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      • February 2018
      • Article

      Auctions versus Posted Prices in Online Markets

      By: Liran Einav, Chiara Farronato, Jonathan Levin and Neel Sundaresan
      Auctions were very popular in the early days of internet commerce, but today online sellers mostly use posted prices. We model the choice between auctions and posted prices as a trade-off between competitive price discovery and convenience. Evidence from eBay fits the... View Details
      Keywords: Internet and the Web; Auctions; Price
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      Einav, Liran, Chiara Farronato, Jonathan Levin, and Neel Sundaresan. "Auctions versus Posted Prices in Online Markets." Journal of Political Economy 126, no. 1 (February 2018): 178–215.
      • December 2017 (Revised March 2019)
      • Case

      Armarium: Luxury Fashion Brands for Rent

      By: Jill Avery, David Fubini, Natasha Dossa and Devon Stewart
      Armarium, a two-sided online platform that offered consumers the opportunity to rent the most coveted, current season high fashion clothing and accessories from the top global luxury brands, had emerged from its first sales season with two distinct customer segments:... View Details
      Keywords: Brand Management; Retailing; Sharing Economy; Luxury Brand; Ecommerce; Startup; Fashion; Brand Positioning; Customer Acquisition; Internet Marketing; Marketing; Marketing Channels; Marketing Strategy; Brands and Branding; Business Startups; Luxury; Consumer Behavior; Growth and Development Strategy; Social Media; E-commerce; Fashion Industry; Retail Industry; Apparel and Accessories Industry; United States; North America
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      Avery, Jill, David Fubini, Natasha Dossa, and Devon Stewart. "Armarium: Luxury Fashion Brands for Rent." Harvard Business School Case 518-047, December 2017. (Revised March 2019.)
      • November 2017 (Revised October 2018)
      • Case

      Brandless: Disrupting Consumer Packaged Goods

      By: Jill Avery
      Brandless, an online direct-to-consumer seller of upscale private-label consumer packaged goods, offered consumers a limited assortment of values-conscious products delivered directly to their homes with the simplicity of one fixed $3 price point that promised an... View Details
      Keywords: Brand; Brand Management; Retailing; Retailing Industry; Private Label; Direct To Consumer Marketing; Ecommerce; Digital Marketing; Consumer Packaged Goods; Startup; Marketing; Marketing Strategy; Disruption; Food; Product Marketing; Marketing Channels; Consumer Behavior; Brands and Branding; Venture Capital; E-commerce; Consumer Products Industry; Beauty and Cosmetics Industry; Food and Beverage Industry; Retail Industry; United States; North America
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      Avery, Jill. "Brandless: Disrupting Consumer Packaged Goods." Harvard Business School Case 518-044, November 2017. (Revised October 2018.)
      • November–December 2017
      • Article

      Match Your Own Price? Self-Matching as a Retailer's Multichannel Pricing Strategy

      By: Pavel Kireyev, Vineet Kumar and Elie Ofek
      Multichannel retailing has created several new strategic choices for retailers. With respect to pricing, an important decision is whether to offer a “self-matching policy,” which allows a multichannel retailer to offer the lowest of its online and store prices to... View Details
      Keywords: Price Self-matching; Multichannel Retailing; Pricing Strategy; Online Shopping; Omnichannel; Price Discrimination; Price; Strategy; Competitive Strategy
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      Kireyev, Pavel, Vineet Kumar, and Elie Ofek. "Match Your Own Price? Self-Matching as a Retailer's Multichannel Pricing Strategy." Marketing Science 36, no. 6 (November–December 2017): 908–930.
      • 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.
      • January 2017 (Revised August 2019)
      • Case

      X Fire Paintball & Airsoft: Is Amazon a Friend or Foe? (A)

      By: Feng Zhu and Angela Acocella
      Three years after launching his brick-and-mortar store, X Fire Paintball and Airsoft, Steve Herbert Sr. and his sons began selling products on Amazon.com’s third-party Marketplace, and online sales expanded rapidly. Over time, X Fire noticed that products of which it... View Details
      Keywords: Ethics; Competition; Digital Platforms; Internet and the Web; Small Business; Retail Industry; Canada
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      Zhu, Feng, and Angela Acocella. "X Fire Paintball & Airsoft: Is Amazon a Friend or Foe? (A)." Harvard Business School Case 617-046, January 2017. (Revised August 2019.)
      • January 2017 (Revised August 2019)
      • Supplement

      X Fire Paintball & Airsoft: Is Amazon a Friend or Foe? (B)

      By: Feng Zhu and Angela Acocella
      Three years after launching his brick-and-mortar store, X Fire Paintball and Airsoft, Steve Herbert Sr. and his sons began selling products on Amazon.com’s third-party Marketplace and online sales expanded rapidly. Over time, X Fire noticed that products of which it... View Details
      Keywords: Ethics; Competition; Digital Platforms; Internet and the Web; Small Business; Retail Industry; Canada
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      Zhu, Feng, and Angela Acocella. "X Fire Paintball & Airsoft: Is Amazon a Friend or Foe? (B)." Harvard Business School Supplement 617-047, January 2017. (Revised August 2019.)
      • Article

