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  • October 2001 (Revised March 2002)
  • Background Note

Implicit Predictors of Consumer Behavior

By: Gerald Zaltman, Nancy Puccinelli, Kathryn A. Braun and Fred W Mast PHD
An important distinction is drawn in psychology between explicit and implicit knowledge. Explicit knowledge refers to consciously held beliefs about an individual or object that often draws on the remembering of experiences in the past. In contrast, implicit knowledge... View Details
Keywords: Forecasting and Prediction; Values and Beliefs; Knowledge Sharing; Consumer Behavior; Opportunities; Cognition and Thinking
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Zaltman, Gerald, Nancy Puccinelli, Kathryn A. Braun, and Fred W Mast PHD. "Implicit Predictors of Consumer Behavior." Harvard Business School Background Note 502-043, October 2001. (Revised March 2002.)
  • February 9, 2024
  • Article

The Rise of Consumer Crypto

By: Steve Kaczynski and Scott Duke Kominers
Although non-fungible tokens are often misunderstood and even derided, they remain a general and flexible solution for establishing and tracking ownership in the digital domain. As a superior solution to existing technology in many areas of the consumer economy, their... View Details
Keywords: Cryptocurrency; Crypto Economy; NFTs; Non-fungible Tokens; Internet Of Everything; Market Design; Technological Innovation; Demand and Consumers; Web Services Industry
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Kaczynski, Steve, and Scott Duke Kominers. "The Rise of Consumer Crypto." Project Syndicate (February 9, 2024).
  • March 2006
  • Course Overview Note

Consumer Marketing: Rethinking the Core

By: Youngme E. Moon
Outlines the structure and content of an advanced MBA course entitled Consumer Marketing: Rethinking the Core. The course, which is part of the second-year curriculum at the Harvard Business School, focuses on a reexamination of several fundamental marketing paradigms... View Details
Keywords: Marketing; Consumer Behavior
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Moon, Youngme E. "Consumer Marketing: Rethinking the Core." Harvard Business School Course Overview Note 506-059, March 2006.
  • 2011
  • Article

The Consumer Psychology of Mail-in Rebates

By: John T. Gourville and Dilip Soman
Consumers who buy a product intending to use an accompanying mail-in rebate often do not redeem the rebate. To explain this behavior, we argue that consumers use an anchoring and adjustment approach to predicting the likelihood of redeeming a rebate. In keeping with... View Details
Keywords: Product Marketing; Consumer Behavior; Sales; Motivation and Incentives
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Gourville, John T., and Dilip Soman. "The Consumer Psychology of Mail-in Rebates." Journal of Product & Brand Management 20, no. 2 (2011).
  • April 2010
  • Supplement

Metabical: Pricing, Packaging, and Demand Forecasting Recommendations for a New Weight Loss Drug, Spreadsheet Supplement (Brief Case)

By: John A. Quelch and Heather Beckham
Keywords: Return On Investment; Forecasting; Pricing Policies; Demand Planning; Demand and Consumers; Price; Forecasting and Prediction; Investment Return
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Quelch, John A., and Heather Beckham. "Metabical: Pricing, Packaging, and Demand Forecasting Recommendations for a New Weight Loss Drug, Spreadsheet Supplement (Brief Case)." Harvard Business School Spreadsheet Supplement 104-186, April 2010.
  • 21 Jul 2020
  • Working Paper Summaries

Business Reopening Decisions and Demand Forecasts During the COVID-19 Pandemic

Keywords: by Dylan Balla-Elliott, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, and Christopher Stanton
  • Article

Consumer Behavior, Retailer Power and Performance in Consumer Goods Industries

By: M. E. Porter
Keywords: Consumer Behavior; Performance; Goods and Commodities; Supply and Industry; Consumer Products Industry
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Porter, M. E. "Consumer Behavior, Retailer Power and Performance in Consumer Goods Industries." Review of Economics and Statistics 56, no. 4 (November 1974): 419–436.
  • 1981
  • Article

A Consumer Based Approach for Establishing Priorities in Consumer Information Programs: Implications for Public Policy

By: Rohit Deshpandé and S. Krishnan
Although there exists substantial research on the style and format of consumer information programs, little attention has been devoted to the critical issue of whether consumers need new information at all. A conceptual approach to systematically assess this... View Details
Keywords: Information; Consumer Behavior; Research
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Deshpandé, Rohit, and S. Krishnan. "A Consumer Based Approach for Establishing Priorities in Consumer Information Programs: Implications for Public Policy." Advances in Consumer Research 8 (1981): 338–343.
  • August 1995 (Revised January 1997)
  • Exercise

Consumer Behavior Exercise (E)

By: John A. Deighton and Susan M. Fournier
Students are instructed to interview a recent purchaser of a high-involvement product or service in depth about his/her ownership and usage experiences. The exercise provides students with first-hand understanding of important concepts in consumption domain (e.g.,... View Details
Keywords: Consumer Behavior
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Deighton, John A., and Susan M. Fournier. "Consumer Behavior Exercise (E)." Harvard Business School Exercise 596-043, August 1995. (Revised January 1997.)
  • August 1995 (Revised January 1997)
  • Exercise

Consumer Behavior Exercise (F)

By: John A. Deighton and Susan M. Fournier
Students are instructed to interview a recent purchaser of a high-involvement/ego-expressive product or service in depth about his/her ownership and usage experiences. The exercise provides students with first-hand understanding of important concepts in consumption... View Details
Keywords: Consumer Behavior
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Deighton, John A., and Susan M. Fournier. "Consumer Behavior Exercise (F)." Harvard Business School Exercise 596-044, August 1995. (Revised January 1997.)
  • August 1995 (Revised January 1997)
  • Exercise

