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  • November 2023
  • Case

Open Source Machine Learning at Google

By: Shane Greenstein, Martin Wattenberg, Fernanda B. Viégas, Daniel Yue and James Barnett
Set in early 2023, the case exposes students to the challenges of managing open source software at Google. The case focuses on the challenges for Alex Spinelli, Vice President of Product Management for Core Machine Learning. He must set priorities for Google’s efforts... View Details
Keywords: Decision Choices and Conditions; Technological Innovation; Open Source Distribution; Strategy; AI and Machine Learning; Applications and Software; Technology Industry; United States
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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.
  • 16 May 2000
  • Research & Ideas

The Simple Economics of Open Source

generosity and knowledge-bearing have not really been guiding factors in other industries: so why would they dominate the computer field? Instead, they suggest, laboring on open source brings developers and... View Details
Keywords: by Martha Lagace; Technology
  • May 2001
  • Article

The Open Source Movement: Key Research Questions

By: Josh Lerner and Jean Tirole
The paper analyzes the incentives of individual programmers and of commercial companies to participate in open source projects. While these incentives are in our opinion well accounted for by the economic paradigm, much empirical and theoretical work is still needed to... View Details
Keywords: Motivation and Incentives; Open Source Distribution
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Lerner, Josh, and Jean Tirole. "The Open Source Movement: Key Research Questions." Special Issue on Papers and Proceedings of the 15th Congress of the European Economic Association European Economic Review 45, nos. 4-6 (May 2001): 819–826.
  • November – December 2011
  • Article

Competitive Strategy for Open Source Software

By: Vineet Kumar, Brett Gordon and Kannan Srinivasan
Commercial open source software (COSS) products-privately developed software based on publicly available source code-represent a rapidly growing, multibillion-dollar market. A unique aspect of competition in the COSS market is that many open source licenses require... View Details
Keywords: Applications and Software; Competitive Strategy; Product Development; Growth and Development; Markets; Motivation and Incentives; Quality; Policy; Perspective; Profit; Open Source Distribution; Emerging Markets
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Kumar, Vineet, Brett Gordon, and Kannan Srinivasan. "Competitive Strategy for Open Source Software." Marketing Science 30, no. 6 (November–December 2011): 1066–1078.
  • 2024
  • Working Paper

The Value of Open Source Software

By: Manuel Hoffmann, Frank Nagle and Yanuo Zhou
The value of a non-pecuniary (free) product is inherently difficult to assess. A pervasive example is open source software (OSS), a global public good that plays a vital role in the economy and is foundational for most technology we use today. However, it is... View Details
Keywords: Valuation; Open Source Distribution; Applications and Software
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Hoffmann, Manuel, Frank Nagle, and Yanuo Zhou. "The Value of Open Source Software." Harvard Business School Working Paper, No. 24-038, January 2024.
  • 24 Feb 2020
  • Research & Ideas

The Hidden Vulnerabilities of Open Source Software

underscore the importance of understanding where open source is most used and could be vulnerable to attack. The report, ‘Vulnerabilities in the Core,’ a Preliminary Report and Census II of View Details
Keywords: by Frank Nagle and Jenny Hoffman; Computer
  • September 2023
  • Technical Note

Free and Open Source Software and Hardware

By: Frank Nagle
This technical note surveys the concepts of free and open source software and hardware. It introduces the concepts in general, providing a brief history of their development and numerous examples of how companies employ them in practice. Further, it identifies various... View Details
Keywords: Corporate Strategy; Collaborative Innovation and Invention; Technological Innovation; Nonprofit Organizations; Competitive Strategy; Patents; Information Technology; Business Model; Open Source Distribution; Applications and Software; Information Technology Industry; Technology Industry
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Nagle, Frank. "Free and Open Source Software and Hardware." Harvard Business School Technical Note 724-380, September 2023.
  • November 2023
  • Article

Open Source Software and Global Entrepreneurship

By: Nataliya Langburd Wright, Frank Nagle and Shane Greenstein
This is the first study to consider the relationship between open source software (OSS) and entrepreneurship around the globe. This study measures whether country-level participation on the GitHub OSS platform affects the founding of innovative ventures, and where it... View Details
Keywords: Entrepreneurship; Applications and Software; Business Ventures; Development Economics; Innovation and Invention; Global Range
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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).
  • 11 Jan 2010
  • Research & Ideas

Mixing Open Source and Proprietary Software Strategies

that market segment. We find that when the value of the complementary good and user innovation is low (meaning that the technical possibilities for users to improve the software are limited), the firm will choose a mixed View Details
Keywords: by Julia Hanna; Web Services
  • May 29, 2018
  • Article

A Study of NASA Scientists Shows How to Overcome Barriers to Open Innovation

By: Hila Lifshitz - Assaf, Michael Tushman and Karim R. Lakhani
Keywords: Open Innovation; Nasa
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Lifshitz - Assaf, Hila, Michael Tushman, and Karim R. Lakhani. "A Study of NASA Scientists Shows How to Overcome Barriers to Open Innovation." Harvard Business Review (website) (May 29, 2018).
  • 02 Mar 2011
  • Research & Ideas

