Multiscale analysis of interfirm networks in regional clusters

Abstract Networks within an organization and also among organizations are expected to work as a conduit of resources and knowledge. In this paper, we construct a large database of interfirm networks in eight regional clusters in Japan, and investigate their multiscale structures combining existing organizational and network theories. We found that the small world properties among regional clusters show marked differences, which intensify as the network size evolves. We also found that connector firms bridging different modules are scarce and therefore we should focus on networking activity among different modules to support the development of well-connected networks.

[1]  Peter Maskell,et al.  Localized Learning and Industrial Competitiveness , 1995 .

[2]  R. Guimerà,et al.  Modularity from fluctuations in random graphs and complex networks. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[3]  R. Burt The contingent value of social capital. , 1997 .

[4]  Martha Prevezer,et al.  The Dynamics of Industrial Clustering in Biotechnology , 1997 .

[5]  K. Cook,et al.  Social Exchange Theory , 1989, Theoretical Sociology.

[6]  Gary W. Loveman,et al.  The re-emergence of small-scale production: An international comparison , 1991 .

[7]  Elizabeth A. Corley,et al.  Scientists' collaboration strategies: implications for scientific and technical human capital , 2004 .

[8]  Pamela R. Haunschild,et al.  When Do Interlocks Matter?: Alternate Sources of Information and Interlock Influence , 1998 .

[9]  Pino G. Audia,et al.  The Social Structure of Entrepreneurial Activity: Geographic Concentration of Footwear Production in the United States, 1940–19891 , 2000, American Journal of Sociology.

[10]  M. Storper Regional ‘Worlds’ of Production: Learning and Innovation in the Technology Districts of France, Italy and the USA , 1993 .

[11]  L. Anselin,et al.  Patents and innovation counts as measures of regional production of new knowledge , 2002 .

[12]  Deborah G. . Ancona,et al.  Demography and Design: Predictors of New Product Team Performance , 1992 .

[13]  R. Katz,et al.  An Investigation into the Managerial Roles and Career Paths of Gatekeepers and Project Supervisors in a Major R&D Facility : R&D Management , 2011 .

[14]  C. Debresson,et al.  Networks of innovators:A review and introduction to the issue , 1991 .

[15]  B. Uzzi,et al.  The Sources and Consequences of Embeddedness for the Economic Performance of Organizations: The Network Effect , 1996 .

[16]  Toby E. Stuart,et al.  Interorganizational Endorsements and the Performance of Entrepreneurial Ventures , 1999 .

[17]  Jacques-François Thisse,et al.  The Economics of Agglomeration , 1996, Oxford Research Encyclopedia of Economics and Finance.

[18]  Morten T. Hansen,et al.  KNOWLEDGE SHARING IN ORGANIZATIONS: MULTIPLE NETWORKS, MULTIPLE PHASES , 2005 .

[19]  J. Jarillo On strategic networks , 1988 .

[20]  Localized Learning and Policy: Academic Advice on Enhancing Regional Competitiveness through Learning , 2001 .

[21]  R. Gulati,et al.  Guest editors’ introduction to the special issue: strategic networks , 2000 .

[22]  M. Storper The Limits to Globalization: Technology Districts and International Trade , 1992 .

[23]  M. Porter Location, Competition, and Economic Development: Local Clusters in a Global Economy , 2000 .

[24]  Tsutomu Harada,et al.  Three steps in knowledge communication: the emergence of knowledge transformers , 2003 .

[25]  David T. Wilson,et al.  Business marketing : an interaction and network perspective , 1995 .

[26]  P. McCann,et al.  Industrial Clusters: Complexes, Agglomeration and/or Social Networks? , 2000, Urban Studies.

[27]  Dirk De Clercq,et al.  A Network-based Approach on Opportunity Recognition , 2005 .

[28]  P. Cooke Regional Innovation Systems, Clusters, and the Knowledge Economy , 2001 .

[29]  J. Coleman Foundations of Social Theory , 1990 .

[30]  A. Chandler,et al.  Regional Advantage: Culture and Competition in Silicon Valley and Route 128 , 1994 .

[31]  Roberto Camagni,et al.  THE CONCEPT OF INNOVATIVE MILIEU AND ITS RELEVANCE FOR PUBLIC POLICIES IN EUROPEAN LAGGING REGIONS , 2005 .

[32]  Fredrick Flyer,et al.  Agglomeration economies, firm heterogeneity, and foreign direct investment in the United States , 2000 .

