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  • February 2021 (Revised May 2021)
  • Case

SafeGraph: Selling Data as a Service

By: Ramana Nanda, Abhishek Nagaraj and Allison Ciechanover
Set in January 2021, the CEO of SafeGraph, a four-year-old startup that sold Data as a Service, looked to the future. His aim was to become the most trusted source for data about a physical place. The company provided points of interest (POI) and foot traffic data on... View Details
Keywords: Data As A Service; Monetization; Pricing; Business Startups; Analytics and Data Science; Consumer Behavior; Analysis; Business Model; Health Pandemics; Information Industry; United States
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Nanda, Ramana, Abhishek Nagaraj, and Allison Ciechanover. "SafeGraph: Selling Data as a Service." Harvard Business School Case 821-082, February 2021. (Revised May 2021.)
  • 2022
  • Working Paper

Many Markets Make Good Neighbors: Multimarket Contact and Deposit Banking

By: John William Hatfield and Jonathan Wallen
We investigate the relationship between the interest rates offered to consumers in a deposit banking market and the contact that banks in that market have with each other in other markets. We show, in a simple theoretical model, that such overlapping relationships... View Details
Keywords: Antitrust; Deposit Banking; Market Power; Multimarket Contact; Banks and Banking; Markets; Competition
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Hatfield, John William, and Jonathan Wallen. "Many Markets Make Good Neighbors: Multimarket Contact and Deposit Banking." Working Paper, January 2022.
  • 20 Aug 2018
  • Research & Ideas

Bargain Hunters Beware: A Store's 'Original Price' Might Not Be After All

PeopleImages Sale! Even the word is enough to send a flutter through the hearts of certain shoppers, who salivate in anticipation of scoring a discount off a product’s original price. Few consumers stop to think, however, that the only... View Details
Keywords: by Michael Blanding; Advertising; Retail
  • 2018
  • Working Paper

Shipping Fees and Product Assortment in Online Retail

By: Chaoqun Chen and Donald Ngwe
Shipping fees are an important aspect of online retail for both consumers and sellers. A common fee structure is contingent free shipping, in which consumers are granted free shipping for basket sizes above a minimum value and are charged a flat fee for orders below... View Details
Keywords: Shpping Fee; E-commerce; Multi-category Demand; Search Costs; Shipping Membership; Spending; Consumer Behavior; Retail Industry
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Chen, Chaoqun, and Donald Ngwe. "Shipping Fees and Product Assortment in Online Retail." Harvard Business School Working Paper, No. 19-034, September 2018.
  • March 2015
  • Case

Unilever: Combatting Global Food Waste

By: David F. Drake, Janice H. Hammond and Matthew G. Preble
The global consumer goods company Unilever was on pace to hit a number of aggressive targets by 2020 as part of the Unilever Sustainable Living Project, including a goal to halve the waste associated with the disposal of its products. Unilever's chief supply chain... View Details
Keywords: Food Waste; Sustainable Business And Innovation; Sustainable Supply Chains; Sustainable Operations; Organization Alignment; Environmental Sustainability; Operations; Supply Chain Management; Growth and Development Strategy; Food; Agribusiness; Strategy; Organizational Change and Adaptation; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; North and Central America; Europe; Asia; Africa; Latin America; India
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Drake, David F., Janice H. Hammond, and Matthew G. Preble. "Unilever: Combatting Global Food Waste." Harvard Business School Case 615-040, March 2015.
  • July 20, 2016
  • Article

To Increase Sales, Get Customers to Commit a Little at a Time

By: Frank V. Cespedes and David Hoffeld
This article discusses what behavioral research does and does not tell us about factors that aid the "closing" of a sales call. View Details
Keywords: Research; Consumer Behavior; Sales
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Cespedes, Frank V., and David Hoffeld. "To Increase Sales, Get Customers to Commit a Little at a Time." Harvard Business Review (website) (July 20, 2016).
  • August 2023
  • Background Note

