Shane M. Greenstein
Martin Marshall Professor of Business Administration
Martin Marshall Professor of Business Administration
Shane Greenstein is the Martin Marshall Professor of Business Administration. He teaches in the Technology, Operations and Management Unit.
Why did commercial Internet service initially develop in some geographical areas and not others? What determines the success of businesses? What determines the value of Internet services? The research stream developed the first analysis of the Internet access business and market in the United States, and addressed new questions as the industry evolved and policy interest changed. More recently, Professor Greenstein has begun to look back on the two-decade history of the commercial Internet, deriving lessons that come from taking a long perspective.
What is the value of digital platforms that build on user-generated content? How well do existing frameworks explain the value of these businesses? While drawing on prior work, this research stream examines new issues in parts of the economy that previously were slow to use digital processes. With the emergence of new data, Professor Greenstein is able to tackle questions that previously escaped attention. He is now examining such issues as bias on Wikipedia, the mismeasurement of the contribution of digital innovations (“digital dark matter”) to the U.S. economy, and the economic impact of the bundled contracting of broadband services.
On what dimensions do computing platforms compete, and how does that competition help or hinder the deployment of technical standards? What principles shape choices over platform governance, and how do those choices shape competitive outcomes? In this line of research, Professor Greenstein examines the many ways in which competitive rivalry influences the promulgation of standards, and which dimensions—such as proprietary and nonproprietary platform governance—really matter. His most recent work in this area focuses on smart phone platform competition.
Why do some organizations adopt new information systems while others do not? Why do some face high costs while others do not? Professor Greenstein has been pursuing this stream of research throughout his career, analyzing the factors shaping the costs of acquiring new computing systems and providing econometric approaches to estimating the costs of adapting new systems to unanticipated problems. In his early work on the transition from mainframe computers to client server systems, he argued that co-invention expenses—the cost of adapting to unanticipated problems—play an essential role in adapting new technology to new circumstances. Today, he finds that co-invention expenses continue to influence IT installations, such as electronic medical records.
Shane Greenstein is the Martin Marshall Professor of Business Administration. He teaches in the Technology, Operations and Management Unit.
Encompassing a wide array of questions about computing, communication, and Internet markets, Professor Greenstein’s research extends from economic measurement and analysis to broader issues. His most recent book focuses on the development of the commercial Internet in the United States. He also publishes commentary on his blog, Digitopoly, and his work has been covered by media outlets ranging from The New York Times and The Wall Street Journal to Fast Company and PC World.
Professor Greenstein previously taught at the Kellogg School of Management, Northwestern University, and at the University of Illinois, Urbana/Champaign. He received his PhD from Stanford University in 1989 and his BA from University of California at Berkeley in 1983, both in economics. He continues to receive a daily education in life from his wife and children.
- Featured Work
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Innovation, Privatization, and the Birth of a New Network
In less than a decade, the Internet went from being a series of loosely connected networks used by universities and the military to the powerful commercial engine it is today. This book describes how many of the key innovations that made this possible came from entrepreneurs and iconoclasts who were outside the mainstream--and how the commercialization of the Internet was by no means a foregone conclusion at its outset.
Shane Greenstein traces the evolution of the Internet from government ownership to privatization to the commercial Internet we know today. This is a story of innovation from the edges. Greenstein shows how mainstream service providers that had traditionally been leaders in the old-market economy became threatened by innovations from industry outsiders who saw economic opportunities where others didn't--and how these mainstream firms had no choice but to innovate themselves. New models were tried: some succeeded, some failed. Commercial markets turned innovations into valuable products and services as the Internet evolved in those markets. New business processes had to be created from scratch as a network originally intended for research and military defense had to deal with network interconnectivity, the needs of commercial users, and a host of challenges with implementing innovative new services.
How the Internet Became Commercial demonstrates how, without any central authority, a unique and vibrant interplay between government and private industry transformed the Internet.
