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Show Results For
- All HBS Web
(4,974)
- People (12)
- News (805)
- Research (3,490)
- Events (26)
- Multimedia (12)
- Faculty Publications (2,075)
- 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.
- January 2019 (Revised February 2024)
- Teaching Note
Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing
By: Ayelet Israeli
Teaching Note for HBS No. 519-011. As its Series A extension round approaches, the founders of Hubble, a subscription-based, social-media fueled, direct-to-consumer (DTC) brand of contact lenses, are reflecting on the marketing strategies that have taken them to a... View Details
Keywords: DTC; Direct To Consumer Marketing; Health Care; Mobile; Attribution; Experimentation; Experiments; Churn/retention; Customer Lifetime Value; Internet Marketing; Big Data; Analytics; A/B Testing; CRM; Advertising; Marketing; Marketing Channels; Marketing Strategy; Media; Brands and Branding; Marketing Communications; Digital Marketing; Acquisition; Growth and Development Strategy; Customer Focus and Relationships; Consumer Behavior; Social Media; E-commerce
- May 2008
- Teaching Note
Disney Consumer Products: Marketing Nutrition to Children (TN)
By: David E. Bell and Mary L. Shelman
Teaching Note for [507-006]. View Details
- February 2024
- Module Note
Data-Driven Marketing in Retail Markets
By: Ayelet Israeli
This note describes an eight-class sessions module on data-driven marketing in retail markets. The module aims to familiarize students with core concepts of data-driven marketing in retail, including exploring the opportunities and challenges, adopting best practices,... View Details
Keywords: Data; Data Analytics; Retail; Retail Analytics; Data Science; Business Analytics; "Marketing Analytics"; Omnichannel; Omnichannel Retailing; Omnichannel Retail; DTC; Direct To Consumer Marketing; Ethical Decision Making; Algorithmic Bias; Privacy; A/B Testing; Descriptive Analytics; Prescriptive Analytics; Predictive Analytics; Analytics and Data Science; E-commerce; Marketing Channels; Demand and Consumers; Marketing Strategy; Retail Industry
Israeli, Ayelet. "Data-Driven Marketing in Retail Markets." Harvard Business School Module Note 524-062, February 2024.
- Research Summary
Foreign Direct Investment, Finance, and Economic Development
Research has sought to understand how foreign direct investment affects host economies. This paper reviews the empirical literature, specifically addressing the question: How does FDI affect economic development of host countries and what is the role of local financial... View Details
- December 2009
- Case
TruEarth Healthy Foods: Market Research for a New Product Introduction
By: V. Kasturi Rangan and Sunru Yong
Topics covered include: consumer marketing, market research, new product introduction, and quantitative analysis. TruEarth Healthy Foods, a maker of gourmet pastas, sauces, and meals, wants to build on its successful introduction of fresh whole grain pasta by... View Details
Keywords: Market Research; Consumer Marketing; Brands; Food; Marketing Strategy; Consumer Behavior; Forecasting and Prediction; Product Launch; Brands and Branding; Retail Industry; Food and Beverage Industry
Rangan, V. Kasturi, and Sunru Yong. "TruEarth Healthy Foods: Market Research for a New Product Introduction." Harvard Business School Brief Case 094-065, December 2009.
- June 17, 2016
- Comment
Companies Need to Start Marketing Security to Customers
By: John A. Quelch
Recent events in Orlando underscore an important marketing truth: consumer safety and security are mission critical. A popular nightclub, Pulse, known as a safe place for the LGBT community, is put out of business at least temporarily by a terrorist act. Not far away... View Details
Keywords: Consumer Safety; Public Safety; Brand Attraction; Risk Management; Safe Environment Benefit; Marketing Safety; Global Brands; Advertising; Change Management; Disruption; Volatility; Crime and Corruption; Customers; Music Entertainment; Animation Entertainment; Film Entertainment; Brands and Branding; Marketing Communications; Marketing Strategy; Product Marketing; Consumer Behavior; Problems and Challenges; Safety; Corporate Strategy; Business Strategy; Entertainment and Recreation Industry; Tourism Industry; Travel Industry; United States
Quelch, John A. "Companies Need to Start Marketing Security to Customers." Harvard Business School Working Knowledge (June 17, 2016). (Republished by Fortune.com as "What the Orlando Tragedies Can Teach Businesses" on June 20, 2016.)
- 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... View Details
Keywords: by Julie Jette
- September 2014
- Article
Advancing Consumer Neuroscience
By: Ale Smidts, Ming Hsu, Alan G. Sanfey, Maarten A. S. Boksem, Richard B. Ebstein, Scott A. Huettel, Joe W. Kable, Uma R. Karmarkar, Shinobu Kitayama, Brian Knutson, Israel Liberzon, Terry Lohrenz, Mirre Stallen and Carolyn Yoon
In the first decade of consumer neuroscience, strong progress has been made in understanding how neuroscience can inform consumer decision making. Here, we sketch the development of this discipline and compare it to that of the adjacent field of neuroeconomics. We... View Details
Keywords: Consumer Neuroscience; Neuroeconomics; Social Neuroscience; Genes; Machine Learning; Meta-analysis; Consumer Behavior; Decision Making; Science
Smidts, Ale, Ming Hsu, Alan G. Sanfey, Maarten A. S. Boksem, Richard B. Ebstein, Scott A. Huettel, Joe W. Kable, Uma R. Karmarkar, Shinobu Kitayama, Brian Knutson, Israel Liberzon, Terry Lohrenz, Mirre Stallen, and Carolyn Yoon. "Advancing Consumer Neuroscience." Marketing Letters 25, no. 3 (September 2014): 257–267.