Pricing and Customer Psychology

By: Elie Ofek
This note provides an overview of how psychological principles may be used as part of a seller’s pricing strategy. The note defines the concept of psychological pricing and explains the motivations for firms to engage in it. Prominent practices and tactics, with... View Details
Keywords: Price; Marketing Strategy; Consumer Behavior
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Ofek, Elie. "Pricing and Customer Psychology." Harvard Business School Background Note 524-019, August 2023.
  • winter 2009
  • Journal Article

Interactivity's Unanticipated Consequences for Markets and Marketing

By: John A. Deighton and Leora Kornfeld
The digital interactive transformation in marketing is not unfolding, as some thought it would, on the model of direct marketing. That model anticipated that marketing, empowered by digital media using rich profiling data, would intrude ever more deeply and more... View Details
Keywords: Communication Intention and Meaning; Interactive Communication; Marketing Communications; Consumer Behavior; Social and Collaborative Networks; Online Technology
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Deighton, John A., and Leora Kornfeld. "Interactivity's Unanticipated Consequences for Markets and Marketing." Journal of Interactive Marketing 23, no. 1 (winter 2009): 2–12. (First Runner-up and Winner of an Honorable Mention for the Best Paper published in the Journal of Interactive Marketing in 2009.)
  • 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
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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.
  • 11 Aug 2010
  • Working Paper Summaries

The Influence of Prior Industry Affiliation on Framing in Nascent Industries: The Evolution of Digital Cameras

Keywords: by Mary J. Benner & Mary Tripsas; Electronics
  • July 2021
  • Article

Consumers—Especially Women—Avoid Buying from Firms with Higher Gender Pay Gaps

By: Tobias Schlager, Bhavya Mohan, Katherine DeCelles and Michael I. Norton
We document a unique driver of consumer behavior: the public disclosure of a firm’s gender pay gap. Four experiments provide causal evidence that when firms are revealed to have gender pay gaps, consumers are less willing to pay for their goods, a reaction driven by... View Details
Keywords: Pay Gap; Perceived Wage Fairness; Purchase Intention; Gender; Wages; Fairness; Perception; Consumer Behavior
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Schlager, Tobias, Bhavya Mohan, Katherine DeCelles, and Michael I. Norton. "Consumers—Especially Women—Avoid Buying from Firms with Higher Gender Pay Gaps." Special Issue on Consumer Psychology for the Greater Good. Journal of Consumer Psychology 31, no. 3 (July 2021): 518–531.
  • 29 Mar 2017
  • Research & Ideas

The Story of Why Humans Are So Careless With Their Phones

'Be Careless with That!' Availability of Product Upgrades Increases Cavalier Behavior Toward Possessions ABOUT THE AUTHOR Comics journalist Josh Neufeld is the writer/artist of The New York Times bestseller A.D.: New Orleans After the... View Details
Keywords: by Josh Neufeld; Consumer Products; Consumer Products
  • 15 Jun 2021
  • Cold Call Podcast

IKEA Navigates the Future While Staying True to its Culture

Keywords: Re: Juan Alcacer & Cynthia A. Montgomery; Retail
  • May 2024
  • Article

Design of Off-Grid Lighting Business Models to Serve the Poor: Field Experiments and Structural Analysis

By: Bhavani Shanker Uppari, Serguei Netessine, Ioanna Popescu and Rowan P. Clarke
A significant proportion of the world's population has no access to grid-based electricity and so relies on off-grid lighting solutions. Rechargeable lamp technology is gaining popularity as an alternative off-grid lighting model in developing countries. In this paper,... View Details
Keywords: Technological Innovation; Developing Countries and Economies; Consumer Behavior; Poverty; Logistics; Business Model; Utilities Industry
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Uppari, Bhavani Shanker, Serguei Netessine, Ioanna Popescu, and Rowan P. Clarke. "Design of Off-Grid Lighting Business Models to Serve the Poor: Field Experiments and Structural Analysis." Management Science 70, no. 5 (May 2024): 3038–3058.
  • November – December 2011
  • Article

