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  • Research Summary

Overview

Professor MacKay combines theory and measurement to deliver new insights about price competition and consumer preferences. In current and published papers, his research addresses how strategic pricing decisions may be influenced by algorithms, long-term contracts,... View Details

Keywords: Price Effects; Competition Policy; Algorithms; Online Competition; Dynamic Pricing; Beliefs; Preferences; Preference Heterogeneity; Preference Measurement; Competition; Microeconomics; Strategy; Integration; Cooperation
  • August 2019 (Revised April 2021)
  • Case

Zillow Offers: Winning Online Real Estate 2.0

By: Luis Viceira, Marco Di Maggio and Allison Ciechanover
Founded in 2005, Zillow had become the leading online real estate and home-related marketplace. The brand was recognized as a trusted resource for players in the real estate market, providing information and transparency on home prices. Revenue, which was historically... View Details
Keywords: Real Estate; Corporate Culture; Intermediation; Brokerage; Startup; Evaluating Business Investments; Property; Information Technology; Business Model; Expansion; Business Startups; Real Estate Industry; Media and Broadcasting Industry; United States
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Viceira, Luis, Marco Di Maggio, and Allison Ciechanover. "Zillow Offers: Winning Online Real Estate 2.0." Harvard Business School Case 220-021, August 2019. (Revised April 2021.)
  • September–October 2022
  • Article

Should Your Company Sell on Amazon?: Reach Comes at a Price

By: Ayelet Israeli, Leonard A. Schlesinger, Matt Higgins and Sabir Semerkant
Selling on Amazon allows brands to reach millions of consumers—but that exposure comes with costs. They include smaller margins, more competition, the risk of commoditization, and less knowledge about customers. In this article, the authors present a scorecard to... View Details
Keywords: Retail; Retailing; Online Business; Ecommerce; E-commerce; E-Commerce Strategy; Omnichannel Retail; Omnichannel Retailing; Amazon; Amazon.com; Sales; Digital Marketing; Internet and the Web; Business Model; Retail Industry; Consumer Products Industry; Fashion Industry; Advertising Industry; Battery Industry; Apparel and Accessories Industry; Beauty and Cosmetics Industry; Distribution Industry; Electronics Industry; Food and Beverage Industry; United States
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Israeli, Ayelet, Leonard A. Schlesinger, Matt Higgins, and Sabir Semerkant. "Should Your Company Sell on Amazon? Reach Comes at a Price." Harvard Business Review 100, no. 5 (September–October 2022): 38–46.
  • 23 Jan 2015
  • Research & Ideas

Oil Price Fallout: What Happens Next?

The last six years have proved just how fluid the international oil market is. And if recent support of the Keystone Pipeline by the U.S. House of Representatives and the Nebraska Supreme Court (which approved the pipeline's path through that state) are any indication,... View Details
Keywords: Re: Richard H.K. Vietor; Energy; Utilities
  • 22 Sep 2014
  • Op-Ed

Online Banks Fill Funding Needs for Small Business

scale, these alternative players have the potential to fundamentally change the way in which small businesses access capital, creating greater competition, price transparency, and a better customer experience. Emerging View Details
Keywords: by Karen Mills; Banking; Financial Services
  • 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.
  • 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.
  • 2008
  • Working Paper

CPC/CPA Hybrid Bidding in a Second Price Auction

By: Benjamin Edelman and Hoan Lee
We develop a model of online advertising in which each advertiser chooses from multiple advertising measurement metrics—paying either for each click on its ads (CPC), or for each purchase that follows an ad-click (CPA). Our analysis extends classic auction results by... View Details
Keywords: Online Advertising; Auctions; Bids and Bidding; Measurement and Metrics; Quality; Mathematical Methods; Web Sites
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Edelman, Benjamin, and Hoan Lee. "CPC/CPA Hybrid Bidding in a Second Price Auction." Harvard Business School Working Paper, No. 09-074, December 2008.
  • 28 Jul 2020
  • Research & Ideas

Racism and Digital Design: How Online Platforms Can Thwart Discrimination

Having uncovered the scope of discrimination taking place against Black guests and hosts on Airbnb, researcher Michael Luca and his colleagues put together a toolkit to aid managers in recognizing and mitigating discrimination on online... View Details
Keywords: by Kristen Senz; Travel; Entertainment & Recreation; Service
  • 16 Oct 2018
  • Working Paper Summaries

