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      • 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.
      • November 2016 (Revised December 2016)
      • Case

      Anthology: Pivoting the Business Model

      By: Shikhar Ghosh and Christopher Payton
      In July 2014, after 18 months and eight unsuccessful product launches, the CEO of Yabbly has agreed to sell his company to a larger, well-funded startup, providing a return of capital for his investors and a home for his team. Two weeks prior to the scheduled closing,... View Details
      Keywords: Mergers & Acquisitions; Business Model; Business Plan; Business Startups; Entrepreneurship; Innovation Strategy; Mobile and Wireless Technology; Internet and the Web; Mergers and Acquisitions; Business Exit or Shutdown; Fairness; Valuation; Technology Industry; Consumer Products Industry; North America; United States; Seattle
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      Ghosh, Shikhar, and Christopher Payton. "Anthology: Pivoting the Business Model." Harvard Business School Case 817-066, November 2016. (Revised December 2016.)
      • November 2016
      • Case

      ShotSpotter

      By: Mitchell Weiss and Sarah McAra
      SST, Inc. offered a subscription-based gunfire detection service, ShotSpotter Flex, to cities across the United States in addition to a few abroad. Over its 20-year history, SST had mostly honed a reliable business-to-government sales model, and the company had been... View Details
      Keywords: ShotSpotter; SST; Internet Of Things; IoT; Smart Cities; Public Entrepreneurship; Enterprise Sales; Scaling And Growth; Government; Public Sector; Innovation; Ralph Clark; Entrepreneurship; Sales; Innovation and Invention; Public Administration Industry; California; United States
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      Weiss, Mitchell, and Sarah McAra. "ShotSpotter." Harvard Business School Case 817-034, November 2016.
      • October 2016 (Revised January 2020)
      • Case

      All Traffic Solutions

      By: Rajiv Lal and Scott F. Johnson
      All Traffic Solutions traditionally sold traffic signs that collected vehicle data to cities. In recent years, the firm connected their signs to the internet and began selling software that enabled cities to operate their signs remotely and collect data in a more... View Details
      Keywords: IoT; Internet Of Things; Smart Connected Products; All Traffic Solutions; Traffic; Internet and the Web; Information Technology; Digital Platforms; Information Infrastructure; Applications and Software; Transportation; Mobile and Wireless Technology; Manufacturing Industry; Technology Industry; Information Technology Industry; United States
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      Lal, Rajiv, and Scott F. Johnson. "All Traffic Solutions." Harvard Business School Case 517-011, October 2016. (Revised January 2020.)
      • October 2016 (Revised February 2019)
      • Case

      PTC: A Transformation to IoT

      By: Rajiv Lal and Sarah McAra
      In the 2010s, PTC, a leading provider of software for discrete manufacturers, faced maturing markets and changing customer needs as smart, connected products took hold—the rise of the Internet of Things (IoT). PTC saw a first mover advantage in entering the IoT space... View Details
      Keywords: Internet Of Things; IoT; Smart; Connected Products; Business Organization; Transformation; Customer Relationship Management; Innovation Strategy; Technological Innovation; Leading Change; Marketing; Product Development; Service Operations; Strategy; Competition; Technology Industry
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      Lal, Rajiv, and Sarah McAra. "PTC: A Transformation to IoT." Harvard Business School Case 517-033, October 2016. (Revised February 2019.)
      • October 2016
      • Case

      Triangulate: Stay, Pivot or Exit?

      By: Thomas Eisenmann, Shikhar Ghosh and Christopher Payton
      Sunil Nagaraj, Triangulate's founder had spent a few years trying to launch a dating application that matched users based on their behavior on social media. Based on input from advisors, the company changed its focus from a B2B site to a B2C dating site with a unique... View Details
      Keywords: Early Stage; Pivot; Two Sided Markets; Business Model; Business Exit or Shutdown; Product Launch; Venture Capital; Failure; Internet and the Web; Entrepreneurship; Information Technology; Social and Collaborative Networks; United States; North America
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      Eisenmann, Thomas, Shikhar Ghosh, and Christopher Payton. "Triangulate: Stay, Pivot or Exit?" Harvard Business School Case 817-059, October 2016.
      • October 2016 (Revised October 2023)
      • Case