Do online communities segregate into separate conversations about “contestable knowledge”? We analyze the contributors of biased and slanted content in Wikipedia articles about U.S. politics, and focus on two research questions: (1) Do contributors display tendencies to contribute to topics with similar or opposing bias and slant? (2) Do contributors learn from experience with extreme or neutral content, and does that experience change the slant and bias of their contributions over time? Despite heterogeneity in contributors and their contributions, we find an overall trend towards less segregated conversations. Contributors tend to edit articles with slants that are the opposite of their own views, and the slant from experienced contributors becomes less extreme over time. The experienced contributors with the most extreme biases decline the most. We also find some significant differences between Republicans and Democrats.
Does invention agglomerate, and if so, where does it agglomerate? In this paper we examine changes in patterns of agglomeration in invention over time, using data on patent applications from all granted US patents.The experience of Encyclopædia Britannica provides the canonical example of the decline of an established firm at the outset of the digital age. Competition from Microsoft's Encarta in 1993 led to sharp declines in the sales of books, which led to the distressed sale of the firm in 1996. This essay offers new source material about the actions at both Encarta and Britannica, and it offers a novel interpretation of events. Britannica's management did not misperceive the opportunities and threats, and Britannica did not lack technical prowess. This narrative stresses that Britannica's management faced organizational diseconomies of scope between supporting lines of business in the old and new markets, which generated internal conflicts. These conflicts hindered the commercialization of new technology and hastened its decline.
Evidence from Encyclopædia Britannica and WikipediaCo-authored by Feng Zhu
Which source of information contains greater bias and slant-text written by an expert or that constructed via collective intelligence? Do the costs of acquiring, storing, displaying, and revising information shape those differences? We evaluate these questions empirically by examining slanted and biased phrases in content on U.S. political issues from two sources-Encyclopedia Britannica and Wikipedia. Our overall slant measure is less (more) than zero when an article leans towards Democrat (Republican) viewpoints, while bias is the absolute value of the slant. Using a matched sample of pairs of articles from Britannica and Wikipedia, we show that, overall, Wikipedia articles are more slanted towards Democrat than Britannica articles, as well as more biased. Slanted Wikipedia articles tend to become less biased than Britannica articles on the same topic as they become substantially revised, and the bias on a per word basis hardly differs between the sources. These results have implications for the segregation of readers in online sources and the allocation of editorial resources in online sources using collective intelligence.As the cost of storing, sharing, and analyzing data has decreased, economic activity has become increasingly digital. But while the effects of digital technology and improved digital communication have been explored in a variety of contexts, the impact on economic activity—from consumer and entrepreneurial behavior to the ways in which governments determine policy—is less well understood.
