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      • February 2019 (Revised August 2019)
      • Case

      Maccabitech: The Promise of Israel's Healthcare Data

      By: Scott Duke Kominers and Carin-Isabel Knoop
      Dr. Varda Shalev bridges technology and medicine through Maccabitech, a "research and innovation wing" of Israel's Maccabi Healthcare Services (MHS) that partners with research institutions, pharmaceutical companies, and startups. Shalev hopes to scale Maccabitech's... View Details
      Keywords: Big Data; Healthcare; Analytics and Data Science; Digital Platforms; Health Care and Treatment; Innovation and Invention; Research; Entrepreneurship; Risk Management; Israel
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      Kominers, Scott Duke, and Carin-Isabel Knoop. "Maccabitech: The Promise of Israel's Healthcare Data." Harvard Business School Case 819-032, February 2019. (Revised August 2019.)
      • 2025
      • Working Paper

      A Preference for Revision Absent Improvement

      By: Ximena Garcia-Rada, Leslie K. John, Ed O’Brien and Michael I. Norton
      People regularly encounter revised stimuli (e.g., revised versions of products, new editions of books, tweaked recipes, and technological updates). In principle, a world of constant revision should benefit people by affording them the most up-to-date offerings. In... View Details
      Keywords: Product Change; Versioning; Expectancy Effects; Heuristics; Intuitive Processing; Product Marketing; Change; Perception; Consumer Behavior
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      Garcia-Rada, Ximena, Leslie K. John, Ed O’Brien, and Michael I. Norton. "A Preference for Revision Absent Improvement." Harvard Business School Working Paper, No. 19-087, February 2019. (Revised April 2025.)
      • Article

      Multivariate Unsupervised Machine Learning for Anomaly Detection in Enterprise Applications

      By: Daniel Elsner, Pouya Aleatrati Khosroshahi, Alan MacCormack and Robert Lagerström
      Existing application performance management (APM) solutions lack robust anomaly detection capabilities and root cause analysis techniques that do not require manual efforts and domain knowledge. In this paper, we develop a density-based unsupervised machine learning... View Details
      Keywords: Big Data; Data Science And Analytics Management; Governance And Compliance; Organizational Systems And Technology; Anomaly Detection; Application Performance Management; Machine Learning; Enterprise Architecture; Analytics and Data Science
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      Elsner, Daniel, Pouya Aleatrati Khosroshahi, Alan MacCormack, and Robert Lagerström. "Multivariate Unsupervised Machine Learning for Anomaly Detection in Enterprise Applications." Proceedings of the Hawaii International Conference on System Sciences 52nd (2019): 5827–5836.
      • January 2019
      • Supplement

      Understanding the Brand Equity of Nestlé Crunch Bar (B): Data Analysis

      By: Jill Avery and Gerald Zaltman
      In early 2018, Nestlé announced the sale of its U.S. candy-making division and a select collection of 20 of its confectionery brands, including the Nestlé Crunch Bar, to Ferrero SpA for $2.8 billion. Luckily, an old consumer research study on the Nestlé Crunch Bar... View Details
      Keywords: Brand Management; Market Research; Brand Positioning; Value Proposition; Consumer Products; Fast Moving Consumer Goods; Qualitative Methods; Zaltman Metaphor Elicitation Technique; ZMET; Data Analysis; Marketing; Marketing Strategy; Brands and Branding; Consumer Behavior; Marketing Communications; Analytics and Data Science; Analysis; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; United States; North America; Italy
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      Avery, Jill, and Gerald Zaltman. "Understanding the Brand Equity of Nestlé Crunch Bar (B): Data Analysis." Harvard Business School Supplement 519-062, January 2019.
      • January 2019 (Revised May 2019)
      • Case

      When Trolls Attack: Carbonite vs. Oasis Research

      By: Lauren H. Cohen, Umit G. Gurun, Scott Duke Kominers and Sarah Mehta
      This case, set in October 2017, follows Danielle Sheer, general counsel for Carbonite, as she defends the company against claims of patent infringement. It provides a broad overview of the U.S. patent system and explores the impact that non-practicing entities... View Details
      Keywords: Patent Infringement Litigation; Non-practicing Entities; Patent Trolls; Innovation and Invention; Intellectual Property; Patents; Laws and Statutes; Lawsuits and Litigation; Legal Liability; Technology Industry; Technology Industry; Boston
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      Cohen, Lauren H., Umit G. Gurun, Scott Duke Kominers, and Sarah Mehta. "When Trolls Attack: Carbonite vs. Oasis Research." Harvard Business School Case 219-001, January 2019. (Revised May 2019.)
      • Article