      Bootstrapping at Lightricks

      By: Robert White, Jeffrey J. Bussgang and Christine Snively
      By August 2015, two-year-old mobile imaging software startup Lightricks had developed and released two best-selling paid mobile apps, grown to a team of 30, earned a revenue run rate of nearly $10 million, and achieved modest profitability. The bootstrapped company had... View Details
      Keywords: Business Startup; Information Technology; Internet and the Web; Entrepreneurship; Mobile and Wireless Technology; Information Infrastructure; Business Startups; Digital Marketing; Finance; Strategy; Technology Industry; Israel
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      White, Robert, Jeffrey J. Bussgang, and Christine Snively. "Bootstrapping at Lightricks." Harvard Business School Case 817-051, October 2016. (Revised October 2023.)
      • 2016
      • Book

      The Content Trap: A Strategist's Guide to Digital Change

      By: Bharat Anand
      Companies everywhere face two major challenges today: getting noticed and getting paid. To confront these obstacles, I examine a range of businesses around the world, from Chinese Internet giant Tencent to Scandinavian digital trailblazer Schibsted, from The New... View Details
      Keywords: Networks; Information Technology; Organizational Change and Adaptation; Business Strategy
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      Anand, Bharat. The Content Trap: A Strategist's Guide to Digital Change. New York: Random House, 2016.
      • 2018
      • Working Paper

      Executive Development Programs Enter the Digital Matrix: I. Disrupting the Demand Landscape

      By: Das Narayandas and Mihnea C. Moldoveanu
      Executive development programs have entered a period of disruption catalyzed by the digitalization of content, connectivity, and communication and are driven by renewed demand for high-level executive and managerial skills. Unlike other segments of higher education,... View Details
      Keywords: Executive Education; Internet and the Web; Disruption; Management Skills; Leadership Development
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      Narayandas, Das, and Mihnea C. Moldoveanu. "Executive Development Programs Enter the Digital Matrix: I. Disrupting the Demand Landscape." Harvard Business School Working Paper, No. 17-020, September 2016. (Revised June 2018.)
      • September 2016 (Revised October 2016)
      • Technical Note

      Internet Data Capping Note

      By: Shane Greenstein, Lisa Cox and Christine Snively
      In April 2016, U.S. federal regulators approved Charter Communications’ acquisition of Time Warner Cable (TWC). The Department of Justice (DoJ) and Federal Communications Commission (FCC), however, stipulated that the new company could not apply data caps or introduce... View Details
      Keywords: Internet Service Provider; Data Caps; Compression; Information Technology; Internet and the Web; United States
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      Greenstein, Shane, Lisa Cox, and Christine Snively. "Internet Data Capping Note." Harvard Business School Technical Note 617-003, September 2016. (Revised October 2016.)
      • September 2016 (Revised September 2017)
      • Case

      Collage.com: Scaling a Distributed Organization

      By: Christopher Stanton and Shikhar Ghosh
      Kevin Borders and Joe Golden, co-founders and co-CEOs of Collage.com, must decide how to grow their custom photo-products startup in the face of fierce competition. From 2011 through 2016, the business evolved from a hobby to a startup with $22 million in revenue and... View Details
      Keywords: Remote Work; Internet and the Web; Organizational Structure; Competitive Strategy; Employees; Business Startups; Growth and Development Strategy; Consumer Products Industry; Service Industry
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      Stanton, Christopher, and Shikhar Ghosh. "Collage.com: Scaling a Distributed Organization." Harvard Business School Case 817-038, September 2016. (Revised September 2017.)
      • September 2016 (Revised September 2016)
      • Case

      Spectio: A Digital Lighting Company

      By: Rajiv Lal and Sarah McAra
      Spectio Tech, founded in 2005, developed and implemented intelligent LED lighting solutions for the industrial market. Sensors and wireless connectivity embedded in its LED fixtures not only significantly reduced lighting-related energy use—by up to 90% in some... View Details
      Keywords: Internet Of Things; IoT; LED Lighting; Start-up; Energy Efficiency; Information Technology; Technology Adoption; Technological Innovation; Business Startups; Internet and the Web
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      Lal, Rajiv, and Sarah McAra. "Spectio: A Digital Lighting Company." Harvard Business School Case 517-002, September 2016. (Revised September 2016.)
      • September 2016 (Revised February 2017)
      • Case

