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      • January 2017
      • Case

      Flatiron School

      By: Thomas Eisenmann and Halah AlQahtani
      In late 2016, the founders of Flatiron School, a startup offering 12-week coding bootcamps, are formulating their growth strategy. Their new online-only program has matched the excellent job placement results for their in-person bootcamps. Should Flatiron shift... View Details
      Keywords: Scaling Start-ups; Growth Strategy; Entrepreneurship; Distribution Channels; Growth and Development Strategy; Internet and the Web; Business Startups; Diversification; Expansion; Education Industry; United States
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      Eisenmann, Thomas, and Halah AlQahtani. "Flatiron School." Harvard Business School Case 817-114, January 2017.
      • January 2017 (Revised March 2017)
      • Case

      IBM Transforming, 2012–2016: Ginni Rometty Steers Watson

      By: Rosabeth Moss Kanter and Jonathan Cohen
      To transform IBM for the next technology wave, Ginni Rometty, who became CEO in 2012, led divestment of declining businesses, made acquisitions in digital innovation and cloud computing, formed partnerships with former competitors such as Apple and tech startups, and... View Details
      Keywords: Digital; Technological Change; Artificial Intelligence; Data; IBM; Watson; Internet Of Things; Innovation and Invention; Management; Sales; Information Technology; Technological Innovation; Transformation; AI and Machine Learning
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      Kanter, Rosabeth Moss, and Jonathan Cohen. "IBM Transforming, 2012–2016: Ginni Rometty Steers Watson." Harvard Business School Case 317-046, January 2017. (Revised March 2017.)
      • January 2017
      • Case

      Expanding Ecommerce at Technos

      By: Thales Teixeira, Rohit Deshpandé, Ruth Costas and Priscilla Zogbi
      Technos was the market leader in the Brazilian watch market. Its CEO had made a firm commitment to evolve the company’s marketing and commercial practices by focusing less on pushing product to retail clients and more on branding to end consumers to pull watches from... View Details
      Keywords: Technos; Watch; Wristwatch; Ecommerce; Online Shopping; Distribution; Website; Marketing; Brazil; Latin America; Branding; Trade; Marketplace; Brands and Branding; Marketing Strategy; Internet and the Web; E-commerce; Digital Marketing; Apparel and Accessories Industry; Brazil
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      Teixeira, Thales, Rohit Deshpandé, Ruth Costas, and Priscilla Zogbi. "Expanding Ecommerce at Technos." Harvard Business School Case 517-078, January 2017.
      • 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.
      • December 2016
      • Case

      thredUP: Think Secondhand First

      By: Thomas Eisenmann, Allison Ciechanover and Jeff Huizinga
      In the fall of 2016, the management team at thredUP, the largest U.S. online retailer of second hand clothing, is deciding whether to expand into international markets. Over the past 12 months the 7-year-old startup, which had raised over $130 million in venture... View Details
      Keywords: Scaling Start-ups; International Expansion; Online Consignment; Apparel; Internet and the Web; Expansion; Entrepreneurship; Global Strategy; Business Startups; E-commerce; Apparel and Accessories Industry; Retail Industry; San Francisco
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      Eisenmann, Thomas, Allison Ciechanover, and Jeff Huizinga. "thredUP: Think Secondhand First." Harvard Business School Case 817-083, December 2016.
      • Article

      Online Community as Space for Knowledge Flows

      By: Samer Faraj, Georg von Krogh, Eric Monteiro and Karim R. Lakhani
      Online communities frequently create significant economic and relational value for community participants and beyond. It is widely accepted that the underlying source of such value is the collective flow of knowledge among community participants. We distinguish the... View Details
      Keywords: Knowledge Sharing; Value Creation; Collaborative Innovation and Invention
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      Faraj, Samer, Georg von Krogh, Eric Monteiro, and Karim R. Lakhani. "Online Community as Space for Knowledge Flows." Information Systems Research 27, no. 4 (December 2016): 668–684.
      • 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.
      • 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.)
      • July 2016
      • Teaching Note

      Launching Yelp Reservations

      By: Michael Luca, Kevin Mohan and Patrick Rooney
      This teaching note accompanies "Launching Yelp Reservations (A) and (B)," which present a multi-party negotiation among Yelp, current partner OpenTable, and two startups in the online restaurant reservation industry. View Details
      Keywords: Information Technology; Negotiation; Business Startups; Acquisition; Technology Industry; United States
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      Luca, Michael, Kevin Mohan, and Patrick Rooney. "Launching Yelp Reservations." Harvard Business School Teaching Note 917-005, July 2016.
      • 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.
      • 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.)
      • 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.
      • 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; Technology Industry; Technology Industry; Technology 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.)
      • 2016
      • Teaching Note

      Advanced Leadership Pathways: David Weinstein and Write the World

      By: Rosabeth M. Kanter, Tessa Natanay Hamilton and Ai-Ling Jamila Malone
      Teaching Note for Case 314-030. Following a successful career as a lawyer, Chief Administrative Officer of Fidelity Investments, and law school instructor, David Weinstein became a 2011 Advanced Leadership Fellow at Harvard University. During his Advanced Leadership... View Details
      Keywords: Writing; Online Platform; Social Entrepreneurship; Education; Internet and the Web; Competency and Skills; Leadership; Change Management
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      Kanter, Rosabeth M., Tessa Natanay Hamilton, and Ai-Ling Jamila Malone. "Advanced Leadership Pathways: David Weinstein and Write the World." Harvard Business Publishing Teaching Note 316-037, 2016.
      • January 2016 (Revised November 2018)
      • Case

      Ivy Academy: Blended Learning in Downingtown Area School District

      By: John J-H Kim and Daniel Goldberg
      In 2015, Downingtown Area School District (DASD), a suburban school district near Philadelphia, entered its second year implementing Ivy Academy, a blended learning program, in its two traditional high schools. Superintendent Larry Mussoline, having for several years... View Details
      Keywords: Organizational Change and Adaptation; Information Technology; Curriculum and Courses; Learning; Philadelphia
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      Kim, John J-H, and Daniel Goldberg. "Ivy Academy: Blended Learning in Downingtown Area School District." Harvard Business School Case 316-144, January 2016. (Revised November 2018.)
      • January 2016 (Revised January 2017)
      • Case

      Rumie: Bringing Digital Education to the Underserved

      By: John J-H Kim and Amram Migdal
      In fall of 2015, the Toronto, Canada–based education technology nonprofit Rumie had distributed thousands of computer tablets preloaded with collections of thousands of pieces of curated educational content to nongovernmental organizations (NGOs) in some of the most... View Details
      Keywords: Edtech; Education Technology; Social Enterprise; Nonprofit; Education Startup; Technological Innovation; Nonprofit Organizations; Social Entrepreneurship; Education; Business Startups; Education Industry; Canada; Africa
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      Kim, John J-H, and Amram Migdal. "Rumie: Bringing Digital Education to the Underserved." Harvard Business School Case 316-140, January 2016. (Revised January 2017.)
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