Economic Analysis of the Digital Economy explores the economic impact of digitization, with each chapter identifying a promising new area of research. The Internet is one of the key drivers of growth in digital communication, and the first set of chapters discusses basic supply-and-demand factors related to access. Later chapters discuss new opportunities and challenges created by digital technology and describe some of the most pressing policy issues. As digital technologies continue to gain in momentum and importance, it has become clear that digitization has features that do not fit well into traditional economic models. This suggests a need for a better understanding of the impact of digital technology on economic activity, and Economic Analysis of the Digital Economy brings together leading scholars to explore this emerging area of research.Co-authored by Frank NagleResearchers have long hypothesized that research outputs from government, university, and private company R&D contribute to economic growth, but these contributions may be difficult to measure when they take a non-pecuniary form. The growth of networking devices and the Internet in the 1990s and 2000s magnified these challenges, as illustrated by the deployment of the descendent of the NCSA HTTPd server, otherwise known as Apache. This study asks whether this experience could produce measurement issues in standard productivity analysis, specifically, omission and attribution issues, and, if so, whether the magnitude is large enough to matter. The study develops and analyzes a novel data set consisting of a 1% sample of all outward-facing web servers used in the United States. We find that use of Apache potentially accounts for a mismeasurement of somewhere between $2 billion and $12 billion, which equates to between 1.3% and 8.7% of the stock of prepackaged software in private fixed investment in the United States and a very high rate of return to the original federal investment in the Internet. We argue that these findings point to a large potential undercounting of the rate of return from IT spillovers from the invention of the Internet. The findings also suggest a large potential undercounting of “digital dark matter” in general. - The Commercialization of Internet Infrastructure
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- Wright, Nataliya Langburd, Frank Nagle, and Shane Greenstein. "Contributing to Growth? The Role of Open Source Software for Global Startups." Harvard Business School Working Paper, No. 24-040, January 2024. (Revised August 2024.) View Details
- Fontana, Roberto, and Shane Greenstein. "Platform Leadership and Supply Chains: Intel, Centrino, and the Restructuring of Wi-Fi Supply." Journal of Economics & Management Strategy 30, no. 2 (Summer 2021): 259–286. View Details
- Greenstein, Shane. "Digital Infrastructure." In Economic Analysis and Infrastructure Investment, edited by Edward L. Glaeser and James Poterba. National Bureau of Economic Research, and University of Chicago Press, 2021. View Details
- Greenstein, Shane. "The Basic Economics of Internet Infrastructure." Journal of Economic Perspectives 34, no. 2 (Spring 2020): 192–214. View Details
- Greenstein, Shane. "Inconvenient Truths: Interpreting the Origins of the Internet." Journal of Law & Innovation 3 (2020): 36–68. View Details
- Greenstein, Shane, Martin Peitz, and Tommaso Valletti. "Net Neutrality: A Fast Lane to Understanding the Tradeoffs." Journal of Economic Perspectives 30, no. 2 (Spring 2016): 127–150. View Details
- Greenstein, Shane. How the Internet Became Commercial: Innovation, Privatization, and the Birth of a New Network. Princeton University Press, 2015. View Details
- Greenstein, Shane. "Internet Infrastructure." Chap. 1 in The Oxford Handbook of the Digital Economy, edited by Martin Peitz and Joel Waldfogel, 3–33. Oxford University Press, 2012. View Details
- Greenstein, Shane, and Ryan McDevitt. "Evidence of a Modest Price Decline in US Broadband Services." Information Economics and Policy 23, no. 2 (June 2011): 200–211. View Details
- Greenstein, Shane, and Ryan McDevitt. "The Broadband Bonus: Estimating Broadband Internet's Economic Value." Telecommunications Policy 35, no. 7 (August 2011): 617–632. View Details
- Greenstein, Shane. "Nurturing the Accumulation of Innovations: Lessons from the Internet." In Accelerating Energy Innovation: Insights from Multiple Sectors, edited by Rebecca Henderson and Richard G. Newell, 189–224. National Bureau of Economic Research Conference Report. University of Chicago Press, 2011. View Details
- Greenstein, Shane. "The Economic Geography of Internet Infrastructure in the United States." Chap. 8 in Handbook of Telecommunications Economics, Volume 2: Technology Evolution and the Internet, edited by Sumit K. Majumdar, Ingo Vogelsang, and Martin Cave, 289–364. Elsevier/North-Holland, 2005. View Details