Consumer Behavior Exercise (D)

By: John A. Deighton and Susan M. Fournier
Students are instructed to interview a recent purchaser of a low-involvement product or service in depth about his/her ownership and usage experiences. The exercise provides students with first-hand understanding of important concepts in consumption domain (e.g.,... View Details
Keywords: Consumer Behavior
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Deighton, John A., and Susan M. Fournier. "Consumer Behavior Exercise (D)." Harvard Business School Exercise 596-042, August 1995. (Revised January 1997.)
  • Article

Offline Showrooms in Omni-channel Retail: Demand and Operational Benefits

By: David R. Bell, Santiago Gallino and Antonio Moreno
Omnichannel environments where customers shop online and offline at the same retailer are ubiquitous and are deployed by online-first and traditional retailers alike. We focus on the relatively understudied domain of online-first retailers and the engagement of a key... View Details
Keywords: Experience Attributes; Marketing–operations Interface; Omnichannel Retailing; Quasi-experimental Methods; Retail Operations; Showrooms; Marketing Channels; Demand and Consumers; Performance Efficiency; Retail Industry
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Bell, David R., Santiago Gallino, and Antonio Moreno. "Offline Showrooms in Omni-channel Retail: Demand and Operational Benefits." Management Science 64, no. 4 (April 2018): 1629–1651. (Winner of the 2014 POMS Applied Research Challenge. Workshop on Information Systems Economics Overall Best Paper Award 2014.)
  • 2024
  • Working Paper

Incorporating Micro Data into Differentiated Products Demand Estimation with PyBLP

We delineate a general framework for incorporating many types of micro data from summary statistics to full surveys of selected consumers into Berry, Levinsohn, and Pakes (1995) style estimates of differentiated products demand systems. We extend recommended practices... View Details
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Conlon, Chris, and Jeff Gortmaker. "Incorporating Micro Data into Differentiated Products Demand Estimation with PyBLP." Working Paper, September 2024.
  • September 2002
  • Case

Align Technology, Inc.: Matching Manufacturing Capacity to Sales Demand

By: H. Kent Bowen and Jonathan P Groberg
Align Technology is a four-year-old medical products company that has invented a new product requiring new manufacturing processes. Demand for the new product has grown more slowly than initial forecasts predicted, and the cost structure is preventing the company from... View Details
Keywords: Health Care and Treatment; Collaborative Innovation and Invention; Problems and Challenges; Product; Forecasting and Prediction; Marketing Strategy; Sales; Demand and Consumers; Production; Health Industry
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Bowen, H. Kent, and Jonathan P Groberg. "Align Technology, Inc.: Matching Manufacturing Capacity to Sales Demand." Harvard Business School Case 603-058, September 2002.
  • November 2007
  • Article

Measuring Consumer and Competitive Impact with Elasticity Decompositions

Marketing investments are designed to change consumer behavior in ways that help goods compete in the marketplace. Previous research has focused on using elasticity decompositions to measure how these investments affect either consumer decision making or competing... View Details
Keywords: Decision Choices and Conditions; Investment Return; Marketing Strategy; Consumer Behavior; Measurement and Metrics; Mathematical Methods; Competitive Advantage
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Steenburgh, Thomas J. "Measuring Consumer and Competitive Impact with Elasticity Decompositions." Journal of Marketing Research (JMR) 44, no. 4 (November 2007): 636–646.
  • 05 Jul 2006
  • Working Paper Summaries

Measuring Consumer and Competitive Impact with Elasticity Decompositions

Keywords: by Thomas J. Steenburgh; Advertising
  • 26 Nov 2018
  • Working Paper Summaries

Demand Estimation in Models of Imperfect Competition

Keywords: by Alexander MacKay and Nathan H. Miller
  • 2016
  • Working Paper

The Impact of Supplier Inventory Service Level on Retailer Demand

By: Nathan Craig, Nicole DeHoratius and Ananth Raman
To set inventory service levels, suppliers must understand how changes in inventory service level affect demand. We build on prior research, which uses analytical models and laboratory experiments to study the impact of a supplier's service level on demand from... View Details
Keywords: Customer Satisfaction; Forecasting and Prediction; Learning; Consumer Behavior; Service Delivery; Performance Expectations; Apparel and Accessories Industry; Service Industry
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Craig, Nathan, Nicole DeHoratius, and Ananth Raman. "The Impact of Supplier Inventory Service Level on Retailer Demand." Working Paper. (Revised January 2016.)
  • May 1981 (Revised June 1994)
  • Case

Stride Rite: Demand Forecasting Process (A)

By: Arthur Schleifer Jr.
Keywords: Demand and Consumers; Forecasting and Prediction; Apparel and Accessories Industry
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Schleifer, Arthur, Jr. "Stride Rite: Demand Forecasting Process (A)." Harvard Business School Case 181-122, May 1981. (Revised June 1994.)
  • May 2020 (Revised August 2022)
  • Teaching Note

Direct to Consumer Brands

By: Sunil Gupta
In recent years, we have seen a dramatic rise of direct-to-consumer (DTC) brands. Many of these brands, such as Dollar Shave Club, Harry’s, Glossier, and Allbirds, entered mature markets dominated by established companies, and yet they grew rapidly to attain valuations... View Details
Keywords: Direct-to-consumer; Digital Marketing; Industry Evolution; Business Startups; Internet and the Web; Brands and Branding; Marketing; Change; Consumer Behavior
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Gupta, Sunil. "Direct to Consumer Brands." Harvard Business School Teaching Note 520-118, May 2020. (Revised August 2022.)
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