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      • Faculty Publications  (148)

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      • September 2016
      • Article

      Do Display Ads Influence Search?: Attribution and Dynamics in Online Advertising

      By: Pavel Kireyev, Koen Pauwels and Sunil Gupta
      As firms increasingly rely on online media to acquire consumers, marketing managers feel comfortable justifying higher online marketing spending by referring to online metrics such as click-through rate (CTR) and cost per acquisition (CPA). However, these standard... View Details
      Keywords: Internet and the Web; Digital Marketing
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      Kireyev, Pavel, Koen Pauwels, and Sunil Gupta. "Do Display Ads Influence Search? Attribution and Dynamics in Online Advertising." International Journal of Research in Marketing 33, no. 3 (September 2016): 475–490.
      • 2016
      • Article

      Peer-to-Peer Markets

      By: Liran Einav, Chiara Farronato and Jonathan Levin
      Peer-to-peer markets such as eBay, Uber, and Airbnb allow small suppliers to compete with traditional providers of goods or services. We view the primary function of these markets as making it easy for buyers to find sellers and engage in convenient, trustworthy... View Details
      Keywords: Peer-to-peer; Online Platforms; Matching; Innovation; Digital Platforms; Marketplace Matching; Market Design; Internet and the Web; Technology Adoption; Network Effects; Market Entry and Exit
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      Einav, Liran, Chiara Farronato, and Jonathan Levin. "Peer-to-Peer Markets." Annual Review of Economics 8 (2016): 615–635.
      • 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.
      • 2016
      • Book

      Innovation Policy and the Economy, Volume 17

      By: Shane Greenstein, Josh Lerner and Scott Stern
      The seventeenth volume of the National Bureau of Economic Research’s Innovation Policy and the Economy provides an accessible forum for bringing the work of leading academic researchers to an audience of policymakers and those interested in the interaction... View Details
      Keywords: Innovation and Invention; Technological Innovation; Governance; Policy; Economy
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      Greenstein, Shane, Josh Lerner and Scott Stern, eds. Innovation Policy and the Economy, Volume 17. Chicago: University of Chicago Press, 2016.
      • Article

      Crowdsourcing City Government: Using Tournaments to Improve Inspection Accuracy

      By: Edward Glaeser, Andrew Hillis, Scott Duke Kominers and Michael Luca
      The proliferation of big data makes it possible to better target city services like hygiene inspections, but city governments rarely have the in-house talent needed for developing prediction algorithms. Cities could hire consultants, but a cheaper alternative is to... View Details
      Keywords: User-generated Content; Operations; Tournaments; Policy-making; Machine Learning; Online Platforms; Analytics and Data Science; Mathematical Methods; City; Infrastructure; Business Processes; Government and Politics
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      Glaeser, Edward, Andrew Hillis, Scott Duke Kominers, and Michael Luca. "Crowdsourcing City Government: Using Tournaments to Improve Inspection Accuracy." American Economic Review: Papers and Proceedings 106, no. 5 (May 2016): 114–118.
      • 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.
      • 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.
      • October 2015
      • Case

      BandPage (A)

      By: Karim R. Lakhani, Colin Maclay and Greta Friar
      BandPage CEO James "J" Sider is about to receive results from BandPage's targeted advertising campaign on music streaming service Rhapsody and learn whether BandPage's strategy to improve ad click through rates and generate revenue has succeeded. BandPage, which began... View Details
      Keywords: Digital Innovation; Digital Music; Digital Marketing; Mobile Marketing; Technological Innovation; Marketing Communications; Music Entertainment; Mobile Technology; Music Industry
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      Lakhani, Karim R., Colin Maclay, and Greta Friar. "BandPage (A)." Harvard Business School Case 616-015, October 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.)
      • 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.
      • July 2014
      • Article

      Diasporas and Outsourcing: Evidence from oDesk and India

      By: Ejaz Ghani, William R. Kerr and Christopher Stanton
      This study examines the role of the Indian diaspora in the outsourcing of work to India. Our data are taken from oDesk, the world's largest online platform for outsourced contracts, where India is the largest country in terms of contract volume. We use an ethnic name... View Details
      Keywords: Diaspora; Outsourcing; oDesk; Networks; Job Cuts and Outsourcing; Diasporas; Internet and the Web; Ethnicity; Service Industry; South Asia; India
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      Ghani, Ejaz, William R. Kerr, and Christopher Stanton. "Diasporas and Outsourcing: Evidence from oDesk and India." Management Science 60, no. 7 (July 2014): 1677–1697.
      • Article

      Integration of Online and Offline Channels in Retail: The Impact of Sharing Reliable Inventory Availability Information

      By: Santiago Gallino and Antonio Moreno
      Using a proprietary data set, we analyze the impact of the implementation of a “buy-online, pick-up-in-store” (BOPS) project. The implementation of this project is associated with a reduction in online sales and an increase in store sales and traffic. These results can... View Details
      Keywords: Retail Operations; Inventory Availability; Empirical Operations Management; Business Analytics; Online Retail; Ecommerce; Operations; Management; Distribution Channels; Consumer Behavior; E-commerce; Retail Industry
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      Gallino, Santiago, and Antonio Moreno. "Integration of Online and Offline Channels in Retail: The Impact of Sharing Reliable Inventory Availability Information." Management Science 60, no. 6 (June 2014): 1434–1451. (Finalist of Management Science Best Paper award in Operations Management.)
      • Article