- Downes, Tom, and Shane Greenstein. "Universal Access and Local Commercial Internet Markets." Research Policy 31, no. 7 (September 2002): 1035–1052. View Details
- Cranor, Lorrie Faith and Shane Greenstein, eds. Communications Policy and Information Technology: Promises, Problems, Prospects. MIT Press, 2002. View Details
- Compaine, Benjamin M., and Shane Greenstein. Communications Policy in Transition: The Internet and Beyond. MIT Press, 2001. View Details
- Greenstein, Shane. "Building and Developing the Virtual World: Commercializing Services for Internet Access." Journal of Industrial Economics 48, no. 4 (December 2000): 391–411. View Details
- The Economics of Digitization
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- Wright, Nataliya Langburd, Frank Nagle, and Shane Greenstein. "Open Source Software and Global Entrepreneurship." Art. 104846. Research Policy 52, no. 9 (November 2023). View Details
- Murciano-Goroff, Raviv, Ran Zhuo, and Shane Greenstein. "Hidden Software and Veiled Value Creation: Illustrations from Server Software Usage." NBER Working Paper Series, No. 28738, April 2021. View Details
- Forman, Chris, Avi Goldfarb, and Shane Greenstein. "Geographic Inequality and the Internet." In Handbook of Digital Inequality, edited by Eszter Hargittai. Edward Elgar Publishing, 2021. View Details
- Prince, Jeffrey, and Shane Greenstein. "Mobile Internet Usage and Usage-based Pricing." Journal of Economics & Management Strategy 30, no. 4 (Winter 2021): 760–783. View Details
- Greenstein, Shane, Grace Gu, and Feng Zhu. "Ideology and Composition Among an Online Crowd: Evidence From Wikipedians." Management Science 67, no. 5 (May 2021): 3067–3086. View Details
- Boik, Andre, Shane Greenstein, and Jeffrey Prince. "The Persistence of Broadband User Behavior: Implications for Universal Service and Competition Policy." Telecommunications Policy 43, no. 8 (September 2019). View Details
- Greenstein, Shane, and Feng Zhu. "Do Experts or Crowd-Based Models Produce More Bias? Evidence from Encyclopædia Britannica and Wikipedia." MIS Quarterly 42, no. 3 (September 2018): 945–959. View Details
- Greenstein, Shane, Avi Goldfarb, and Chris Forman. "How Geography Shapes—and Is Shaped by—the Internet." In The New Oxford Handbook of Economic Geography, edited by Gordon Clark, Maryann Feldman, Meric Gertler, and Dariusz Wojcik, 269–285. Oxford: Oxford University Press, 2018. View Details
- Greenstein, Shane. "The Reference Wars: Encyclopædia Britannica's Decline and Encarta's Emergence." Strategic Management Journal 38, no. 5 (May 2017): 995–1017. View Details
- Prince, Jeffrey, and Shane Greenstein. "Measuring Consumer Preferences for Video Content Provision via Cord-Cutting Behavior." Journal of Economics & Management Strategy 26, no. 2 (Summer 2017): 293–317. View Details
- Greenstein, Shane, and Feng Zhu. "Open Content, Linus' Law, and Neutral Point of View." Information Systems Research 27, no. 3 (September 2016): 618–635. View Details
- Goldfarb, Avi, Shane Greenstein and Catherine Tucker, eds. Economic Analysis of the Digital Economy. University of Chicago Press, 2015. View Details
- Greenstein, Shane, and Frank Nagle. "Digital Dark Matter and the Economic Contribution of Apache." Research Policy 43, no. 4 (May 2014): 623–631. (Lead Article.) View Details
- Prince, Jeff, and Shane Greenstein. "Does Service Bundling Reduce Churn?" Journal of Economics & Management Strategy 23, no. 4 (Winter 2014): 839–875. View Details
- Greenstein, Shane, Avi Goldfarb and Catherine Tucker, eds. The Economics of Digitization. International Library of Critical Writings in Economics. Edward Elgar Publishing, 2013. View Details
- Greenstein, Shane, Josh Lerner, and Scott Stern. "Digitization, Innovation, and Copyright: What Is the Agenda?" Strategic Organization 11, no. 1 (February 2013): 110–121. View Details
- Greenstein, Shane, and Feng Zhu. "Is Wikipedia Biased?" American Economic Review: Papers and Proceedings 102, no. 3 (May 2012): 343–348. View Details
- Greenstein, Shane, and Victor Stango, eds. Standards and Public Policy. Cambridge University Press, 2007. View Details
