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Publications
  • 2014
  • Working Paper
  • HBS Working Paper Series

Hidden Structure: Using Network Methods to Map System Architecture

By: Carliss Baldwin, Alan MacCormack and John Rusnak
  • Format:Print
  • | Language:English
  • | Pages:41
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Abstract

In this paper, we describe an operational methodology for characterising the architecture of complex technical systems and demonstrate its application to a large sample of software releases. Our methodology is based upon directed network graphs, which allows us to identify all of the direct and indirect linkages between the components in a system. We use this approach to define three fundamental architectural patterns, which we label core-periphery, multi-core, and hierarchical. Applying our methodology to a sample of 1,286 software releases from 17 applications, we find that the majority of releases possess a "core-periphery" structure. This architecture is characterized by a single dominant cyclic group of components (the "Core") that is large relative to the system as a whole as well as to other cyclic groups in the system. We show that the size of the Core varies widely, even for systems that perform the same function. These differences appear to be associated with different models of development—open, distributed organizations develop systems with smaller Cores, while closed, co-located organizations develop systems with larger Cores. Our findings establish some "stylized facts" about the fine-grained structure of large, real-world technical systems, serving as a point of departure for future empirical work.

Keywords

Complexity; Applications and Software; Product Design

Citation

Baldwin, Carliss, Alan MacCormack, and John Rusnak. "Hidden Structure: Using Network Methods to Map System Architecture." Harvard Business School Working Paper, No. 13-093, May 2013. (Revised April 2014.)
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About The Authors

Carliss Y. Baldwin

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Alan D. MacCormack

Technology and Operations Management
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Related Work

    • 2014
    • Faculty Research

    Hidden Structure: Using Network Methods to Map System Architecture

    By: Carliss Baldwin, Alan MacCormack and John Rusnak
Related Work
  • Hidden Structure: Using Network Methods to Map System Architecture By: Carliss Baldwin, Alan MacCormack and John Rusnak
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