      Are Online and Offline Prices Similar? Evidence from Large Multi-Channel Retailers

      By: Alberto Cavallo
      Online prices are increasingly used for measurement and research applications, yet little is known about their relation to prices in physical stores, where most retail transactions occur. I conduct the first large-scale comparison of prices simultaneously collected... View Details
      Keywords: Online Prices; Offline Prices; Multi-channel Retailers; Price; Internet and the Web; Measurement and Metrics; Retail Industry
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      Cavallo, Alberto. "Are Online and Offline Prices Similar? Evidence from Large Multi-Channel Retailers." American Economic Review 107, no. 1 (January 2017): 283–303.
      • August 2016 (Revised August 2017)
      • Case

      AnswerDash (Abridged)

      By: Elie Ofek and Jeffrey D. Shulman
      It is 2014 and AnswerDash, a startup backed by venture capital, has not seen the widespread adoption of their online self-service customer support solution that they were expecting based on early success in helping clients save and generate substantial amounts of... View Details
      Keywords: Pricing; Economic Value Estimation; Price Metrics; Organizational Selling; Innovation Adoption; Business To Business; Marketing; Customer Lifetime Value; Venture Capital; Customer Relationship Management; Price; Marketing Strategy; Entrepreneurship; Technology Adoption; Business Startups; Sales; Innovation and Invention; Product Marketing; Financial Services Industry
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      Ofek, Elie, and Jeffrey D. Shulman. "AnswerDash (Abridged)." Harvard Business School Case 517-020, August 2016. (Revised August 2017.)
      • Article

      Distance and Political Boundaries: Estimating Border Effects under Inequality Constraints

      By: Fernando Borraz, Alberto Cavallo, Roberto Rigobon and Leandro Zipitria
      The border effects literature finds that political boundaries have a large impact on relative prices across locations. In this paper we show that the standard empirical specification suffers from selection bias, and propose a new methodology based on binned-quantile... View Details
      Keywords: Border Effects; Prices
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      Borraz, Fernando, Alberto Cavallo, Roberto Rigobon, and Leandro Zipitria. "Distance and Political Boundaries: Estimating Border Effects under Inequality Constraints." International Journal of Finance & Economics 21, no. 1 (January 2016): 3–35.
      • June 2016 (Revised August 2017)
      • Case

      AnswerDash

      By: Elie Ofek and Jeffrey D. Shulman
      It is 2014, and AnswerDash, a startup backed by venture capital, has not seen the widespread adoption of their online self-service customer support solution that they were expecting based on early success in helping clients save and generate substantial amounts of... View Details
      Keywords: Pricing; Economic Value Estimation; Price Metrics; Organizational Selling; Innovation Adoption; Business To Business; Marketing; Customer Lifetime Value; Venture Capital; Customer Relationship Management; Price; Marketing Strategy; Entrepreneurship; Technology Adoption; Business Startups; Sales; Innovation and Invention; Product Marketing; Financial Services Industry
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      Ofek, Elie, and Jeffrey D. Shulman. "AnswerDash." Harvard Business School Case 516-106, June 2016. (Revised August 2017.)
      • Spring 2016
      • Article

      The Billion Prices Project: Using Online Prices for Inflation Measurement and Research

      By: Alberto Cavallo and Roberto Rigobon
      New data-gathering techniques, often referred to as “Big Data” have the potential to improve statistics and empirical research in economics. In this paper we describe our work with online data at the Billion Prices Project at MIT and discuss key lessons for both... View Details
      Keywords: Billion Prices Project; Online Scraped Data; Online Price Index; Economics; Research; Price; Analytics and Data Science
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      Cavallo, Alberto, and Roberto Rigobon. "The Billion Prices Project: Using Online Prices for Inflation Measurement and Research." Journal of Economic Perspectives 30, no. 2 (Spring 2016): 151–178.
      • Other Article

      Online Discounting: Who is Leading the Race to the Bottom?

      By: Ayelet Israeli, Eric Anderson and Anne Coughlan
      A short review of the finidings in: Israeli, Ayelet, Eric Anderson, and Anne Coughlan. "Minimum Advertised Pricing: Patterns of Violation in Competitive Retail Markets." Marketing Science 35, no. 4 (July–August 2016): 539–564. View Details
      Keywords: Pricing; Price Policies; Pricing Policies; Discounting; Retailing; Retailing Industry; Minimum Advertised Price; Ecommerce; E-Commerce Strategy; Price; Distribution Channels; Distribution; Digital Marketing; E-commerce; Retail Industry; Technology Industry; Advertising Industry; United States
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      Israeli, Ayelet, Eric Anderson, and Anne Coughlan. "Online Discounting: Who is Leading the Race to the Bottom?" Harvard Business Review 94, no. 3 (March 2016): 24–24. (Idea Watch.)
      • March 2016
      • Article