- Greenstein, Shane. Diamonds Are Forever, Computers Are Not: Economic And Strategic Management in Computing Markets. London: Imperial College Press, 2004. View Details
- Technological Competition in Computing
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- Bresnahan, Timothy, and Shane Greenstein. "Mobile Computing: The Next Platform Rivalry." American Economic Review: Papers and Proceedings 104, no. 5 (May 2014): 475–480. View Details
- Bresnahan, Timothy F., Shane Greenstein, and Rebecca M. Henderson. "Schumpeterian Competition and Diseconomies of Scope: Illustrations from the Histories of Microsoft and IBM." In The Rate and Direction of Inventive Activity Revisited, edited by Josh Lerner and Scott Stern. University of Chicago Press, 2012. View Details
- Greenstein, Shane. "Innovative Conduct in Computing and Internet Markets." In Handbook on the Economics of Innovation, edited by Bronwyn H. Hall and Nathan Rosenberg, 477–538. Elsevier/North-Holland, 2010. View Details
- Greenstein, Shane, and Victor Stango. "The Economics and Strategy of Standards and Standardization." Chap. 9 in Handbook of Technology and Innovation Management, edited by Scott Shane, 267–293. John Wiley & Sons, 2008. View Details
- Greenstein, Shane. "Computer Industry." In The New Palgrave Dictionary of Economics. 2nd ed. Edited by Steven Derlauf and Lawrence Blume. Hampshire, U.K.: Palgrave Macmillan, 2008. View Details
- Rysman, Marc, and Shane Greenstein. "Testing for Agglomeration and Dispersion." Economics Letters 86, no. 3 (March 2005): 405–411. View Details
- Gandal, Neil, Shane Greenstein, and Dave Salant. "Adoptions and Orphans in the Early Microcomputer Market: Chickens and Eggs, Hardware and Software." Journal of Industrial Economics 47, no. 1 (March 1999): 87–105. View Details
- Bresnahan, Timothy, and Shane Greenstein. "Technological Competition and the Structure of the Computing Industry." Journal of Industrial Economics 47, no. 1 (March 1999): 1–40. View Details
- Greenstein, Shane, and T. Khanna. "What Does It Mean for Industries to Converge?" In Competing in the Age of Digital Convergence, edited by D. B. Yoffie. Boston: Harvard Business School Press, 1997. View Details
- David, Paul, and Shane Greenstein. "The Economics of Compatibility of Standards: A Survey." Economics of Innovation and New Technology 1, nos. 1-2 (1990): 3–41. View Details
- The Economics of Enterprise IT
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- Dranove, David, Chris Forman, Avi Goldfarb, and Shane Greenstein. "The Trillion Dollar Conundrum: Complementarities and Health Information Technology." American Economic Journal: Economic Policy 6, no. 4 (November 2014). View Details
- Greenstein, Shane, and Yasin Ozcan. "Composition of Innovative Activity in ICT Equipment R&D." Loyola University Chicago Law Journal 45, no. 2 (Winter 2013): 479–524. View Details
- Forman, Chris, Avi Goldfarb, and Shane Greenstein. "The Internet and Local Wages: A Puzzle." American Economic Review 102, no. 1 (February 2012): 556–575. View Details
- Forman, Chris, Avi Goldfarb, and Shane Greenstein. "Understanding Inputs into Innovation: Do Cities Substitute for Internal Firm Resources?" Journal of Economics & Management Strategy 17, no. 2 (Summer 2008): 295–316. View Details
- Greenstein, Shane, ed. Computing. Vol. 4, Business Economics. Edward Elgar Publishing, 2006. View Details
- Forman, Chris, Avi Goldfarb, and Shane Greenstein. "How Did Location Affect Adoptions of the Commercial Internet? Global Village vs. Urban Leadership." Journal of Urban Economics 58, no. 3 (November 2005): 389–420. View Details
- Forman, Chris, Avi Goldfarb, and Shane Greenstein. "Which Industries Use the Internet?" In Organizing the New Industrial Economy. Vol. 12, edited by Michael R Baye, 47–72. Advances in Applied Microeconomics. Emerald Group Publishing, 2003. View Details
- Forman, Chris, Avi Goldfarb, and Shane Greenstein. "The Geographic Dispersion of Commercial Internet Use." In Rethinking Rights and Regulations: Institutional Responses to New Communication Technologies, edited by Lorrie Faith Cranor and Steven S. Wildman, 113–145. MIT Press, 2003. View Details