[33]  C. Fombrun Strategies for Network Research in Organizations , 1982 .

[34]  M. Porter The Competitive Advantage Of Nations , 1990 .

[35]  Sebastiano Brusco The Emilian model: productive decentralisation and social integration , 1982 .

[36]  Geoffrey G. Bell,et al.  Benefiting from network position: firm capabilities, structural holes, and performance , 2005 .

[37]  V. Eguíluz,et al.  Growing scale-free networks with small-world behavior. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[38]  R. Guimerà,et al.  Functional cartography of complex metabolic networks , 2005, Nature.

[39]  Stéphane Lallich,et al.  LOCATION OF INNOVATING ACTIVITIES, INDUSTRIAL STRUCTURE AND TECHNO-INDUSTRIAL CLUSTERS IN THE FRENCH ECONOMY, 1985-1990. EVIDENCE FROM US PATENTING , 1998 .

[40]  Gordon Walker,et al.  Coordination Patterns Within an Interorganizational Network , 1979 .

[41]  Mitsuru Kodama Knowledge creation through networked strategic communities: Case studies on new product development in Japanese companies , 2005 .

[42]  B. Dousset Innovation and network structural dynamics: Study of the alliance network of a major sector of the biotechnology industry , 2005 .

[43]  Hans G. Schuetze,et al.  Modeling systems of innovation: An enterprise-centered view , 1998 .

[44]  D. Mowery,et al.  Technological overlap and interfirm cooperation: implications for the resource-based view of the firm , 1998 .

[45]  W. Arthur ‘Silicon Valley’ locational clusters: when do increasing returns imply monopoly? , 1990 .

[46]  R. Gulati Alliances and networks , 1998 .

[47]  Stephen Tallman,et al.  Knowledge, clusters, and competitive advantage , 2004 .

[48]  K. Eisenhardt,et al.  Resource-based View of Strategic Alliance Formation: Strategic and Social Effects in Entrepreneurial Firms , 1996 .

[49]  A. Saxenian The origins and dynamics of production networks in Silicon Valley , 1991 .

[50]  C. Sabel,et al.  The Second Industrial Divide: Possibilities for Prosperity , 1984 .

[51]  G. Ahuja Collaboration Networks, Structural Holes, and Innovation: A Longitudinal Study , 1998 .

[52]  Christopher L. Tucci,et al.  Interfirm Modularity and Its Implications for Product Development , 2005 .

[53]  V. Latora,et al.  Complex networks: Structure and dynamics , 2006 .

[54]  Edward O. Laumann,et al.  Community Structure as Interorganizational Linkages , 1978 .

[55]  Timothy B. Folta,et al.  Geographic cluster size and firm performance , 2006 .

[56]  Michael Porter,et al.  The Economic Performance of Regions , 2003 .

[57]  Karen Page,et al.  Network Forms of Organization , 1998 .

[58]  W. Powell,et al.  Network Dynamics and Field Evolution: The Growth of Interorganizational Collaboration in the Life Sciences1 , 2005, American Journal of Sociology.

[59]  Edward M. Bergman,et al.  National Industry Cluster Templates: A Framework for Applied Regional Cluster Analysis , 2000 .

[60]  Bart Verspagen,et al.  The Small worlds of Strategic Technology Alliances , 2004 .

[61]  Håkan Håkansson,et al.  International Co-operative Relationships in Technological Development , 1992 .

[62]  W. H. Scott,et al.  Approaches to Organizational Design , 1966 .

[63]  C. Steinle,et al.  When do industries cluster? A proposal on how to assess an industry's propensity to concentrate at a single region or nation , 2002 .

[64]  D. Watts Networks, Dynamics, and the Small‐World Phenomenon1 , 1999, American Journal of Sociology.

[65]  Akbar Zaheer,et al.  Network Memory: The Influence of Past and Current Networks on Performance , 2004 .

[66]  Sharon L. Milgram,et al.  The Small World Problem , 1967 .

[67]  I. Chaston Existing Propensity to Cooperate: An Antecedent Influencing the Potential Performance of Small-Business Networks? , 1999 .

[68]  R. Burt Structural Holes and Good Ideas1 , 2004, American Journal of Sociology.

[69]  M E J Newman,et al.  Finding and evaluating community structure in networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[70]  Albert-László Barabási,et al.  Statistical mechanics of complex networks , 2001, ArXiv.

[71]  B. Kogut,et al.  Localization of Knowledge and the Mobility of Engineers in Regional Networks , 1999 .

