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      Online Price IndexRemove Online Price Index →

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      • June 2020 (Revised October 2020)
      • Case

      Muddy Waters vs. eHealth: The Debate of a 'Lifetime'

      By: Jonas Heese and Cristo Liautaud
      In May 2020, an analyst was assessing eHealth’s performance. eHealth was an online / tele-sales broker of health insurance products. The stock had recently hit all-time highs, closing at a peak of $146 on March 4, 2020. But now, May 4, 2020, eHealth traded at $103. The... View Details
      Keywords: Revenue Recognition; Health; Insurance; Online Technology; Insurance Industry
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      Heese, Jonas, and Cristo Liautaud. "Muddy Waters vs. eHealth: The Debate of a 'Lifetime'." Harvard Business School Case 120-114, June 2020. (Revised October 2020.)
      • April 2020
      • Article

      Field Comparisons of Incentive-Compatible Preference Elicitation Techniques

      By: Shawn A. Cole, A. Nilesh Fernando, Daniel Stein and Jeremy Tobacman
      Knowledge of consumer demand is important for firms, policy makers, and economists. One common tool for incentive-compatible demand elicitation, the Becker-DeGroot-Marschak (BDM) mechanism, has been widely used in laboratory settings but rarely evaluated for... View Details
      Keywords: Incentive-compatible Elicitation; Experimental Methods; Weather Insurance; Rainfall Insurance; Agricultural Extension; Demand and Consumers
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      Cole, Shawn A., A. Nilesh Fernando, Daniel Stein, and Jeremy Tobacman. "Field Comparisons of Incentive-Compatible Preference Elicitation Techniques." Journal of Economic Behavior & Organization 172 (April 2020): 33–56.
      • 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.
      • February 2020 (Revised April 2021)
      • Case

      StockX: The Stock Market of Things

      By: Chiara Farronato, John J. Horton, Annelena Lobb and Julia Kelley
      Founded in 2015 by Dan Gilbert, Josh Luber, and Greg Schwartz, StockX was an online platform where users could buy and sell unworn luxury and limited-edition sneakers. Sneaker resale prices often fluctuated over time based on supply and demand, creating a robust... View Details
      Keywords: Markets; Auctions; Bids and Bidding; Demand and Consumers; Consumer Behavior; Analytics and Data Science; Market Design; Digital Platforms; Market Transactions; Marketplace Matching; Supply and Industry; Analysis; Price; Product Marketing; Product Launch; Apparel and Accessories Industry; Fashion Industry; North and Central America; United States; Michigan; Detroit
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      Farronato, Chiara, John J. Horton, Annelena Lobb, and Julia Kelley. "StockX: The Stock Market of Things." Harvard Business School Case 620-062, February 2020. (Revised April 2021.)
      • January 2020 (Revised April 2020)
      • Teaching Note

      Brandless: Disrupting Consumer Packaged Goods

      By: Jill Avery
      Brandless, an online direct-to-consumer seller of upscale private-label consumer packaged goods (CPG), offered consumers a limited assortment of values-conscious products delivered directly to their homes with the simplicity of one fixed $3.00 price point that promised... View Details
      Keywords: Brand; Brand Management; DTC; Private Label; Groceries; Packaged Food; Personal Care; Startups; Retailing; Amazon; Brands and Branding; Marketing; Marketing Strategy; Business Startups; Disruption; E-commerce; Consumer Products Industry; Retail Industry; United States
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      Avery, Jill. "Brandless: Disrupting Consumer Packaged Goods." Harvard Business School Teaching Note 520-058, January 2020. (Revised April 2020.)
      • January 2020
      • Case

      Ureed.com: The Marketplace for Language

      By: Ashley V. Whillans, Esel Çekin and Alpana Thapar
      Jordanian entrepreneur, Nour Al Hassan, founded Tarjama in 2008, tapping into an underserved and high demand need: Arabic translation service. Its lean model comprised of hiring full-time employees, mainly women, who worked from home. It steadily grew over the... View Details
      Keywords: Language Translation; Freelancers; Entrepreneurship; Human Resources; Management; Expansion; Quality; Growth and Development Strategy
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      Whillans, Ashley V., Esel Çekin, and Alpana Thapar. "Ureed.com: The Marketplace for Language." Harvard Business School Case 920-038, January 2020.
      • December 2019
      • Article