- 2023
- Working Paper
Rising Markups and the Role of Consumer Preferences
By: Hendrik Döpper, Alexander MacKay, Nathan H. Miller and Joel Stiebale
We characterize the evolution of markups for consumer products in the United States
from 2006 to 2019. We use detailed data on prices and quantities for products in more
than 100 distinct product categories to estimate demand systems with flexible... View Details
Keywords: Market Power; Markups; Demand Estimation; Consumer Products; Retailers; Product; Price; Demand and Consumers; Consumer Behavior
Döpper, Hendrik, Alexander MacKay, Nathan H. Miller, and Joel Stiebale. "Rising Markups and the Role of Consumer Preferences." Harvard Business School Working Paper, No. 22-025, October 2021. (Revised March 2023. Direct download.)
- April 2004 (Revised May 2005)
- Case
ING DIRECT
By: James L. Heskett
The CEO of ING Direct (U.S.) has to decide: (1) whether and how to coordinate his organization's branding effort with its parent, ING Group, and (2) how fast to grow the business. Includes color exhibits. View Details
Keywords: Decision Choices and Conditions; Entrepreneurship; Leadership Style; Growth Management; Brands and Branding; Planning; Problems and Challenges; Financial Services Industry; United States
Heskett, James L. "ING DIRECT." Harvard Business School Case 804-167, April 2004. (Revised May 2005.)
- 06 Apr 2009
- Research & Ideas
Cheers to the American Consumer
problem-solving entrepreneurs and successful entrepreneurs such as Bill Gates and Michael Dell become well-respected role models for younger people. Marketing, a distinctly American expertise, has of course encouraged consumers View Details
Keywords: by John Quelch
- 2015
- Other Teaching and Training Material
Marketing Reading: Digital Marketing
By: Sunil Gupta and Joseph Davin
Digital technology has changed how consumers search for information, interact with each other, and buy products. The popularization of these technologies has made it possible for companies to have a better understanding of their customers' decision journey and... View Details
Keywords: Advertising; Buzz Marketing; Internet Marketing; Marketing; Marketing Management; Social Media; Social Networks; Viral Marketing; Word-of-mouth Marketing; Digital; Internet; Marketing Channels; Marketing Reference Programs; Online Advertising; Advertising Industry
Gupta, Sunil, and Joseph Davin. "Marketing Reading: Digital Marketing." Core Curriculum Readings Series. Boston: Harvard Business Publishing 8224, 2015.
- 02 May 2005
- What Do You Think?
Where is Consumer Generated Marketing Taking Us?
Summing Up Consumer generated marketing is a fact of life to which all of us will have to adapt. Adaptation means learning how View Details
Keywords: by James Heskett
- 2010
- Working Paper
Banking Market Concentration and Consumer Credit Constraints: Evidence from the 1983 Survey of Consumer Finances
This paper uses data from the 1983 Survey of Consumer Finances to test the relationship between the banks' market power and households' self-reported levels of credit constraints. The 1983 Survey was the last to identify households' geographic location, making it... View Details
Keywords: Age Characteristics; Household Characteristics; Borrowing and Debt; Credit; Banks and Banking; Interest Rates; Geographic Location; Banking Industry
Bergstresser, Daniel B. "Banking Market Concentration and Consumer Credit Constraints: Evidence from the 1983 Survey of Consumer Finances." Harvard Business School Working Paper, No. 10-077, March 2010.
- February 5, 2009
- Comment
In Praise of Marketing
By: John A. Quelch
Many dismiss marketing as manipulative, deceptive, and intrusive. Marketing, they argue, focuses too much of our attention on material consumption. More recently, Benjamin Barber, in his 2007 book Consumed, claims that marketing is "sucking up the air from every other... View Details
Keywords: Marketing; Consumer Loyalty; Local Vs. Global Branding; Multi-national Brands; Misleading and Fraudulent Advertising; Customer Value and Value Chain; Customer Satisfaction; Globalized Economies and Regions; Cross-Cultural and Cross-Border Issues; Multinational Firms and Management; Globalized Markets and Industries; Brands and Branding; Marketing Communications; Marketing Strategy; Product Positioning
Quelch, John A. "In Praise of Marketing." Harvard Business School Working Knowledge (February 5, 2009).
- 2019
- Working Paper
Hidden in Plain Sight: Consumer Responses to Pseudo-Secrets in Marketing
By: Dafna Goor, Anat Keinan, Nir Halevy and Michael I. Norton
- 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.
- December 2020
- Article
Consumer Reactance to Promotional Favors
By: Marco Bertini and Aylin Aydinli
Promotional favors are an increasingly popular but seldom researched form of price promotion where the receipt of the saving by consumers depends on an action on their part that is nonmonetary in nature, such as completing a questionnaire, posting a review, or making a... View Details
Keywords: Promotional Favors; Conditional Discounts; Psychological Reactance; Price Promotions; Pricing; Marketing; Price; Consumer Behavior
Bertini, Marco, and Aylin Aydinli. "Consumer Reactance to Promotional Favors." Journal of Retailing 96, no. 4 (December 2020): 578–589.
- December 28, 2009
- Article
A Marketing Manifesto to Address China's Consumers Far and Wide
By: John A. Quelch and Katherine E. Jocz
Quelch, John A., and Katherine E. Jocz. "A Marketing Manifesto to Address China's Consumers Far and Wide." Financial Times (December 28, 2009), 10.