- Capps, Cory, David Dranove, Shane Greenstein, and Mark Satterthwaite. "Antitrust Policy and Hospital Mergers: Recommendations for a New Approach." Antitrust Bulletin 47, no. 4 (Winter 2002): 677–714. View Details
- Greenstein, Shane, and James B. Wade. "The Product Life Cycle in the Commercial Mainframe Computer Market, 1968-1982." RAND Journal of Economics 29, no. 4 (Winter 1998): 772–789. View Details
- Bresnahan, Timothy, and Shane Greenstein. "Technical Progress and Co-Invention in Computing and in the Use of Computers." Brookings Papers on Economic Activity. Microeconomics (1996): 1–78. View Details
- Greenstein, Shane. "Sole-Sourcing Versus Competitive Bidding: U.S. Government Agencies' Procedural Choices for Mainframe Computer Procurement." Journal of Industrial Economics 43, no. 2 (June 1995): 125–140. View Details
- Greenstein, Shane. "Did Installed Base Give Incumbent Any (Measurable) Advantages in Federal Computer Procurement?" RAND Journal of Economics 24, no. 1 (Spring 1993): 19–39. View Details
- Greenstein, Shane. "Procedural Rules and Procurement Regulations: Complexity Creates Trade-offs." Journal of Law, Economics & Organization 9, no. 1 (April 1993): 159–180. View Details
- Greenstein, Shane. "The Tape Story Tapestry: Historical Research in the Age of Digital Technology." Annals of the History of Computing 13, no. 3 (July–September 1991): 278–285. View Details
- Cabral, Luis, and Shane Greenstein. "Switching Costs and Bidding Parity in Government Procurement of Computer Systems." Journal of Law, Economics & Organization 6, no. 2 (Fall 1990): 453–469. View Details
- Working Papers
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- Pereira, Mayana, Shane Greenstein, Raffaella Sadun, Prasanna Tambe, Lucia Ronchi Darre, Tammy Glazer, Allen Kim, Rahul Dodhia, and Juan Lavista Ferres. "The New Digital Divide." NBER Working Paper Series, No. 32932, September 2024. View Details
- Murciano-Goroff, Raviv, Ran Zhuo, and Shane Greenstein. "Navigating Software Vulnerabilities: Eighteen Years of Evidence from Medium and Large U.S. Organizations." NBER Working Paper Series, No. 32696, July 2024. View Details
- Kim, Do Yoon, Roberto Fontana, and Shane Greenstein. "Open Devices and Slices: Evidence from Wi-Fi Equipment." Harvard Business School Working Paper, No. 24-045, January 2024. View Details
- Greenstein, Shane, and Tommy Pan Fang. "Where the Cloud Rests: The Location Strategies of Data Centers." Harvard Business School Working Paper, No. 21-042, September 2020. (Revised June 2022.) View Details
- Cao, Ruiqing, and Shane Greenstein. "Digital Labor Market Inequality and the Decline of IT Exceptionalism." Harvard Business School Working Paper, No. 21-019, August 2020. (Revised January 2021. NBER Working Paper Series, No. 21-015, August 2020) View Details
- Greenstein, Shane, and Klaus Ackermann. "The State of Open Source Server Software." Working Paper, September 2018. View Details
- Cases and Teaching Materials
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- Nagle, Frank, Shane Greenstein, Maria P. Roche, Nataliya Langburd Wright, and Sarah Mehta. "Copilot(s): Generative AI at Microsoft and GitHub." Harvard Business School Case 624-010, November 2023. View Details
- Greenstein, Shane, Martin Wattenberg, Fernanda B. Viégas, Daniel Yue, and James Barnett. "Open Source Machine Learning at Google." Harvard Business School Case 624-015, November 2023. View Details
- Greenstein, Shane, Daniel Yue, Kerry Herman, and Sarah Gulick. "Hugging Face (A): Serving AI on a Platform." Harvard Business School Case 623-026, November 2022. (Revised January 2023.) View Details
- Lakhani, Karim R., Shane Greenstein, and Kerry Herman. "AWS and Amazon SageMaker (C): The Commercialization of Machine Learning Services." Harvard Business School Supplement 622-087, May 2022. (Revised July 2022.) View Details
- Lakhani, Karim R., Shane Greenstein, and Kerry Herman. "AWS and Amazon SageMaker (B): The Commercialization of Machine Learning Services." Harvard Business School Supplement 622-086, May 2022. View Details
- Lakhani, Karim R., Shane Greenstein, and Kerry Herman. "AWS and Amazon SageMaker (A): The Commercialization of Machine Learning Services." Harvard Business School Case 622-060, May 2022. View Details