      Friends or Foes? Examining Platform Owners' Entry into Complementors' Spaces

      By: Feng Zhu
      As platform owners continue to expand their ecosystems, many of them have started to provide consumers with their own complementary applications. These moves position the platform owners as direct competitors to their complementors. This paper surveys empirical studies... View Details
      Keywords: Platform; Complementors; Digital Platforms; Market Entry and Exit; Competition
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      Zhu, Feng. "Friends or Foes? Examining Platform Owners' Entry into Complementors' Spaces." Special Issue on Platforms. Journal of Economics & Management Strategy 28, no. 1 (Spring 2019): 23–28.
      • December 2018 (Revised February 2020)
      • Case

      Fishbowl: Scaling Up

      By: Leslie K. John
      Fishbowl is a social media app that allows professionals to connect with other relevant professionals both within their company and across industry. Unlike many other social media apps, on which users typically present idealized portraits of themselves, on Fishbowl,... View Details
      Keywords: Communication Technologies; Customer Value; Value Chain; Interpersonal Communication; Talent and Talent Management; Customer Value and Value Chain; Entrepreneurship; Business Model; Growth and Development Strategy; Marketing Strategy; Advertising; Product Marketing; Digital Platforms; Consumer Behavior; Network Effects; Emotions; Motivation and Incentives; Trust; Applications and Software; Technology Adoption; Social Media; Media and Broadcasting Industry; Media and Broadcasting Industry; Media and Broadcasting Industry; Media and Broadcasting Industry; Media and Broadcasting Industry; United States
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      John, Leslie K. "Fishbowl: Scaling Up." Harvard Business School Case 919-013, December 2018. (Revised February 2020.) (Email mking@hbs.edu for a courtesy copy.)
      • 2018
      • Working Paper

      Platform Competition: Betfair and the U.K. Market for Sports Betting

      By: Ramon Casadesus-Masanell and Neil Campbell
      We examine two episodes of strategic interaction in the U.K. betting industry: (i) Betfair (an entrant multi-sided platform or MSP) vs. Flutter (also an MSP), and (ii) Betfair vs. traditional bookmakers. We find that although Betfair was an underfunded second mover in... View Details
      Keywords: Platform Design; Betting; Digital Platforms; Design; Network Effects; Business Model; Competition; Cooperation; Market Entry and Exit
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      Casadesus-Masanell, Ramon, and Neil Campbell. "Platform Competition: Betfair and the U.K. Market for Sports Betting." Harvard Business School Working Paper, No. 19-057, November 2018.
      • November–December 2018
      • Article

      Online Network Revenue Management Using Thompson Sampling

      By: Kris J. Ferreira, David Simchi-Levi and He Wang
      We consider a network revenue management problem where an online retailer aims to maximize revenue from multiple products with limited inventory constraints. As common in practice, the retailer does not know the consumer's purchase probability at each price and must... View Details
      Keywords: Online Marketing; Revenue Management; Revenue; Management; Marketing; Internet and the Web; Price; Mathematical Methods
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      Ferreira, Kris J., David Simchi-Levi, and He Wang. "Online Network Revenue Management Using Thompson Sampling." Operations Research 66, no. 6 (November–December 2018): 1586–1602.
      • November 2018
      • Case