      The Impact of Increasing Search Frictions on Online Shopping Behavior: Evidence from a Field Experiment

      By: Donald Ngwe, Kris J. Ferreira and Thales Teixeira
      Many online stores are designed such that shoppers can easily access any available discounted products. We propose that deliberately increasing search frictions by placing small obstacles to locating discounted items can improve online retailers’ margins and even... View Details
      Keywords: Online Retailing; Friction; Effor; Search Costs; Price Discrimination; Marketing; Consumer Behavior; Strategy; Price; E-commerce; Retail Industry; Fashion Industry
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      Ngwe, Donald, Kris J. Ferreira, and Thales Teixeira. "The Impact of Increasing Search Frictions on Online Shopping Behavior: Evidence from a Field Experiment." Journal of Marketing Research (JMR) 56, no. 6 (December 2019): 944–959.
      • 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.
      • October 2019 (Revised August 2020)
      • Case

      Souqalmal: The Choice Is Yours (A)

      By: V.G. Narayanan and Alpana Thapar
      This case describes how Ambareen Musa, Founder and CEO of Souqalmal, a Dubai-based online comparison aggregator of banking and insurance products launched her business in 2011 and rapidly grew it over next couple of years. However, by 2017, the Mauritian entrepreneur... View Details
      Keywords: Unit Economics; Finance; Accounting; Competitive Strategy; Financial Statements; Insurance Industry; Middle East
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      Narayanan, V.G., and Alpana Thapar. "Souqalmal: The Choice Is Yours (A)." Harvard Business School Case 120-028, October 2019. (Revised August 2020.)
      • 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).
      • 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.)
      • March 2019 (Revised April 2021)
      • Case

      The DivaCup: Navigating Distribution and Growth

      By: Ayelet Israeli
      When the mother-daughter founders of DivaCup set out with a mission to disrupt the menstrual care industry with an innovative product form, they initially struggled to gain legitimacy and convince retailers to carry their unique product. Fifteen years later, the... View Details
      Keywords: Female; Female Ceo; Female Entrepreneur; Female Protagonist; Health & Wellness; Healthcare; Price Policies; Minimum Advertised Price; Differentiation; Positioning; Growth; Health; Health Care and Treatment; Price; Disruption; Distribution; Distribution Channels; Competitive Strategy; Competition; Growth Management; Mission and Purpose; Product Development; Product Marketing; Product Launch; Product Positioning; Advertising; Business Startups; Internet and the Web; Entrepreneurship; Social Entrepreneurship; Social Issues; Social Enterprise; Retail Industry; Medical Devices and Supplies Industry; Manufacturing Industry; Health Industry; Green Technology Industry; Education Industry; Distribution Industry; Consumer Products Industry; Canada; United States; United Kingdom
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      Israeli, Ayelet. "The DivaCup: Navigating Distribution and Growth." Harvard Business School Case 519-055, March 2019. (Revised April 2021.)
      • 2019
      • Working Paper

      The Impact of Increasing Search Frictions on Online Shopping Behavior: Evidence from a Field Experiment

      By: Donald Ngwe, Kris J. Ferreira and Thales Teixeira
      Many online stores are designed such that shoppers can easily access any available discounted products. We propose that deliberately increasing search frictions by placing small obstacles to locating discounted items can improve online retailers’ margins and even... View Details
      Keywords: E-commerce; Online Retailing; Friction; Effor; Search Costs; Price Discrimination; Consumer Behavior; Price; Search Technology
      Citation
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      Ngwe, Donald, Kris J. Ferreira, and Thales Teixeira. "The Impact of Increasing Search Frictions on Online Shopping Behavior: Evidence from a Field Experiment." Harvard Business School Working Paper, No. 19-080, January 2019.
      • 2019
      • Chapter

