Brand Choice; Channel Choice; Utility Theory; Marketing; Decision Choices and Conditions; Consumer Behavior; Learning; Electronics Industry; Auto Industry; Information Technology Industry; Telecommunications Industry; Aerospace Industry
Neslin, Scott, Kenshuk Jerath, Anand Bodapati, Eric T. Bradlow, John A. Deighton, Sonja Gensler, Leonard Lee, Elisa Montaguti, Rahul Telang, Raj Venkatesan, Peter C. Verhoef, and Z. John Zhang. "The Interrelationships Between Brand and Channel Choice." Marketing Letters 25, no. 3 (September 2014): 319–330.
- 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
Martin, Jolie M., and Michael I. Norton. "Shaping Online Consumer Choice by Partitioning the Web." Psychology & Marketing 26, no. 10 (October 2009): 908–926.
- January 2017
- Article
Should You Sleep on It? The Effects of Overnight Sleep on Subjective Preference-based Choice
By: Uma R. Karmarkar, Baba Shiv and Rebecca M.C. Spencer
Conventional wisdom and studies of unconscious processing suggest that sleeping on a choice may improve decision-making. Though sleep has been shown to benefit several cognitive tasks, including problem solving, its impact on everyday choices remains unclear. Here we... View Details
Keywords: Decision Making; Choice; Sleep; Choice Sets; Confidence; Consumer Psychology; Consumer Preferences; Decision Choices and Conditions; Consumer Behavior
Karmarkar, Uma R., Baba Shiv, and Rebecca M.C. Spencer. "Should You Sleep on It? The Effects of Overnight Sleep on Subjective Preference-based Choice." Journal of Behavioral Decision Making 30, no. 1 (January 2017): 70–79.
- 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
Balakrishnan, Maya, Jimin Nam, and Ryan W. Buell. "Differentiating on Diversity: How Disclosing Workforce Diversity Influences Consumer Choice." Production and Operations Management 34, no. 3 (March 2025): 457–474.
- February 2021
- Article
How Transparency into Internal and External Responsibility Initiatives Influences Consumer Choice
By: Ryan W. Buell and Basak Kalkanci
Amid growing calls for transparency and social and environmental responsibility, companies are employing different strategies to improve consumer perceptions of their brands. Some pursue internal initiatives that reduce their negative social or environmental impacts... View Details
Keywords: Sustainable Operations; Corporate Social Responsibility; Operational Transparency; Corporate Social Responsibility and Impact; Operations; Environmental Sustainability; Consumer Behavior; Perception
Buell, Ryan W., and Basak Kalkanci. "How Transparency into Internal and External Responsibility Initiatives Influences Consumer Choice." Management Science 67, no. 2 (February 2021): 932–950.
- 05 Jun 2019
- Working Paper Summaries
How Transparency into Internal and External Responsibility Initiatives Influences Consumer Choice
Keywords: by Ryan W. Buell and Basak Kalkanci
- 2019
- Working Paper
Relative Performance Transparency: Effects on Sustainable Choices
By: Ryan W. Buell, Shwetha Mariadassou and Yanchong Zheng
We study how transparency into the levels and changes of relative sustainability performance affects consumer choices. Our work considers two forms of transparency: process transparency, in which customers receive information about the company's sustainability... View Details
Keywords: Relative Performance Tranparency; Process Transparency; Customer Transparency; Levels; Changes; Reflectiveness; Self-serving Attribution Biases; Sustainability; Consumer Choice
Buell, Ryan W., Shwetha Mariadassou, and Yanchong Zheng. "Relative Performance Transparency: Effects on Sustainable Choices." Harvard Business School Working Paper, No. 19-079, January 2019.
- Fall 2011
- Article
A Brief Postwar History of U.S. Consumer Finance
By: Gunnar Trumbull and Peter Tufano
In this brief history of U.S. consumer finance since World War II, the sector is defined based on the functions delivered by firms in the form of payments, savings and investing, borrowing, managing risk, and providing advice. Evidence of major trends in consumption,... View Details
Keywords: Consumer Finance; Consumer Credit; U.s. History; Consumer Behavior; Personal Finance; Credit; Trends; History; United States
Trumbull, Gunnar, and Peter Tufano. "A Brief Postwar History of U.S. Consumer Finance." Business History Review 85, no. 3 (Fall 2011): 461–498.