      Sportradar (A): From Data to Storytelling

      By: Ramon Casadesus-Masanell, Karen Elterman and Oliver Gassmann
      In 2013, the Swiss sports data company Sportradar debated whether to expand from its core business of data provision to bookmakers into sports media products. Sports data was becoming a commodity, and in the future, sports leagues might reduce their dependence on... View Details
      Keywords: Sports Data; Data; Sport; Sportradar; Football; Soccer; Gambling; Betting; Betting Markets; Statistics; Odds; Live Data; Bookmakers; Betradar; Visualization; Integrity; Monitoring; Gaming; Streaming; 2013; St.Gallen; Algorithm; Mathematical Modeling; Carsten Koerl; Betandwin; Bwin; Wagering; Probability; Sports; Analytics and Data Science; Mathematical Methods; Games, Gaming, and Gambling; Transition; Strategy; Media; Technology Industry; Technology Industry; Technology Industry; Technology Industry; Europe; Switzerland; Asia; Austria; Germany; England
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      Casadesus-Masanell, Ramon, Karen Elterman, and Oliver Gassmann. "Sportradar (A): From Data to Storytelling." Harvard Business School Case 719-429, November 2018.
      • 2018
      • Chapter

      The Orphan Drug Act at 35: Observations and an Outlook for the Twenty-First Century

      By: Nicholas Bagley, Benjamin Berger, Amitabh Chandra, Craig Garthwaite and Ariel Dora Stern
      On the 35th anniversary of the adoption of the Orphan Drug Act (ODA), we describe the enormous changes in the markets for therapies for rare diseases that have emerged over recent decades. The most prominent example is the fact that the profit-maximizing price of new... View Details
      Keywords: Health Care and Treatment; Laws and Statutes; Research and Development; Investment; Markets; Monopoly
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      Bagley, Nicholas, Benjamin Berger, Amitabh Chandra, Craig Garthwaite, and Ariel Dora Stern. "The Orphan Drug Act at 35: Observations and an Outlook for the Twenty-First Century." Chap. 4 in Innovation Policy and the Economy, Volume 19, edited by Josh Lerner and Scott Stern, 97–137. University of Chicago Press, 2018.
      • October 2018
      • Article

      Competing with Complementors: An Empirical Look at Amazon.com

      By: Feng Zhu and Qihong Liu
      Platform owners sometimes enter complementors' product spaces to compete against them directly. Prior studies have offered two possible explanations for such entries: platform owners may target the most successful complementors so as to appropriate value from their... View Details
      Keywords: Amazon; Complementors; Co-opetition; Entry; Platform-based Markets; Competition; Digital Platforms; Competitive Strategy
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      Zhu, Feng, and Qihong Liu. "Competing with Complementors: An Empirical Look at Amazon.com." Strategic Management Journal 39, no. 10 (October 2018): 2618–2642.
      • 2018
      • Working Paper

      Need for Speed: The Impact of Website Performance on Online Retail

      By: Santiago Gallino, Nil Karacaoglu and Antonio Moreno
      The share of e-commerce sales is rapidly increasing and so are the associated losses generated by website outages and slow websites. We leverage novel retail and website performance data to investigate the impact of website performance on online sales. This question is... View Details
      Keywords: Online Retail; Quasi-experiments; Abandonment; Synthetic Control; Internet and the Web; Performance; Service Operations
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      Gallino, Santiago, Nil Karacaoglu, and Antonio Moreno. "Need for Speed: The Impact of Website Performance on Online Retail." Working Paper, October 2018.
      • September 2018
      • Case

      OYO: Creating Effective Spaces

      By: Das Narayandas, Sunil Gupta, Rachna Tahilyani and Mahima Rao-Kachroo
      Twenty-four-year old Ritesh Agarwal, founder and CEO of India-based online hotel branding network OYO Rooms, has tackled the issue of unreliability in India's highly fragmented budget hotel industry. In 2018, OYO branded 8,500 properties across 200 cities and managed... View Details
      Keywords: Technology; Accomodation; App Development; Operations And Processes; Innovation; Strategy; Change Management; Entrepreneurship; Information Technology; Research; Marketing; Operations; Innovation Strategy; Sales; Accommodations Industry; India; South Asia
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      Narayandas, Das, Sunil Gupta, Rachna Tahilyani, and Mahima Rao-Kachroo. "OYO: Creating Effective Spaces." Harvard Business School Case 519-023, September 2018.
      • August 2018 (Revised September 2018)
      • Case

      LendingClub (A): Data Analytic Thinking (Abridged)

      By: Srikant M. Datar and Caitlin N. Bowler
      LendingClub was founded in 2006 as an alternative, peer-to-peer lending model to connect individual borrowers to individual investor-lenders through an online platform. Since 2014 the company has worked with institutional investors at scale. While the company assigns... View Details
      Keywords: Data Science; Data Analytics; Investing; Loans; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction; Business Model
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      Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (A): Data Analytic Thinking (Abridged)." Harvard Business School Case 119-020, August 2018. (Revised September 2018.)
      • Article