- Greenstein, Shane, Kyle R. Myers, and Sarah Mehta. "Digital Manufacturing at Amgen." Harvard Business School Teaching Note 622-013, March 2022. View Details
- Greenstein, Shane, and Elena Corsi. "National Electric Vehicles Sweden (NEVS): Materializing a Vision." Harvard Business School Case 622-076, February 2022. (Revised March 2022.) View Details
- Greenstein, Shane, Karim Lakhani, and Christian Godwin. "Threadless: The Renewal of an Online Community." Harvard Business School Teaching Note 622-063, October 2021. View Details
- Greenstein, Shane, and Mel Martin. "IBM Watson at MD Anderson Cancer Center." Harvard Business School Teaching Note 622-020, August 2021. View Details
- Greenstein, Shane, Karim Lakhani, and Christian Godwin. "Threadless: The Renewal of an Online Community." Harvard Business School Case 621-056, February 2021. View Details
- Greenstein, Shane, Kyle R. Myers, and Sarah Mehta. "Digital Manufacturing at Amgen." Harvard Business School Case 621-008, February 2021. View Details
- Greenstein, Shane, Mel Martin, and Sarkis Agaian. "IBM Watson at MD Anderson Cancer Center." Harvard Business School Case 621-022, December 2020. (Revised April 2021.) View Details
- Greenstein, Shane, Feng Zhu, Kerry Herman, and Susie Ma. "Korea Telecom: Building a GiGAtopia (A) and (B)." Harvard Business School Teaching Note 620-092, January 2020. View Details
- Greenstein, Shane, Feng Zhu, and Susie L. Ma. "Korea Telecom: Building a GiGAtopia (B)." Harvard Business School Supplement 620-060, December 2019. View Details
- Greenstein, Shane, and Nicole Tempest Keller. "DeepMap: Charting the Road Ahead for Autonomous Vehicles." Harvard Business School Case 620-047, November 2019. View Details
- Greenstein, Shane, and John Masko. "Feeling Machines: Emotion AI at Affectiva." Harvard Business School Case 620-058, October 2019. View Details
- Greenstein, Shane, and Danielle Golan. "Twiggle: E-commerce with Semantic Search." Harvard Business School Case 620-025, August 2019. View Details
- Greenstein, Shane, and Sarah Gulick. "Zebra Medical Vision." Harvard Business School Teaching Note 619-053, June 2019. View Details
- Greenstein, Shane, and Sarah Gulick. "Zebra Medical Vision." Harvard Business School Case 619-014, September 2018. (Revised December 2019.) View Details
- Greenstein, Shane, and Christine Snively. "Internet Data Capping Note (B)." Harvard Business School Technical Note 618-061, March 2018. View Details
- Greenstein, Shane, and Christine Snively. "Viacom: Democratization of Data Science." Harvard Business School Case 618-016, January 2018. View Details
- Greenstein, Shane, and Christine Snively. "Great Lakes Banking Group: Data Management." Harvard Business School Case 618-021, September 2017. (Revised March 2018.) View Details
- Greenstein, Shane, Feng Zhu, and Kerry Herman. "Korea Telecom: Building a GiGAtopia (A)." Harvard Business School Case 617-014, April 2017. (Revised January 2020.) View Details
- Greenstein, Shane, and Michael Norris. "Streaming Over Broadband: Why Doesn't My Netflix Work?" Harvard Business School Teaching Note 617-035, December 2016. (Revised April 2017.) View Details
- Greenstein, Shane, Lisa Cox, and Christine Snively. "Internet Data Capping Note." Harvard Business School Technical Note 617-003, September 2016. (Revised October 2016.) View Details
- Greenstein, Shane, and Christine Snively. "Net Neutrality: A Managerial Perspective." Harvard Business School Technical Note 617-006, July 2016. View Details
- Greenstein, Shane, Marco Iansiti, and Christine Snively. "Facebook: The First Ten Years." Harvard Business School Case 616-012, October 2015. (More Info.) View Details
- Greenstein, Shane, and Michael Norris. "Streaming Over Broadband: Why Doesn't My Netflix Work?" Harvard Business School Case 616-007, November 2015. (Revised April 2017.) View Details
- Research Summary
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An economist by training, Professor Greenstein spans boundaries in his research, which extends to issues of strategy, regulation, history, marketing, information systems, and organization design.