- January–February 2020
- Article
Consumer Reactions to Drip Pricing
By: Shelle Santana, Steven Dallas and Vicki Morwitz
This research examines how drip pricing—a strategy whereby a firm advertises only part of a product’s price upfront and then reveals additional mandatory or optional fees/surcharges as the consumer proceeds through the buying process—affects consumer choice and... View Details
Keywords: Drip Pricing; Pricing; Consumer Protection; Hidden Fees; Price; Consumer Behavior; Perception
Santana, Shelle, Steven Dallas, and Vicki Morwitz. "Consumer Reactions to Drip Pricing." Marketing Science 39, no. 1 (January–February 2020): 188–210.
- 2018
- Article
Overcoming Barriers to Time-Saving: Reminders of Future Busyness Encourage Consumers to Buy Time
By: A. V. Whillans, Elizabeth W. Dunn and Michael I. Norton
Spending money on time-saving purchases improves happiness. Yet, people often fail to spend their money in this way. Because most people believe that the future will be less busy than the present, they may underweight the value of these purchases. We examine the impact... View Details
Keywords: Consumer Choice; Sharing Economy; Opportunity Cost; Time-as Money; Well-being; Time Management; Happiness; Perception; Behavior
Whillans, A. V., Elizabeth W. Dunn, and Michael I. Norton. "Overcoming Barriers to Time-Saving: Reminders of Future Busyness Encourage Consumers to Buy Time." Social Influence 13, no. 2 (2018): 117–124.
- December 2005
- Article
Understanding Firm, Physician and Consumer Choice Behavior in the Pharmaceutical Industry
This paper argues that the pharmaceutical industry represents an exciting opportunity to carry out academic research. The nature of the industry allows researchers to answer new questions, develop new methodologies for answering these questions as well as to apply... View Details
Manchanda, Puneet, Dick R. Wittink, Andrew Ching, Paris Cleanthous, Min Ding, Xiaojing J. Dong, Peter S. H. Leeflang, Sanjog Misra, Natalie Mizik, Sridhar Narayanan, Thomas J. Steenburgh, Jaap E. Wieringa, Marta Wosinska, and Ying Xie. "Understanding Firm, Physician and Consumer Choice Behavior in the Pharmaceutical Industry." Marketing Letters 16, nos. 3/4 (December 2005): 293 – 308.
- Article
Long Term Impact of Promotion and Advertising on Consumer Brand Choice
By: Carl Mela, Sunil Gupta and Donald R. Lehmann
Keywords: Product Marketing; Advertising; Brands and Branding; Decision Choices and Conditions; Customers
Mela, Carl, Sunil Gupta, and Donald R. Lehmann. "Long Term Impact of Promotion and Advertising on Consumer Brand Choice." Journal of Marketing Research (JMR) 34, no. 2 (May 1997): 248–261. (Winner of American Marketing Association. Marketing Communications Special Interest Group Best Paper Award presented by American Marketing Association. Winner of Marketing Science Institute Best Paper Award To honor the authors of the MSI working papers that have made the most significant contribution to marketing practice and thought presented by Marketing Science Institute. Winner of Paul E. Green Award For the best article in the Journal of Marketing Research that demonstrates the greatest potential to contribute significantly to the practice of marketing research presented by American Marketing Association Foundation. Winner of William F. O'Dell Award For the Journal of Marketing Research article that has made the most significant, long-term contribution to marketing theory, methodology, and/or practice presented by American Marketing Association.)
- Article
A Brand's Eye View of Response Segmentation in Consumer Choice Behavior
By: Randolph E. Bucklin, Sunil Gupta and Sangman Han
Bucklin, Randolph E., Sunil Gupta, and Sangman Han. "A Brand's Eye View of Response Segmentation in Consumer Choice Behavior." Journal of Marketing Research (JMR) 32, no. 1 (February 1995): 66–74.
- 26 Oct 2023 - 28 Oct 2023
- Other Presentation
Interacting with Tech: Exploring Consumer Choices in the Age of Automation
- September 2014
- Article
Structural Models of Complementary Choices
By: Steven T. Berry, Ahmed Khwaja, Vineet Kumar, Andres Musalem, Kenneth C. Wilbur, Greg Allenby, Bharat Anand, Pradeep K. Chintagunta, W. Michael Hanemann, Przemyslaw Jeziorski and Angelo Mele
Complementary choices are important and pervasive yet occasionally elusive. Single consumers make complementary choices in purchase decisions (e.g., chips and salsa), product inter-operabilities (smartphones and networks), and dynamic decisions (current exercise and... View Details
Berry, Steven T., Ahmed Khwaja, Vineet Kumar, Andres Musalem, Kenneth C. Wilbur, Greg Allenby, Bharat Anand, Pradeep K. Chintagunta, W. Michael Hanemann, Przemyslaw Jeziorski, and Angelo Mele. "Structural Models of Complementary Choices." Marketing Letters 25, no. 3 (September 2014): 245–256.