      Currency Unions, Product Introductions, and the Real Exchange Rate

      By: Alberto Cavallo, Brent Neiman and Roberto Rigobon
      We use a novel dataset of online prices of identical goods sold by four large global retailers in dozens of countries to study good-level real exchange rates and their aggregated behavior. First, in contrast to the prior literature, we demonstrate that the law of one... View Details
      Keywords: Currency Union; Law Of One Price; International Prices; Global Firm; Currency Exchange Rate; Price; International Finance
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      Cavallo, Alberto, Brent Neiman, and Roberto Rigobon. "Currency Unions, Product Introductions, and the Real Exchange Rate." Quarterly Journal of Economics 129, no. 2 (May 2014): 529–595.
      • January 2014 (Revised January 2017)
      • Case

      Nivea (A)

      By: Karim R. Lakhani, Johann Fuller, Volker Bilgram and Greta Friar
      The case describes the efforts of Beiersdorf, a worldwide leader in the cosmetics and skin care industries, to generate and commercialize new R&D through open innovation using external crowds and "netnographic" analysis. Beiersdorf, best known for its consumer brand... View Details
      Keywords: Innovation; Innovation Management; Crowdsourcing; Big Data; Innovation Strategy; Innovation and Management; Knowledge Management; Knowledge Sharing; Research and Development; Social and Collaborative Networks; Collaborative Innovation and Invention; Analytics and Data Science; Beauty and Cosmetics Industry; Consumer Products Industry
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      Lakhani, Karim R., Johann Fuller, Volker Bilgram, and Greta Friar. "Nivea (A)." Harvard Business School Case 614-042, January 2014. (Revised January 2017.)
      • January 2014 (Revised December 2014)
      • Case

      GenapSys: Business Models for the Genome

      By: Richard G. Hamermesh, Joseph B. Fuller and Matthew Preble

      GenapSys, a California-based startup, was soon to release a new DNA sequencer that the company's founder, Hesaam Esfandyarpour, believed was truly revolutionary. The sequencer would be substantially less expensive—potentially costing just a few thousand dollars—and... View Details

      Keywords: DNA Sequencing; Life Sciences; Business Model; Innovation & Entrepreneurship; Health Care and Treatment; Genetics; Business Strategy; Biotechnology Industry; Pharmaceutical Industry; Technology Industry; Health Industry; Medical Devices and Supplies Industry; United States
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      Hamermesh, Richard G., Joseph B. Fuller, and Matthew Preble. "GenapSys: Business Models for the Genome." Harvard Business School Case 814-050, January 2014. (Revised December 2014.)
      • June 2013 (Revised November 2013)
      • Case

      Bluefin Labs: The Acquisition by Twitter

      By: John Deighton and Leora Kornfeld
      What is the value of Bluefin Labs's social listening data to Twitter? Acquired by Twitter in 2013, Bluefin had built a system that gathered millions of online comments in an effort to develop new metrics for TV programs and brand advertising. With data from Twitter... View Details
      Keywords: Measurement and Metrics; Data and Data Sets; Internet; Software; Communication Technology; Advertising; Social and Collaborative Networks; Acquisition; Television Entertainment; Advertising Industry; Media and Broadcasting Industry; United States
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      Deighton, John, and Leora Kornfeld. "Bluefin Labs: The Acquisition by Twitter." Harvard Business School Case 513-091, June 2013. (Revised November 2013.) (request a courtesy copy.)
      • April 2013
      • Teaching Note

      Bluefin Labs: The Acquisition by Twitter

      By: John Deighton and Leora Kornfeld
      What is the value of Bluefin Labs's social listening data to Twitter? Acquired by Twitter in 2013, Bluefin had built a system that gathered millions of online comments in an effort to develop new metrics for TV programs and brand advertising. With data from Twitter and... View Details
      Keywords: Knowledge Use and Leverage; Knowledge Acquisition; Marketing; Television Entertainment; Mobile Technology
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      Deighton, John, and Leora Kornfeld. "Bluefin Labs: The Acquisition by Twitter." Harvard Business School Teaching Note 513-094, April 2013.
      • Article

      Online and Official Price Indexes: Measuring Argentina's Inflation

      By: Alberto Cavallo
      Prices collected from online retailers can be used to construct daily price indexes that complement official statistics. This paper studies their ability to match official inflation estimates in five Latin American countries, with a focus on Argentina, where official... View Details
      Keywords: Inflation; Online Price Index; Economics; Macroeconomics; Inflation and Deflation; Price; Latin America; Argentina
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      Cavallo, Alberto. "Online and Official Price Indexes: Measuring Argentina's Inflation." Journal of Monetary Economics 60, no. 2 (March 2013): 152–165.
      • 2013
      • Working Paper

      Do Display Ads Influence Search?: Attribution and Dynamics in Online Advertising

      By: Sunil Gupta
      As firms increasingly rely on online media to acquire consumers, marketing managers feel comfortable justifying higher online marketing spend by referring to online metrics such as click-through rate (CTR) and cost per acquisition (CPA). However, these standard online... View Details
      Keywords: Internet and the Web; Digital Marketing
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      Kireyev, Pavel, Koen Pauwels, and Sunil Gupta. "Do Display Ads Influence Search? Attribution and Dynamics in Online Advertising." Harvard Business School Working Paper, No. 13-070, February 2013.
      • 2015
      • Working Paper

      The Market That Wasn't: The Non-Emergence of the Online Grocery Category.

      By: C. Navis, G. Fisher, Ryan Raffaelli and Mary Ann Glynn
      In this paper, we examine the non-emergence of a potential new market category. In the late 1990s, the entrepreneurial firms that attempted to sell groceries online in the US attracted significant resources, made impressive technological advancements, and generated... View Details
      Keywords: Emerging Markets; Failure; Food; Online Technology; Food and Beverage Industry; Web Services Industry
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      Navis, C., G. Fisher, Ryan Raffaelli, and Mary Ann Glynn. "The Market That Wasn't: The Non-Emergence of the Online Grocery Category." Working Paper, 2015.
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