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  • December 2023
  • Article

What Can Stockouts Tell Us About Inflation? Evidence from Online Micro Data

By: Alberto Cavallo and Oleksiy Kryvtsov
We use a detailed micro dataset on product availability and stockouts to construct a direct high-frequency measure of consumer product shortages during the 2020-2022 pandemic. We document a widespread multi-fold rise in stockouts in nearly all sectors early in the... View Details
Keywords: Prices; Stockouts; Inventories; Supply Disruptions; COVID-19 Pandemic; Supply Chain; Product; Demand and Consumers
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Cavallo, Alberto, and Oleksiy Kryvtsov. "What Can Stockouts Tell Us About Inflation? Evidence from Online Micro Data." Journal of International Economics 146 (December 2023).
  • 17 Aug 2016
  • Working Paper Summaries

The Empirical Economics of Online Attention

Keywords: by Andre Boik, Shane Greenstein, and Jeffrey Prince; Media & Broadcasting
  • March–April 2020
  • Article

Pricing Policies that Protect your Brand

By: Ayelet Israeli and Eugene F. Zelek Jr.
When customers seek out online deals, it seems like a win for everybody: Brands, retailers, dealers, and distributors sell more goods, and buyers get a bargain. What's not to like? Here's the problem: Lured by rock-bottom online prices, customers often end up dealing... View Details
Keywords: Price; Policy; Brands and Branding; E-commerce
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Israeli, Ayelet, and Eugene F. Zelek Jr. "Pricing Policies that Protect your Brand." Harvard Business Review 98, no. 2 (March–April 2020): 76–83.
  • 09 Feb 2012
  • Sharpening Your Skills

Sharpening Your Skills: Online Marketing

Questions To Be Answered: What's the strategy for managing consumer reviews on my site? Do people watch online video ads?. How can I get more out of my customer loyalty campaign? Are online coupon programs... View Details
Keywords: Re: Multiple Faculty; Technology
  • Research Summary

Overview

Professor Israeli utilizes econometric methods and field experiments to study pricing and channel management. Her current research examines how the prevalence of the online channel affects both the interactions between manufacturers and their downstream channel... View Details
Keywords: Pricing; Pricing Policies; Channel Management; Online Marketing; Online Retail; Field Experiment; Analytics; Econometric Analysis
  • Research Summary

Overview

Professor Israeli utilizes econometric methods and field experiments to study pricing and channel management. Her current research examines how the prevalence of the online channel affects both the interactions between manufacturers and their downstream channel... View Details
Keywords: Pricing; Pricing Policies; Channel Management; Online Marketing; Online Retail; Field Experiment; Analytics; Econometric Analysis
  • 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.)
  • June 2009
  • Teaching Note

Online Restaurant Promotions

By: Benjamin Edelman
Teaching Note for [909034]. View Details
Keywords: Service Operations; Customer Satisfaction; Entertainment; Networks; Price; Corporate Strategy; Technology; Service Industry
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Edelman, Benjamin. "Online Restaurant Promotions." Harvard Business School Teaching Note 909-063, June 2009.
  • 2013
  • Chapter

The Design of Online Advertising Markets

By: Benjamin Edelman
Because the market for online advertising is both new and fast-changing, participants experiment with all manner of variations. Should an advertiser's payment reflect the number of times an ad was shown, the number of times it was clicked, the number of sales that... View Details
Keywords: Misleading and Fraudulent Advertising; Online Advertising; Price; Market Design; Measurement and Metrics; Sales; Motivation and Incentives; Internet and the Web
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Edelman, Benjamin. "The Design of Online Advertising Markets." Chap. 15 in The Handbook of Market Design, edited by Nir Vulkan, Alvin E. Roth, and Zvika Neeman. Oxford University Press, 2013.
  • 2016
  • Working Paper