Managing the Open Source vs. Proprietary Decision

Editor's note: In their new book, The Comingled Code: Open Source and Economic Development, HBS professor Josh Lerner and London School of Economics professor Mark Schankerman look at the impact of View Details
Keywords: by Josh Lerner & Mark Schankerman; Technology
  • March 2019
  • Article

Open Source Software and Firm Productivity

By: Frank Nagle
As open source software (OSS) is increasingly used as a key input by firms, understanding its impact on productivity becomes critical. This study measures the firm-level productivity impact of nonpecuniary (free) OSS and finds a positive and significant value-added... View Details
Keywords: Applications and Software; Open Source Distribution; Performance Productivity; Information Technology; Strategy
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Nagle, Frank. "Open Source Software and Firm Productivity." Management Science 65, no. 3 (March 2019): 1191–1215.
  • 2010
  • Book

The Comingled Code: Open Source and Economic Development

By: Josh Lerner and Mark Schankerman
Discussions of the economic impact of open source software often generate more heat than light. Advocates passionately assert the benefits of open source, while critics decry its effects. Missing from the debate is rigorous economic analysis and systematic... View Details
Keywords: Development Economics; Economic Growth; Policy; Government and Politics; Open Source Distribution; Software
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Lerner, Josh, and Mark Schankerman. The Comingled Code: Open Source and Economic Development. MIT Press, 2010.
  • September 15, 2021
  • Article

Improving Deconvolution Methods in Biology Through Open Innovation Competitions: An Application to the Connectivity Map

By: Andrea Blasco, Ted Natoli, Michael G. Endres, Rinat A. Sergeev, Steven Randazzo, Jin Hyun Paik, N.J. Maximilian Macaluso, Rajiv Narayan, Xiaodong Lu, David Peck, Karim R. Lakhani and Aravind Subramanian
A recurring problem in biomedical research is how to isolate signals of distinct populations (cell types, tissues, and genes) from composite measures obtained by a single analyte or sensor. Existing computational deconvolution approaches work well in many specific... View Details
Keywords: Deconvolution; Methods; Open Innovation Competition; Genomics; Research; Innovation and Invention
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Blasco, Andrea, Ted Natoli, Michael G. Endres, Rinat A. Sergeev, Steven Randazzo, Jin Hyun Paik, N.J. Maximilian Macaluso, Rajiv Narayan, Xiaodong Lu, David Peck, Karim R. Lakhani, and Aravind Subramanian. "Improving Deconvolution Methods in Biology Through Open Innovation Competitions: An Application to the Connectivity Map." Bioinformatics 37, no. 18 (September 15, 2021).
  • Research Summary

Open Innovation and Organizational Boundaries

By: Michael L. Tushman
I am exploring how open innovation... View Details
  • Article

Dismantling Knowledge Boundaries at NASA: The Critical Role of Professional Identity in Open Innovation

By: Hila Lifshitz - Assaf
Using a longitudinal in-depth field study at NASA, I investigate how the open, or peer-production, innovation model affects R&D professionals, their work, and the locus of innovation. R&D professionals are known for keeping their knowledge work within clearly defined... View Details
Keywords: Innovation; Knowledge Boundaries; Boundary Work; Professional Identity; Open Innovation; Identity Work; Technological Change; Nasa; Innovation and Invention; Knowledge; Science; Technology; Engineering; Change; Aerospace Industry; North and Central America
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Lifshitz - Assaf, Hila. "Dismantling Knowledge Boundaries at NASA: The Critical Role of Professional Identity in Open Innovation." Administrative Science Quarterly 63, no. 4 (December 2018): 746–782.
  • 05 Sep 2018
  • Research & Ideas

The Hidden Benefit of Giving Back to Open Source Software

pixelfit Companies that contribute to open source software and use it in their own IT systems and applications can gain a competitive advantage—even though they may be helping their competitors in the short... View Details
Keywords: by Kristen Senz; Computer
  • 2024
  • Working Paper

Open Source Software Policy in Industry Equilibrium

Open source software (OSS) is a form of public knowledge widely provided and relied on by the private sector. To study the effects of growing government involvement in this critical public good, I build a new empirical model where high-tech firms choose software inputs... View Details
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Gortmaker, Jeff. "Open Source Software Policy in Industry Equilibrium." Working Paper, October 2024.
  • 2009
  • Working Paper

Industry Equilibrium with Open Source and Proprietary Firms

By: Gaston Llanes and Ramiro de Elejalde
We present a model of industry equilibrium to study the coexistence of Open Source (OS) and Proprietary (P) firms. Two novel aspects of the model are: (1) participation in OS arises as the optimal decision of profit-maximizing firms, and (2) OS and P firms may (or may... View Details
Keywords: Investment; Technological Innovation; Knowledge Sharing; Industry Structures; Open Source Distribution; Research and Development
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Llanes, Gaston, and Ramiro de Elejalde. "Industry Equilibrium with Open Source and Proprietary Firms." Harvard Business School Working Paper, No. 09-149, June 2009.
  • 22 Mar 2024
  • Research & Ideas

Open Source Software: The $9 Trillion Resource Companies Take for Granted

What does it take to put a price tag on open source software (OSS), a resource so critical to the global economy that some 96 percent of commercial programs include some code created, tinkered with, or... View Details
Keywords: by Rachel Layne; Computer; Information Technology; Technology
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