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  • All HBS Web  (3,856)
    • People  (9)
    • News  (621)
    • Research  (2,446)
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    • Multimedia  (3)
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  • July 2014
  • Article

Network Effects in Countries' Adoption of IFRS

By: Karthik Ramanna and Ewa Sletten
If the differences in accounting standards across countries reflect relatively stable institutional differences (e.g., auditing technology, the rule of law, etc.), why did several countries rapidly, albeit in a staggered manner, adopt IFRS over local standards in the... View Details
Keywords: International Accounting; Financial Reporting; Network Effects
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Ramanna, Karthik, and Ewa Sletten. "Network Effects in Countries' Adoption of IFRS." Accounting Review 89, no. 4 (July 2014): 1517–1543.
  • Research Summary

Personal Data in Marketing

By: John A. Deighton
Between 10% and 20% of all marketing activity in the United States, and a smaller proportion internationally, relies on data about individuals, whether personally identifying or pseudonomized. These data flow across a system of established and emerging firms operating... View Details
Keywords: Data; Personal Data; Information Technology; Industry Structure; Marketing
  • Article

Network Effects in the Governance of Strategic Alliances

We argue that the stock of prior alliances between participants in the biotechnology sector forms a network that serves as a governance mechanism in interfirm transactions. To test how this network substitutes for other governance mechanisms, we examine how equity... View Details
Keywords: Network Effects; Governance; Strategy; Alliances; Stocks; Market Transactions; Equity; Mortgages; Biotechnology Industry
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Robinson, David, and Toby E. Stuart. "Network Effects in the Governance of Strategic Alliances." Journal of Law, Economics & Organization 23, no. 1 (April 2007): 242–273.
  • 2013
  • Other Unpublished Work

Platforms and Limits to Network Effects

By: Mikolaj Jan Piskorski and Hanna Halaburda
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Piskorski, Mikolaj Jan, and Hanna Halaburda. "Platforms and Limits to Network Effects." (Management Science, First Round Revise and Resubmit.)
  • October 2012
  • Article

Data Scientist: The Sexiest Job of the 21st Century

Key to the effective use of big data are the analytical professionals known as "data scientists," who can both manipulate large and unstructured data sources and create insights from them. Data scientists are difficult to hire and retain, but their skills will be... View Details
Keywords: Big Data; Data Scientists; Business Analytics; Analytics and Data Science; Mathematical Methods; Jobs and Positions
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Davenport, Thomas H., and D. J. Patil. "Data Scientist: The Sexiest Job of the 21st Century." Harvard Business Review 90, no. 10 (October 2012): 70–76.
  • 2023
  • Working Paper

Black-box Training Data Identification in GANs via Detector Networks

By: Lukman Olagoke, Salil Vadhan and Seth Neel
Since their inception Generative Adversarial Networks (GANs) have been popular generative models across images, audio, video, and tabular data. In this paper we study whether given access to a trained GAN, as well as fresh samples from the underlying distribution, if... View Details
Keywords: Cybersecurity; Copyright; AI and Machine Learning; Analytics and Data Science
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Olagoke, Lukman, Salil Vadhan, and Seth Neel. "Black-box Training Data Identification in GANs via Detector Networks." Working Paper, October 2023.
  • 2011
  • Working Paper

Quantity vs. Quality: Exclusion by Platforms with Network Effects

By: Andrei Hagiu
This paper provides a simple model of platforms with direct network effects, in which users value not just the quantity (i.e., number) of other users who join, but also their average quality in some dimension. A monopoly platform is more likely to exclude low-quality... View Details
Keywords: Multi-sided Platforms; Exclusion; Quality And Quantity; Cost; Governing Rules, Regulations, and Reforms; Network Effects; Market Participation; Digital Platforms; Monopoly; Quality; Motivation and Incentives; Strategy
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Hagiu, Andrei. "Quantity vs. Quality: Exclusion by Platforms with Network Effects." Harvard Business School Working Paper, No. 11-125, May 2011.
  • Article