      To Groupon or Not to Groupon: The Profitability of Deep Discounts

      By: Benjamin Edelman, Sonia Jaffe and Scott Duke Kominers
      We examine the profitability and implications of online discount vouchers, a relatively new marketing tool that offers consumers large discounts when they prepay for participating firms' goods and services. Within a model of repeat experience good purchase, we examine... View Details
      Keywords: Voucher Discounts; Groupon; Experience Goods; Repeat Purchase; Internet and the Web; Marketing Strategy; Marketing Communications
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      Edelman, Benjamin, Sonia Jaffe, and Scott Duke Kominers. "To Groupon or Not to Groupon: The Profitability of Deep Discounts." Marketing Letters 27, no. 1 (March 2016): 39–53. (First circulated in June 2011. Featured in Working Knowledge: Is Groupon Good for Retailers? Excerpted in HBR Blogs: To Groupon or Not To Groupon: New Research on Voucher Profitability.)
      • Winter 2016
      • Article

      Analytics for an Online Retailer: Demand Forecasting and Price Optimization

      By: Kris J. Ferreira, Bin Hong Alex Lee and David Simchi-Levi
      We present our work with an online retailer, Rue La La, as an example of how a retailer can use its wealth of data to optimize pricing decisions on a daily basis. Rue La La is in the online fashion sample sales industry, where they offer extremely limited-time... View Details
      Keywords: Internet and the Web; Price; Forecasting and Prediction; Revenue; Sales; Retail Industry
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      Ferreira, Kris J., Bin Hong Alex Lee, and David Simchi-Levi. "Analytics for an Online Retailer: Demand Forecasting and Price Optimization." Manufacturing & Service Operations Management 18, no. 1 (Winter 2016): 69–88.
      • May 2015
      • Case

      Pricing in a Digital World (2015)

      By: John Gourville
      Dynamic pricing, especially as practiced by Uber and Lift, seems to be all the rage. In this case, we look at five interesting applications of dynamic price and price customization, each made possible by advances in digital technology. These range from the online... View Details
      Keywords: Pricing; Marketing; Dynamic Pricing; Price Customization; Information Technology; Price; Entrepreneurship; Customization and Personalization; Product Marketing
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      Gourville, John. "Pricing in a Digital World (2015)." Harvard Business School Case 515-104, May 2015.
      • April 2015 (Revised March 2017)
      • Case

      Instacart and the New Wave of Grocery Startups

      By: John Deighton and Leora Kornfeld
      Instacart is testing an Uber-style solution to the challenge of building a home-delivered grocery business. It is backed by $220 million of venture funding. Will this model succeed where businessses like Webvan failed? What are the questions that this exploratory... View Details
      Keywords: Food Retailing; Outsourced Grocery Delivery; Online Ordering; Dynamic Pricing; Data Analytics; Marketing Strategy; Food; Distribution Channels; Business Startups; Food and Beverage Industry; California
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      Deighton, John, and Leora Kornfeld. "Instacart and the New Wave of Grocery Startups." Harvard Business School Case 515-089, April 2015. (Revised March 2017.)
      • 2015
      • Working Paper

      Match Your Own Price? Self-Matching as a Retailer's Multichannel Pricing Strategy

      By: Pavel Kireyev, Vineet Kumar and Elie Ofek
      Multichannel retailing has created several new strategic choices for firms. With respect to pricing, an important decision is whether to offer a "self-matching policy." Self-matching allows a multichannel retailer to offer the lowest of its online and in-store prices... View Details
      Keywords: Price Self-matching; Multichannel Retailing; Pricing Strategy; Marketing Strategy; Price; Distribution Channels; Supply and Industry; Retail Industry
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      Kireyev, Pavel, Vineet Kumar, and Elie Ofek. "Match Your Own Price? Self-Matching as a Retailer's Multichannel Pricing Strategy." Harvard Business School Working Paper, No. 15-058, January 2015.
      • January 2015
      • Article

      Competing with Privacy

      By: Ramon Casadesus-Masanell and Andres Hervas-Drane
      We analyze the implications of consumer privacy for competition in the marketplace. We consider a market where firms set prices and disclosure levels for consumer information, and consumers observe both before deciding which firm to patronize and how much information... View Details
      Keywords: Information Acquisition; Information Disclosure; Online Privacy; Privacy Regulation; Information; Rights; Internet and the Web; Competition; Internet and the Web; Corporate Disclosure; Ethics; Knowledge Acquisition
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      Casadesus-Masanell, Ramon, and Andres Hervas-Drane. "Competing with Privacy." Management Science 61, no. 1 (January 2015): 229–246.
      • Article

      Doing Business with Strangers: Reputation in Online Service Marketplaces

      By: Antonio Moreno and Christian Terwiesch
      Online service marketplaces allow service buyers to post their project requests and service providers to bid for them. To reduce the transactional risks, marketplaces typically track and publish previous seller performance. By analyzing a detailed transactional data... View Details
      Keywords: Online Service Marketplace; Procurement; Auctions; Reputation; Bids and Bidding
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      Moreno, Antonio, and Christian Terwiesch. "Doing Business with Strangers: Reputation in Online Service Marketplaces." Information Systems Research 25, no. 4 (December 2014): 865–886.
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