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  • All HBS Web  (992)
    • People  (1)
    • News  (185)
    • Research  (588)
    • Events  (7)
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  • 2019
  • Article

More Amazon Effects: Online Competition and Pricing Behaviors

By: Alberto Cavallo
I study how online competition, with its shrinking margins, algorithmic pricing technologies, and the transparency of the web, can change the pricing behavior of large retailers in the U.S. and affect aggregate inflation dynamics. In particular, I show that in the past... View Details
Keywords: Amazon; Online Prices; Inflation; Uniform Pricing; Price Stickiness; Monetary Economics; Economics; Macroeconomics; Inflation and Deflation; System Shocks; United States
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Cavallo, Alberto. "More Amazon Effects: Online Competition and Pricing Behaviors." Jackson Hole Economic Symposium Conference Proceedings (Federal Reserve Bank of Kansas City) (2019).
  • May 2023
  • Article

Competition in Pricing Algorithms

By: Zach Y. Brown and Alexander J. MacKay
We document new facts about pricing technology using high-frequency data, and we examine the implications for competition. Some online retailers employ technology that allows for more frequent price changes and automated responses to price changes by rivals. Motivated... View Details
Keywords: Pricing Algorithms; Pricing Frequency; Commitment; Online Competition; Price; Information Technology; Competition
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Brown, Zach Y., and Alexander J. MacKay. "Competition in Pricing Algorithms." American Economic Journal: Microeconomics 15, no. 2 (May 2023): 109–156.
  • July 7, 2022
  • Other Article

Are Online Prices Higher Because of Pricing Algorithms?

By: Zach Y. Brown and Alexander J. MacKay
This article reviews recent work examining pricing strategies of major online retailers and the potential effects of pricing algorithms. We describe how pricing algorithms can lead to higher prices in a number of ways, even if some characteristics of these algorithms... View Details
Keywords: Pricing Algorithms; Online Marketplace; Digital Strategy; Internet and the Web; Retail Industry
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Brown, Zach Y., and Alexander J. MacKay. "Are Online Prices Higher Because of Pricing Algorithms?" Brookings Series: The Economics and Regulation of Artificial Intelligence and Emerging Technologies (July 7, 2022).
  • 09 Dec 2015
  • Research Event

When Hosts Attack: The Competitive Threat of Online Platforms

the competitive landscape of platforms, Zhu delved into data from Amazon.com, which serves both as the biggest online retailer in the United States and as a platform on which third-party retailers can sell... View Details
Keywords: by Carmen Nobel; Retail; Technology; Web Services
  • 2014
  • Working Paper

Search Diversion and Platform Competition Online Appendix

By: Andrei Hagiu and Bruno Jullien
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Hagiu, Andrei, and Bruno Jullien. "Search Diversion and Platform Competition Online Appendix." Harvard Business School Working Paper, No. 14-072, February 2014.
  • July–August 2020
  • Article

Price Bargaining and Competition in Online Platforms: An Empirical Analysis of the Daily Deal Market

By: Lingling Zhang and Doug J. Chung
The prevalence of online platforms opens new doors to traditional businesses for customer reach and revenue growth. This research investigates platform choice in a setting where prices are determined by negotiations between platforms and businesses. We compile a unique... View Details
Keywords: Business-to-business Marketing; Platform Competition; Two-Sided Markets; Price Bargaining; Daily Deals; Structural Model; Digital Platforms; Competition; Price; Negotiation
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Zhang, Lingling, and Doug J. Chung. "Price Bargaining and Competition in Online Platforms: An Empirical Analysis of the Daily Deal Market." Marketing Science 39, no. 4 (July–August 2020): 687–706.
  • June 2014 (Revised November 2014)
  • Case

Investing in Online Marketplaces

By: Andrei Hagiu and Hermes Alvarez
Simon Rothman had recently been promoted from executive-in-residence to Partner at esteemed venture capital firm Greylock Partners and placed in charge of managing a $100 million early-stage fund commitment dedicated to online marketplaces. In Greylock's view, 2014 was... View Details
Keywords: Business Models; Competitive Advantage; Entrepreneurship; Internet; Investments; Networks; Technology; Venture Capital
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Hagiu, Andrei, and Hermes Alvarez. "Investing in Online Marketplaces." Harvard Business School Case 714-520, June 2014. (Revised November 2014.)
  • 2021
  • Working Paper

The Value of Data and Its Impact on Competition

By: Marco Iansiti
Common regulatory perspective on the relationship between data, value, and competition in online platforms has increasingly centered on the volume of data accumulated by incumbent firms. This view posits the existence of "data network effects," where more data leads to... View Details
Keywords: Online Platforms; Data Network Effects; Analytics and Data Science; Value; Competition; Digital Platforms
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Iansiti, Marco. "The Value of Data and Its Impact on Competition." Harvard Business School Working Paper, No. 22-002, July 2021.
  • March 1998 (Revised March 1999)
  • Case