Contagion of Cooperation in Static and Fluid Social Networks

By: Jillian J. Jordan, David G. Rand, Samuel Arbesman, James H. Fowler and Nicholas A. Christakis
Cooperation is essential for successful human societies. Thus, understanding how cooperative and selfish behaviors spread from person to person is a topic of theoretical and practical importance. Previous laboratory experiments provide clear evidence of social... View Details
Keywords: Social Contagion; Social Networks; Cooperation; Behavior; Social Media
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Jordan, Jillian J., David G. Rand, Samuel Arbesman, James H. Fowler, and Nicholas A. Christakis. "Contagion of Cooperation in Static and Fluid Social Networks." PLoS ONE 8, no. 6 (June 2013).
  • March 2016
  • Article

Environmental Demands and the Emergence of Social Structure: Technological Dynamism and Interorganizational Network Forms

By: Adam Tatarynowicz, Maxim Sytch and Ranjay Gulati
This study investigates the origins of variation in the structures of interorganizational networks across industries. We combine empirical analyses of existing interorganizational networks in six industries with an agent-based simulation model of network emergence.... View Details
Keywords: Interorganizatonal Relationships; Social Networks; Network Emergence; Interorganizational Networks; Information Technology; Networks; Organizational Structure; Social and Collaborative Networks; Social Media
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Tatarynowicz, Adam, Maxim Sytch, and Ranjay Gulati. "Environmental Demands and the Emergence of Social Structure: Technological Dynamism and Interorganizational Network Forms." Administrative Science Quarterly 61, no. 1 (March 2016): 52–86.
  • June 2013
  • Article

Vacancies in Supply Chain Networks

By: John William Hatfield and Scott Duke Kominers
We use the supply chain matching framework to study the effects of firm exit. We show that the exit of an initial supplier or end consumer has monotonic effects on the welfare of initial suppliers and end consumers but may simultaneously have positive and negative... View Details
Keywords: Matching; Networks; Stability; Vacancy Chains; Market Entry and Exit; Supply Chain
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Hatfield, John William, and Scott Duke Kominers. "Vacancies in Supply Chain Networks." Economics Letters 119, no. 3 (June 2013): 354–357.
  • 2017
  • Working Paper

Shopping for Confirmation: How Disconfirming Feedback Shapes Social Networks

By: Paul Green Jr., Francesca Gino and Bradley Staats
Many organizations employ interpersonal feedback processes as a structured means of informing and motivating employee improvement. Ample evidence suggests that these feedback processes are largely ineffective, and despite a wealth of prescriptive literature, these... View Details
Keywords: Developmental Feedback; Self-concept; Positive Illusions; Social Network; Threat; Identity; Social and Collaborative Networks; Behavior; Performance; Social Media
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Green, Paul, Jr., Francesca Gino, and Bradley Staats. "Shopping for Confirmation: How Disconfirming Feedback Shapes Social Networks." Harvard Business School Working Paper, No. 18-028, September 2017.
  • November–December 2023
  • Article

Network Centralization and Collective Adaptability to a Shifting Environment

By: Ethan S. Bernstein, Jesse C. Shore and Alice J. Jang
We study the connection between communication network structure and an organization’s collective adaptability to a shifting environment. Research has shown that network centralization—the degree to which communication flows disproportionately through one or more... View Details
Keywords: Network Centralization; Collective Intelligence; Organizational Change and Adaptation; Organizational Structure; Communication; Decision Making; Networks; Adaptation
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Bernstein, Ethan S., Jesse C. Shore, and Alice J. Jang. "Network Centralization and Collective Adaptability to a Shifting Environment." Organization Science 34, no. 6 (November–December 2023): 2064–2096.
  • 09 Sep 2011
  • Working Paper Summaries

Quantity vs. Quality: Exclusion by Platforms with Network Effects

Keywords: by Andrei Hagiu; Technology
  • 2020
  • Working Paper

Dog Eat Dog: Balancing Network Effects and Differentiation in a Digital Platform Merger

By: Chiara Farronato, Jessica Fong and Andrey Fradkin
Digital platforms are increasingly the subject of regulatory scrutiny. In comparison to multiple competitors, a single platform may increase consumer welfare if network effects are large or may decrease welfare due to higher prices or reduction in platform variety. We... View Details
Keywords: Platform Differentiation; Digital Platforms; Network Effects; Measurement and Metrics; Mergers and Acquisitions; Outcome or Result
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Farronato, Chiara, Jessica Fong, and Andrey Fradkin. "Dog Eat Dog: Balancing Network Effects and Differentiation in a Digital Platform Merger." NBER Working Paper Series, No. 28047, November 2020.
  • January 2024
  • Article