      Angie's List: Ratings Pioneer Turns 20

      By: Robert J. Dolan and Ayelet Israeli
      In 1995, before people “googled” or “yelped,” Angela Hicks (HBS, 2000) was establishing her Angie’s List as a pioneer in the accumulation and dissemination of consumer rating information. Hicks focused on the home repair and maintenance market and, as she put it,... View Details
      Keywords: Pricing; Pricing Strategy; Services; Product Line Management; Growth; Conjoint Analysis; Market Research; Freemium; Growth Strategy; Two Sided Markets; Ecommerce; Platform; Platform Business; Platform Businesses; Platform Strategy; Platforms; Platforms And Ecosystems; Business Model; Internet and the Web; Business Growth and Maturation; Growth and Development Strategy; Price; Strategy; Digital Platforms; E-commerce; Service Industry; United States
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      Dolan, Robert J., and Ayelet Israeli. "Angie's List: Ratings Pioneer Turns 20." Harvard Business School Case 517-016, September 2016. (Revised February 2017.)
      • 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.
      • Summer 2016
      • Article

      Open Content, Linus' Law, and Neutral Point of View

      By: Shane Greenstein and Feng Zhu
      The diffusion of the Internet and digital technologies has enabled many organizations to use the open-content production model to produce and disseminate knowledge. While several prior studies have shown that the open-content production model can lead to high-quality... View Details
      Keywords: Prejudice and Bias; Internet and the Web; Balance and Stability; Operations; Knowledge Management; Knowledge Dissemination
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      Greenstein, Shane, and Feng Zhu. "Open Content, Linus' Law, and Neutral Point of View." Information Systems Research 27, no. 3 (September 2016): 618–635.
      • 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.
      • July 2016
      • Case

      Spotify

      By: Anita Elberse and Alexandre de Pfyffer
      In November 2014, Spotify's chief content officer Ken Parks learns that record label Big Machine Records has requested the immediate removal of superstar artist Taylor Swift's entire catalogue from Spotify's music streaming service. Is it time for Spotify to reconsider... View Details
      Keywords: Entertainment; Marketing; Superstar; Music; Entertainment Marketing; Media; Digital Technology; Creative Industries; Product Portfolio Management; General Management; Management; Strategy; Internet and the Web; Open Source Distribution; Creativity; Music Entertainment; Product Marketing; Music Industry
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      Elberse, Anita, and Alexandre de Pfyffer. "Spotify." Harvard Business School Case 516-046, July 2016.
      • July 2016 (Revised January 2019)
      • Case

      Cyber Breach at Target

      By: Suraj Srinivasan, Lynn S. Paine and Neeraj Goyal
      In November and December of 2013, Target Corporation suffered one of the largest cyber breaches to date. The breach that occurred during the busy holiday shopping season resulted in personal and credit card information of approximately 110 million Target customers... View Details
      Keywords: Safety; Credit Cards; Customer Relationship Management; Internet and the Web; Governing and Advisory Boards; Crisis Management; Retail Industry
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      Srinivasan, Suraj, Lynn S. Paine, and Neeraj Goyal. "Cyber Breach at Target." Harvard Business School Case 117-027, July 2016. (Revised January 2019.)
      • July 2016
      • Technical Note

      Net Neutrality: A Managerial Perspective

      By: Shane Greenstein and Christine Snively
      The net neutrality debate had implications for Internet service providers, content providers, and end users. This note aims to inform the reader of the various sides of the debate where open issues remain, as well as what aspects an entrepreneur, investor, or content... View Details
      Keywords: Net Neutrality; Information Technology; Internet and the Web; Information Infrastructure; Technology Industry
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      Greenstein, Shane, and Christine Snively. "Net Neutrality: A Managerial Perspective." Harvard Business School Technical Note 617-006, 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.
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