Controlling Versus Enabling — Online Appendix

By: Andrei Hagiu and Julian Wright
Section 1 of this online appendix contains the proof of the technical Lemma (Lemma 2) used in the Proof of Lemma 1 in the main paper, which states that Ω* (.) is continuous and differentiable at R*. Section 2 provides the linear example with cost differences between... View Details
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Hagiu, Andrei, and Julian Wright. "Controlling Versus Enabling — Online Appendix." Harvard Business School Working Paper, No. 16-004, July 2015. (Revised July 2016.)
  • 10 Dec 2013
  • Working Paper Summaries

Information and Incentives in Online Affiliate Marketing

Keywords: by Benjamin G. Edelman & Wesley Brandi; Publishing; Technology
  • February 2021
  • Case

Threadless: The Renewal of an Online Community

By: Shane Greenstein, Karim Lakhani and Christian Godwin
Threadless, an online apparel company and artist community which Jake Nickell founded in 2000, continued to maintain its status as a top company in the online apparel industry during its second decade. From 2010 to 2020, Threadless continued to operate its... View Details
Keywords: Business Model; Decision Making; Entrepreneurship; Innovation and Invention; Leading Change; Management; Marketing; Product Launch; Operations; Supply Chain; Distribution; Networks; Sales; Strategy; Adaptation; Information Technology; Applications and Software; Digital Platforms; Apparel and Accessories Industry; Technology Industry; North America
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Greenstein, Shane, Karim Lakhani, and Christian Godwin. "Threadless: The Renewal of an Online Community." Harvard Business School Case 621-056, February 2021.
  • 13 May 2024
  • Research & Ideas

Picture This: Why Online Image Searches Drive Purchases

In a visual world, most online retailers still rely on consumers to define and enter their own search keywords. But using images to help shoppers sharpen their queries could push them to buy more, spend more, and feel happier about their... View Details
Keywords: by Rachel Layne; Information Technology; Technology; Consumer Products; Retail
  • 15 Dec 2014
  • Research & Ideas

Deconstructing the Price Tag

When a company sets a price for a product, shoppers typically have no idea what it costs to produce that item. But it turns out that consumers reward efforts to lay out these figures—to deconstruct the price... View Details
Keywords: by Dina Gerdeman; Retail
  • September 2003 (Revised May 2006)
  • Case

Eyeblaster: Enabling the Next Generation of Online Advertising

By: Elie Ofek
Eyeblaster management has to decide on the best course of action to sustain its momentum from enabling online rich media advertising. Pressure from competitors is forcing the company to re-evaluate its previous marketing strategy that focused primarily on getting... View Details
Keywords: Business Model; Marketing Strategy; Market Entry and Exit; Performance Evaluation; Digital Marketing; Growth and Development Strategy
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Ofek, Elie. "Eyeblaster: Enabling the Next Generation of Online Advertising." Harvard Business School Case 504-005, September 2003. (Revised May 2006.)
  • 17 Jan 2024
  • HBS Case

Psychological Pricing Tactics to Fight the Inflation Blues

have to be careful about how and what they charge.” Amid fierce online competition among companies that know consumers can compare prices with a few clicks, the ultimate goal of psychological View Details
Keywords: by Jay Fitzgerald; Consumer Products; Retail
  • 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
  • 2019
  • Working Paper

Real Exchange Rate Behavior: New Evidence from Matched Retail Goods

By: Alberto Cavallo, Brent Neiman and Roberto Rigobon
We use a dataset containing daily prices for thousands of matched retail products in nine countries to study tradable-goods real exchange rates. Prices were collected from the websites of large multi-channel retailers and then carefully matched into narrowly-defined... View Details
Keywords: Purchasing Power Parity; Online Prices; Real Exchange Rate; Macroeconomics; Currency Exchange Rate; Price; Internet and the Web
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Cavallo, Alberto, Brent Neiman, and Roberto Rigobon. "Real Exchange Rate Behavior: New Evidence from Matched Retail Goods." Harvard Business School Working Paper, No. 20-040, January 2019.
  • 07 May 2018
  • Research & Ideas

Why Online Retailers Should Hide Their Best Discounts

more than 100,000 online shoppers, they saw dramatic results. Not only did the site not lose customers, it also experienced huge gains in sales, with products’ average selling price increasing by as much as... View Details
Keywords: by Michael Blanding; Retail
  • 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.
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