Shipping Fees and Product Assortment in Online Retail

Keywords: by Chaoqun Chen and Donald Ngwe; Retail
  • August 2018 (Revised February 2019)
  • Case

Shindigz

By: Frank Cespedes
Shindigz provides party and celebratory items for various occasions and events through its branded online channel, through third-party retail and wholesale channels, and external online marketplaces. The case focuses on pricing challenges facing a venture with an... View Details
Keywords: Ecommerce; Pricing; Price; Strategy; Decision Making; Brands and Branding; Distribution Channels; E-commerce; Consumer Products Industry
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Cespedes, Frank. "Shindigz." Harvard Business School Case 819-010, August 2018. (Revised February 2019.)
  • 30 Nov 2016
  • Op-Ed

Where Could More Regulation Help Small Businesses? Online Lending.

apply for a business loan they’re left in the dark. Lack of universal disclosure in business lending is particularly worrisome amidst the rise of online lending as loans originated online can bear high View Details
Keywords: by Karen Mills and Brayden McCarthy; Financial Services
  • 09 Dec 2015
  • Research Event

When Hosts Attack: The Competitive Threat of Online Platforms

In the online marketplace, oodles of retailers and developers rely on “platforms” such as Amazon.com, the Apple App Store, Facebook, and Twitter to get their products and services into the hands of users. Retailers, for example, sell... View Details
Keywords: by Carmen Nobel; Retail; Technology; Web Services
  • November 2021 (Revised December 2021)
  • Supplement

PittaRosso (B): Human and Machine Learning

By: Ayelet Israeli
This case supplements the "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion" case, and provides major highlights on what happened at the company since the first case. View Details
Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Marketing; Transformation; Decision Making; AI and Machine Learning; Retail Industry; Italy
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Israeli, Ayelet. "PittaRosso (B): Human and Machine Learning." Harvard Business School Supplement 522-047, November 2021. (Revised December 2021.)
  • 23 Oct 2018
  • Working Paper Summaries

Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets

Keywords: by Chaithanya Bandi, Antonio Moreno, Donald Ngwe, and Zhiji Xu; Service
  • 17 Dec 2014
  • Research & Ideas

How Our Brain Determines if the Product is Worth the Price

typing a dollar amount into an online form. Surprisingly, the average willingness-to-pay amount was slightly lower in cases where they had viewed the price first. This indicates that if retailers want to... View Details
Keywords: by Carmen Nobel; Retail
  • August 2002 (Revised August 2003)
  • Case

Electronic Arts Introduces The Sims Online

By: Youngme E. Moon
Electronic Arts (EA), the world's largest independent game publisher, is preparing to launch an online, subscription-based version of the most popular PC game in history: The Sims. The new game is called "The Sims Online" and it differs from the original game in two... View Details
Keywords: Fair Value Accounting; Decision Making; Price; Product Launch; Market Entry and Exit; Internet; Entertainment and Recreation Industry
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Moon, Youngme E. "Electronic Arts Introduces The Sims Online." Harvard Business School Case 503-008, August 2002. (Revised August 2003.)
  • Research Summary

Overview

By: Ayelet Israeli
Professor Israeli utilizes econometric methods and field experiments to study data driven decision making in marketing context. Her research focuses on data-driven marketing, with an emphasis on how businesses can leverage their own data, customer data, and market data... View Details
Keywords: Channel Management; Pricing; Pricing Policies; Online Marketing; E-commerce; Analytics; Econometrics; Field Experiments; Data Analytics; Artificial Intelligence; Value Of Data
  • 05 Mar 2009
  • Working Paper Summaries

CPC/CPA Hybrid Bidding in a Second Price Auction

Keywords: by Benjamin Edelman & Hoan Soo Lee
  • May–June 2025
  • Article

Algorithmic Assortment Curation: An Empirical Study of Buybox in Online Marketplaces

By: Santiago Gallino, Nil Karacaoglu and Antonio Moreno
Most online sales worldwide take place in marketplaces that connect sellers and buyers. The presence of numerous third-party sellers leads to a proliferation of listings for each product, making it difficult for customers to choose between the available options. Online... View Details
Keywords: Algorithms; Marketplaces; Marketplace Matching; E-commerce; Demand and Consumers; Customer Focus and Relationships; Market Participation; Technology Adoption
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Gallino, Santiago, Nil Karacaoglu, and Antonio Moreno. "Algorithmic Assortment Curation: An Empirical Study of Buybox in Online Marketplaces." Manufacturing & Service Operations Management 27, no. 3 (May–June 2025): 917–934.
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