Why did commercial Internet service initially develop in some geographical areas and not others? What determines the success of businesses? What determines the value of Internet services? The research stream developed the first analysis of the Internet access business and market in the United States, and addressed new questions as the industry evolved and policy interest changed. More recently, Professor Greenstein has begun to look back on the two-decade history of the commercial Internet, deriving lessons that come from taking a long perspective.
What is the value of digital platforms that build on user-generated content? How well do existing frameworks explain the value of these businesses? While drawing on prior work, this research stream examines new issues in parts of the economy that previously were slow to use digital processes. With the emergence of new data, Professor Greenstein is able to tackle questions that previously escaped attention. He is now examining such issues as bias on Wikipedia, the mismeasurement of the contribution of digital innovations (“digital dark matter”) to the U.S. economy, and the economic impact of the bundled contracting of broadband services.
On what dimensions do computing platforms compete, and how does that competition help or hinder the deployment of technical standards? What principles shape choices over platform governance, and how do those choices shape competitive outcomes? In this line of research, Professor Greenstein examines the many ways in which competitive rivalry influences the promulgation of standards, and which dimensions—such as proprietary and nonproprietary platform governance—really matter. His most recent work in this area focuses on smart phone platform competition.
Why do some organizations adopt new information systems while others do not? Why do some face high costs while others do not? Professor Greenstein has been pursuing this stream of research throughout his career, analyzing the factors shaping the costs of acquiring new computing systems and providing econometric approaches to estimating the costs of adapting new systems to unanticipated problems. In his early work on the transition from mainframe computers to client server systems, he argued that co-invention expenses—the cost of adapting to unanticipated problems—play an essential role in adapting new technology to new circumstances. Today, he finds that co-invention expenses continue to influence IT installations, such as electronic medical records.
- Awards & Honors
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Winner of the 2021 Ralph Gomory Best Industry Studies Paper Award from the Industry Studies Association for "Technological Leadership (de)Concentration: Causes in Information and Communication Technology Equipment" (Industrial and Corporate Change, April 2020) with Yanis Ozcan.Recipient of the 2017 Wyss Award for Excellence in Doctoral Student Mentoring.Winner of the 2016 Schumpeter Prize for How the Internet Became Commercial (Princeton University Press, 2015).Best Poster at the 2015 Telecommunications Policy Research Conference.Winner of the 2012 Best Paper Award from the Annual Workshop on Health IT and Economics (WHITE) at the University of Maryland, Robert H. Smith School of Business.Recipient of the 2012 Distinguished Public Service Award from the Public Utility Research Center, Warrington College of Business, University of Florida.Academic Consultant to the Federal Reserve Board of Governors, Network Economics and Financial Platforms, Washington, D.C., 2011.Nominated as the L. G. Lavengood Outstanding Professor of the Year in 2009 and 2011 from the Kellogg School of Management at Northwestern University.Recipient of the Highly Cited Author Award in 2009 for articles published between 2004–2008 in the Journal of Urban Economics.
- Additional Information
- Areas of Interest
- In The News