      The Impact of the 'Open' Workspace on Human Collaboration

      By: Ethan Bernstein and Stephen Turban
      Organizations’ pursuit of increased workplace collaboration has led managers to transform traditional office spaces into “open,” transparency-enhancing architectures with fewer walls, doors, and other spatial boundaries, yet there is scant direct empirical research on... View Details
      Keywords: Open Office; Transparency; Collaboration; Collective Intelligence; Workspace; Workspace Design; Architecture; Cubicles; Boundaries; Spatial Boundaries; Human Behavior; Propinquity; Co-location; Interaction; Sociometers; People Analytics; Buildings and Facilities; Communication; Design; Human Resources; Leadership; Management; Organizational Design; Organizational Structure; Networks; Social and Collaborative Networks; Information Technology; United States
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      Bernstein, Ethan, and Stephen Turban. "The Impact of the 'Open' Workspace on Human Collaboration." Art. 239. Philosophical Transactions of the Royal Society B, Biological Sciences 373, no. 1753 (August 19, 2018).
      • 2018
      • Chapter

      An Integrated Model of Dynamic Problem Solving within Organizational Constraints

      By: Johnathan R. Cromwell, Teresa M. Amabile and Jean-François Harvey
      Book Abstract: Rapid technological change, global competition, and economic uncertainty have all contributed to organizations seeking to improve creativity and innovation. Researchers and businesses want to know what factors facilitate or inhibit creativity in a... View Details
      Keywords: Organizations; Problems and Challenges; Creativity
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      Cromwell, Johnathan R., Teresa M. Amabile, and Jean-François Harvey. "An Integrated Model of Dynamic Problem Solving within Organizational Constraints." In Individual Creativity in the Workplace, edited by Roni Reiter-Palmon, Victoria Kennel, and James C. Kaufman. San Diego, CA: Academic Press, 2018.
      • July 2018
      • Article

      Global Collaborative Patents

      By: Sari Pekkala Kerr and William R. Kerr
      We study the prevalence and traits of global collaborative patents for U.S. public companies, where the inventor team is located both within and outside of the United States. Collaborative patents are frequently observed when a corporation is entering into a new... View Details
      Keywords: Innovation; Ethnic Networks; Migration; Technology Transfer; Mobility; Information Technology; Globalized Firms and Management; Diasporas; Patents; Ethnicity; Entrepreneurship; Research and Development; Foreign Direct Investment; Innovation and Invention; Globalization; United States
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      Kerr, Sari Pekkala, and William R. Kerr. "Global Collaborative Patents." Economic Journal 128, no. 612 (July 2018): F235–F272.
      • July–August 2018
      • Article

      When Technology Gets Ahead of Society

      By: Tarun Khanna
      New technologies can be unsettling for industry incumbents, regulators, and consumers, because norms and institutions for dealing with them don’t yet exist. Interestingly, businesspeople in emerging economies face similar challenges: The rules are unclear and... View Details
      Keywords: Technological Innovation; Society; Situation or Environment; Infrastructure; Entrepreneurship; Performance Effectiveness; Cooperation
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      Khanna, Tarun. "When Technology Gets Ahead of Society." Harvard Business Review 96, no. 4 (July–August 2018): 86–95.
      • May 2018 (Revised June 2018)
      • Case

      Cowen Inc.: Leveraging Data

      By: Boris Groysberg, Sarah Abbott and Annelena Lobb
      Cowen Inc.’s broker-dealer, Cowen and Company, LLC, boasted a number of analysts who had made prescient stock calls on the basis of creative data analysis. Now Cowen Inc. had opened a new subsidiary, Kyber, which would attempt to monetize new data science products.... View Details
      Keywords: Data Science; Equity Research; Research Analysts; Investment; Analytics and Data Science; Equity; Research; Analysis; Competitive Strategy
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      Groysberg, Boris, Sarah Abbott, and Annelena Lobb. "Cowen Inc.: Leveraging Data." Harvard Business School Case 418-035, May 2018. (Revised June 2018.)
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