Dell Online

By: V. Kasturi Rangan and Marie Bell
Dell started online commerce for its PCs in 1996, and by 1997 had achieved a sales rate of $3 million a day. The case describes the internal process that led to these dramatic results and poses the question of how the firm should leverage this activity to meet Michael... View Details
Keywords: Consumer Behavior; Market Transactions; Goals and Objectives; Business Processes; Distribution Channels; Internet and the Web; Information Infrastructure; Competitive Advantage; Computer Industry; Retail Industry
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Rangan, V. Kasturi, and Marie Bell. "Dell Online." Harvard Business School Case 598-116, March 1998. (Revised March 1999.)
  • May 2021 (Revised May 2022)
  • Case

Headspace vs. Calm: A Mindful Competition

By: Ayelet Israeli and Anne Wilson
By 2021, the mindfulness app wars reached their apex. Over 2,000 meditation apps were available to consumers, but two apps, Headspace and Calm, dominated the space, jointly holding about 70% of the total market. Headspace had established itself as the approachable... View Details
Keywords: Marketing Communication; Integrated Strategy; Brand; Brand & Product Management; Brand Communication; Brand Differentiation; Brand Building; Brand Management; E-Commerce Strategy; Ecommerce; App; App Development; Applications; COVID; COVID-19; Pandemic; Pricing; Pricing Strategy; Subscription Model; Subscription; Partnerships; Strategic Partnerships; B2B Vs. B2C; B2B; Health & Wellness; Wellbeing; Digitization; Commoditization; Mobile App; Mobile App Industry; Mobile Healthcare; Mobile Marketing; Digital Brand; Digital Health; Consumer Health; Apps; Online Business; Online Competition; Online Community; Online Entertainment; Entertainment And Leisure; Meditation; Marketing; Marketing Communications; Brands and Branding; Price; Strategy; Competition; Competitive Strategy; Competitive Advantage; Partners and Partnerships; Health; Well-being; Mobile and Wireless Technology; Communication; Communication Strategy; Disruption; Consumer Behavior; Digital Marketing; E-commerce; Applications and Software; Health Industry; Technology Industry; Communications Industry; United States; North America; United Kingdom
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Israeli, Ayelet, and Anne Wilson. "Headspace vs. Calm: A Mindful Competition." Harvard Business School Case 521-102, May 2021. (Revised May 2022.)
  • April 1998
  • Case

E! Online (A): www.eonline.com

By: Jeffrey F. Rayport
E! Online is the on-line brand extension of the cable-TV channel dedicated to entertainment news. E! Online must compete with other entertainment sites on the web, as well as create synergy between E! Online and E! Entertainment Television in order to build a... View Details
Keywords: Competition; Internet and the Web; Service Operations; Television Entertainment; Brands and Branding; Entertainment and Recreation Industry
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Rayport, Jeffrey F., Carrie Ardito, and Dickson Louie. "E! Online (A): www.eonline.com." Harvard Business School Case 898-010, April 1998.
  • October 2003 (Revised January 2004)
  • Background Note

Online Securities Trading in Japan

By: Lynda M. Applegate, Jamie Ladge, Haruki Umezawa and Masako Egawa
Provides an overview of the Japanese securities industry and discusses how the online trading/brokerage industry grew as a result of deregulation of financial markets and penetration of the Internet in Japan. Describes major players in the online industry--Matsui... View Details
Keywords: Internet and the Web; Competitive Strategy; Emerging Markets; Financial Markets; Business Strategy; Financial Instruments; Globalized Markets and Industries; Internet and the Web; Japan
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Applegate, Lynda M., Jamie Ladge, Haruki Umezawa, and Masako Egawa. "Online Securities Trading in Japan." Harvard Business School Background Note 804-054, October 2003. (Revised January 2004.)
  • November 2008 (Revised February 2010)
  • Case

CBS and Online Video

By: Dennis A. Yao, Francisco Pizarro Beleza Rodrigues Queiro and Julia Rozovsky
In late March 2007, CBS faces an important decision about its online video strategy. A just-announced joint online distribution venture between NBC Universal and News Corporation (Fox) is the impetus for this decision. Should CBS join forces with this new venture, come... View Details
Keywords: Joint Ventures; Distribution; Business Strategy; Competitive Strategy; Cooperation; Online Technology; Media and Broadcasting Industry
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Yao, Dennis A., Francisco Pizarro Beleza Rodrigues Queiro, and Julia Rozovsky. "CBS and Online Video." Harvard Business School Case 709-447, November 2008. (Revised February 2010.)
  • April 2009 (Revised December 2015)
  • Case