Dog Eat Dog: Balancing Network Effects and Differentiation in a Digital Platform Merger

By: Chiara Farronato, Jessica Fong and Andrey Fradkin
Digital platforms are increasingly the subject of regulatory scrutiny. In comparison to multiple competitors, a single platform may increase consumer welfare if network effects are large or may decrease welfare due to higher prices or reduction in platform variety. We... View Details
Keywords: Platform Differentiation; Digital Platforms; Network Effects; Measurement and Metrics; Mergers and Acquisitions; Outcome or Result
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Farronato, Chiara, Jessica Fong, and Andrey Fradkin. "Dog Eat Dog: Balancing Network Effects and Differentiation in a Digital Platform Merger." Management Science 70, no. 1 (January 2024): 464–483.
  • 2019
  • Chapter

Markets as Networks: The Dynamics and Implications of Interorganizational Network Structures

By: Ranjay Gulati and Maxim Sytch
We discuss existing research that applies a relational, socio-structural lens to studying organizations and markets. Research in this field has described markets first and foremost as networks of enduring relationships and repeated interactions among organizations. We... View Details
Keywords: Interorganizatonal Relationships; Social Networks; Networks; Markets
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Gulati, Ranjay, and Maxim Sytch. "Markets as Networks: The Dynamics and Implications of Interorganizational Network Structures." In The Palgrave Encyclopedia of Strategic Management. Continuously updated edition, edited by Mie Augier and David J. Teece. Palgrave Macmillan, 2019. Electronic. (Pre-published, October 2013 and updated in 2014.)
  • Article

Divide and Conquer: Competing with Free Technology under Network Effects

By: Deishin Lee and Haim Mendelson
We study how a commercial firm competes with a free open source product. The market consists of two customer segments with different preferences and is characterized by positive network effects. The commercial firm makes product and pricing decisions to maximize its... View Details
Keywords: Profit; Product Launch; Network Effects; Open Source Distribution; Adoption; Competitive Strategy; Competitive Advantage
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Lee, Deishin, and Haim Mendelson. "Divide and Conquer: Competing with Free Technology under Network Effects." Production and Operations Management 17, no. 1 (January–February 2008): 12–28.
  • March 2021
  • Article

The Impact of the General Data Protection Regulation on Internet Interconnection

By: Ran Zhuo, Bradley Huffaker, KC Claffy and Shane Greenstein
The Internet comprises thousands of independently operated networks, where bilaterally negotiated interconnection agreements determine the flow of data between networks. The European Union’s General Data Protection Regulation (GDPR) imposes strict restrictions on... View Details
Keywords: Personal Data; Privacy Regulation; GDPR; Interconnection Agreements; Internet and the Web; Governing Rules, Regulations, and Reforms
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Zhuo, Ran, Bradley Huffaker, KC Claffy, and Shane Greenstein. "The Impact of the General Data Protection Regulation on Internet Interconnection." Telecommunications Policy 45, no. 2 (March 2021).
  • 2019
  • Working Paper

The Impact of the General Data Protection Regulation on Internet Interconnection

By: Ran Zhuo, Bradley Huffaker, KC Claffy and Shane Greenstein
The Internet comprises thousands of independently operated networks, where bilaterally negotiated interconnection agreements determine the flow of data between networks. The European Union’s General Data Protection Regulation (GDPR) imposes strict restrictions on... View Details
Keywords: Personal Data; Privacy Regulation; GDPR; Interconnection Agreements; Internet and the Web; Governing Rules, Regulations, and Reforms; European Union
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Zhuo, Ran, Bradley Huffaker, KC Claffy, and Shane Greenstein. "The Impact of the General Data Protection Regulation on Internet Interconnection." NBER Working Paper Series, No. 26481, November 2019.
  • 1 Jan 1999
  • Conference Presentation

Estimating the Performance Effects of Networks in Emerging Markets

By: Tarun Khanna and J. Rivkin
Keywords: Networks; Performance Evaluation; Emerging Markets
Citation
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Khanna, Tarun, and J. Rivkin. "Estimating the Performance Effects of Networks in Emerging Markets." January 1, 1999 (Winner of Academy of Management. Business Policy and Strategy Division. Best Paper Award presented by Academy of Management.)
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