      Pricing Mechanisms in Online Markets

      By: Chiara Farronato
      Citation
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      Farronato, Chiara. "Pricing Mechanisms in Online Markets." In The New Palgrave Dictionary of Economics. Living edition, edited by Matias Vernengo, Esteban Perez Caldentey, and Barkley J. Rosser Jr.. London: Palgrave Macmillan, 2019.
      • November–December 2018
      • Article

      Online Network Revenue Management Using Thompson Sampling

      By: Kris J. Ferreira, David Simchi-Levi and He Wang
      We consider a network revenue management problem where an online retailer aims to maximize revenue from multiple products with limited inventory constraints. As common in practice, the retailer does not know the consumer's purchase probability at each price and must... View Details
      Keywords: Online Marketing; Revenue Management; Revenue; Management; Marketing; Internet and the Web; Price; Mathematical Methods
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      Ferreira, Kris J., David Simchi-Levi, and He Wang. "Online Network Revenue Management Using Thompson Sampling." Operations Research 66, no. 6 (November–December 2018): 1586–1602.
      • September–October 2018
      • Article

      Online MAP Enforcement: Evidence from a Quasi-Experiment

      By: Ayelet Israeli
      This paper investigates a manufacturer’s ability to influence compliance rates among its authorized online retailers by exploiting changes in the Minimum Advertised Price (MAP) policy and in dealer agreements. MAP is a pricing policy widely used by manufacturers to... View Details
      Keywords: Pricing Policies; Pricing; Channel Management; Legal Aspects Of Business; Retail; Price; Policy; Governance Compliance; Distribution Channels; Management; Retail Industry
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      Israeli, Ayelet. "Online MAP Enforcement: Evidence from a Quasi-Experiment." Marketing Science 37, no. 5 (September–October 2018): 710–732.
      • 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 more product returns in the online retail industry. Using detailed sales data of more than two million transactions from the Indian online retail market, where price promotions are very common, we document two types of... View Details
      Keywords: Cash On Delivery; Dynamic Pricing; Online Retail; Payment Methods; Strategic Customer Behavior; Opportunistic Returns; Price; Policy; Consumer Behavior; 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." Harvard Business School Working Paper, No. 19-030, September 2018.
      • 2019
      • Working Paper

      Large-Scale Demand Estimation with Search Data

      By: Tomomichi Amano, Andrew Rhodes and Stephan Seiler
      In many online markets, traditional methods of demand estimation are difficult to implement because assortments are very large and individual products are sold infrequently. At the same time, data on consumer search (i.e., browsing) behavior are often available and are... View Details
      Keywords: High-dimensional Data; Demand Estimation; Consideration Sets; Consumer Search
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      Amano, Tomomichi, Andrew Rhodes, and Stephan Seiler. "Large-Scale Demand Estimation with Search Data." Harvard Business School Working Paper, No. 19-022, September 2018. (Revised June 2019. Stanford University Research Paper, No. 18-36, 8-20 2018.)
      • 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.)
      • May 2018
      • Article

      Using Online Prices for Measuring Real Consumption Across Countries

      By: Alberto Cavallo, Erwin Diewert, Robert C. Feenstra, Robert Inklaar and Marcel P. Timmer
      We show that online prices can be used to construct quarterly purchasing power parities (PPPs) with a closely matched set of goods and identical methodologies in a variety of developed and developing countries. Our results are close to those reported by the... View Details
      Keywords: Purchasing Power Parity; International Economy; Online Prices; Billion Prices Project; Economics; Macroeconomics; Price; Internet and the Web; Spending; Economy; Global Range; Measurement and Metrics
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      Cavallo, Alberto, Erwin Diewert, Robert C. Feenstra, Robert Inklaar, and Marcel P. Timmer. "Using Online Prices for Measuring Real Consumption Across Countries." AEA Papers and Proceedings 108 (May 2018): 483–487.
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