Dot.com: Online Pet Retailing

By: Tom Nicholas and David Chen
From 1995 to 1999, the U.S. experienced a period of tremendous growth in its information technology (IT) sector. The IT industry, although it accounted for less than 10% of the U.S. economy's total output, contributed disproportionately to economic growth. One market... View Details
Keywords: Entrepreneurship; Price Bubble; Growth and Development Strategy; Failure; Competitive Strategy; Online Technology; Retail Industry
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Nicholas, Tom, and David Chen. "Dot.com: Online Pet Retailing." Harvard Business School Case 809-117, April 2009. (Revised December 2015.)
  • August 2020 (Revised March 2021)
  • Case

Migros Turkey: Scaling Online Operations (A)

By: Antonio Moreno and Gamze Yucaoglu
The case opens in November 2019 as Ozgur Tort and Mustafa Bartin, CEO and chief large-format and online retail officer of Migros Ticaret A.S. (Migros), Turkey’s oldest and one of its largest supermarket chains, are contemplating what the best fulfillment format and... View Details
Keywords: Retail; Grocery; Business Model; Emerging Markets; For-Profit Firms; Strategy; Digital Platforms; Information Technology; Technology Adoption; Value Creation; Globalization; Competition; Expansion; Logistics; Profit; Resource Allocation; Corporate Strategy; Turkey
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Moreno, Antonio, and Gamze Yucaoglu. "Migros Turkey: Scaling Online Operations (A)." Harvard Business School Case 621-026, August 2020. (Revised March 2021.)
  • Research Summary

Platform Competition

Technology has challenged the underlying foundations of business, and firms must evaluate and change strategies accordingly. Professor Halaburda studies the interaction of technology and economic theory, and her findings indicate that conventional wisdom and rules... View Details

  • May 2021 (Revised February 2025)
  • Teaching Note

Migros Turkey: Scaling Online Operations

By: Antonio Moreno and Anibha Singh
Teaching Note for HBS Case Nos. 621-026, 621-027, and 621-062. As Migros, one of Turkey’s largest grocery chains, forays into online groceries, the company faces operational challenges related to inventory management, fulfillment and last mile delivery and strategics... View Details
Keywords: Business Model; Internet and the Web; Growth and Development Strategy; Operations; Management; Competitive Strategy; Food and Beverage Industry; Turkey
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Moreno, Antonio, and Anibha Singh. "Migros Turkey: Scaling Online Operations." Harvard Business School Teaching Note 621-121, May 2021. (Revised February 2025.)
  • 2016
  • Working Paper

The Empirical Economics of Online Attention

By: Andre Boik, Shane Greenstein and Jeffrey Prince
In several markets, firms compete not for consumer expenditure but instead for consumer attention. We model and characterize how households allocate their scarce attention in arguably the largest market for attention: the Internet. Our characterization of household... View Details
Keywords: Internet and the Web; Competition; Behavior; Resource Allocation; Household; Cognition and Thinking
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Boik, Andre, Shane Greenstein, and Jeffrey Prince. "The Empirical Economics of Online Attention." NBER Working Paper Series, No. 22427, July 2016.
  • May 2021 (Revised August 2021)
  • Supplement

Migros Turkey: Scaling Online Operations

By: Antonio Moreno and Anibha Singh
As Migros, one of Turkey’s largest grocery chains, forays into online groceries, the company faces operational challenges related to inventory management, fulfillment and last mile delivery and strategics questions related to growing in an ecosystem with rapidly... View Details
Keywords: Business Model; Internet and the Web; Growth and Development Strategy; Operations; Management; Competitive Strategy; Food and Beverage Industry; Turkey
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Moreno, Antonio, and Anibha Singh. "Migros Turkey: Scaling Online Operations." Harvard Business School PowerPoint Supplement 621-711, May 2021. (Revised August 2021.)
  • November 2000 (Revised May 2002)
  • Case

FleetBoston Financial: Online Banking

By: Frances X. Frei and Hanna Rodriguez-Farrar
As the ninth largest bank holding company in the United States in 2000, FleetBoston Financial Corp. provided a myriad of financial services, including retail banking, loan origination, and brokerage accounts. This case explores how FleetBoston responded to the Internet... View Details
Keywords: Business Model; Borrowing and Debt; Cost Management; Banks and Banking; Consumer Behavior; Service Operations; Competition; Online Technology; Banking Industry; United States
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Frei, Frances X., and Hanna Rodriguez-Farrar. "FleetBoston Financial: Online Banking." Harvard Business School Case 601-042, November 2000. (Revised May 2002.)
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