Competitive Strategy for Open Source Software

By: Vineet Kumar, Brett Gordon and Kannan Srinivasan
Commercial open source software (COSS) products-privately developed software based on publicly available source code-represent a rapidly growing, multibillion-dollar market. A unique aspect of competition in the COSS market is that many open source licenses require... View Details
Keywords: Applications and Software; Competitive Strategy; Product Development; Growth and Development; Markets; Motivation and Incentives; Quality; Policy; Perspective; Profit; Open Source Distribution; Emerging Markets
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Kumar, Vineet, Brett Gordon, and Kannan Srinivasan. "Competitive Strategy for Open Source Software." Marketing Science 30, no. 6 (November–December 2011): 1066–1078.
  • June 2009
  • Article

How Concepts Affect Consumption

By: Dan Ariely and Michael I. Norton
Duke behavioral economist Ariely and Harvard Business School professor Norton explore how our consumption of concepts influences physical consumption, both positively and negatively. View Details
Keywords: Spending; Marketing Communications; Consumer Behavior; Power and Influence
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Ariely, Dan, and Michael I. Norton. "How Concepts Affect Consumption." Harvard Business Review 87, no. 6 (June 2009).
  • 2022
  • Book

Purpose + Profit: How Business Can Lift Up the World

By: George Serafeim
The roadmap and best practices to reap the enormous value that can emerge when your business prioritizes social and environmental goals—such as climate change, diversity and inclusion, and sustainability—right alongside the pursuit of profit.

We not only... View Details
Keywords: ESG (Environmental, Social, Governance) Performance; Profitability; Business And Society; Organizations; Mission and Purpose; Goals and Objectives; Social Issues; Environmental Sustainability; Value Creation; Organizational Change and Adaptation
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Serafeim, George. Purpose + Profit: How Business Can Lift Up the World. New York: HarperCollins Leadership, 2022.
  • March 2020
  • Article

The Role of Numbers in the Customer Journey

By: Shelle Santana, Manoj Thomas and Vicki Morwitz
At each stage in customers’ journeys, they encounter different types of numeric information that they process using different judgment strategies. Relevant numbers might include budgets, price, product attributes, product counts, product ratings, numbers in brand... View Details
Keywords: Numbers; Heuristics; Numerical Cognition; Pricing; Customer Journey; Information; Consumer Behavior
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Santana, Shelle, Manoj Thomas, and Vicki Morwitz. "The Role of Numbers in the Customer Journey." Journal of Retailing 96, no. 1 (March 2020): 138–154.
  • 05 Apr 2017
  • Research & Ideas

For Women Especially, It Pays to Know What Car Repairs Should Cost

very excited about this because, even though the attention-grabbing result here is that women get price discriminated, we can fix it with a relatively low cost,” she says. “But the other aspect is that consumers actually are able to... View Details
Keywords: by Wendy Guild Swearingen; Auto; Service
  • 2024
  • Working Paper

What Makes Players Pay? An Empirical Investigation of In-Game Lotteries

By: Tomomichi Amano and Andrey Simonov
In 2020, gamers spent more than $15 billion on loot boxes, lotteries of virtual items in video games. Paid loot boxes are contentious. Game producers argue that loot boxes complement the gameplay and expenditures on loot boxes reflect players’ enjoyment of the game.... View Details
Keywords: Consumer Behavior; Policy; Games, Gaming, and Gambling; Product Design; Ethics; Governing Rules, Regulations, and Reforms; Video Game Industry
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Amano, Tomomichi, and Andrey Simonov. "What Makes Players Pay? An Empirical Investigation of In-Game Lotteries." Columbia Business School Research Paper Series, No. 4355019, June 2024.
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