[72]  S. Havlin,et al.  Scale-free networks are ultrasmall. , 2002, Physical review letters.

[73]  David F. Midgley,et al.  The effect of network structure in industrial diffusion processes , 1992 .

[74]  Roger Guimerà,et al.  Cartography of complex networks: modules and universal roles , 2005, Journal of statistical mechanics.

[75]  P. Morosini Industrial Clusters, Knowledge Integration and Performance , 2004 .

[76]  A. Neely,et al.  Networking and Innovation: A Systematic Review of the Evidence , 2004 .

[77]  Walter W. Powell,et al.  A Comparison of U.S. and European University-Industry Relations in the Life Sciences , 2001 .

[78]  Michael Useem,et al.  The Inner Circle: Large Corporations and the Rise of Business Political Activity in the U. S. and U.K. , 1986 .

[79]  Martin Kenney,et al.  Venture capital-financed innovation and technological change in the USA , 1988 .

[80]  Kenneth W. Koput,et al.  The Spatial Clustering of Science and Capital: Accounting for Biotech Firm-Venture Capital Relationships , 2002 .

[81]  J. Hagedoorn Understanding the rationale of strategic technology partnering: Nterorganizational modes of cooperation and sectoral differences , 1993 .

[82]  E. Hippel,et al.  Lead users: a source of novel product concepts , 1986 .

[83]  Jan Schnellenbach,et al.  What do we know about geographical knowledge spillovers and regional growth?: A survey of the literature , 2006 .

[84]  Mark S. Granovetter The Strength of Weak Ties , 1973, American Journal of Sociology.

[85]  Daniel A. Levinthal,et al.  ABSORPTIVE CAPACITY: A NEW PERSPECTIVE ON LEARNING AND INNOVATION , 1990 .

[86]  William M. Evan,et al.  Toward a Theory of Inter-Organizational Relations , 1965 .

[87]  Kim B. Clark,et al.  Architectural Innovation: The Reconfiguration of Existing Product Technologies and the Failure of , 1990 .

[88]  A. Marshall Principles of Economics , .

[89]  T. Allen Managing the flow of technology , 1977 .

[90]  J. Hagedoorn,et al.  The effect of strategic technology alliances on company performance. , 1994 .

[91]  Mitsuo Nagamachi,et al.  Supplier involvement in automotive component design: are there really large US Japan differences? , 1996 .

[92]  K. Morgan The Learning Region: Institutions, Innovation and Regional Renewal , 1997 .

[93]  Mats Forsgren,et al.  Managing Networks in International Business , 1992 .

[94]  B. Kogut,et al.  Social Capital, Structural Holes and the Formation of an Industry Network , 1997 .

[95]  Devi R. Gnyawali,et al.  Cooperative Networks and Competitive Dynamics: a Structural Embeddedness Perspective , 2001 .

[96]  J. H. Dyer,et al.  Creating and managing a high‐performance knowledge‐sharing network: the Toyota case , 2000 .

[97]  Attila Varga,et al.  Entrepreneurship, Agglomeration and Technological Change , 2005 .

[98]  A. Zaheer,et al.  Bridging ties: a source of firm heterogeneity in competitive capabilities , 1999 .

[99]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[100]  W. Powell,et al.  Interorganizational Collaboration and the Locus of Innovation: Networks of Learning in Biotechnology. , 1996 .

[101]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[102]  Roberto Camagni,et al.  Innovation Networks , 1991 .

[103]  Martin Gargiulo,et al.  Trapped in Your Own Net? Network Cohesion, Structural Holes, and the Adaptation of Social Capital , 2000 .

[104]  F. Malerba Learning by Firms and Incremental Technical Change , 1992 .

[105]  Eric von Hippel,et al.  A Customer-active Paradigm for Industrial Product Idea Generation , 1978 .

[106]  J. Barney Firm Resources and Sustained Competitive Advantage , 1991 .

[107]  B. Kogut The network as knowledge : Generative rules and the emergence of structure , 2000 .

[108]  B. Kogut The Stability of Joint Ventures: Reciprocity and Competitive Rivalry , 1989 .

[109]  Alexandre Beaudet,et al.  The Toyota Group and the Aisin Fire , 1998 .

[110]  Nanette S. Levinson,et al.  Cross-national alliances and interorganizational learning , 1995 .

[111]  J. Barney Resource-based theories of competitive advantage: A ten-year retrospective on the resource-based view , 2001 .

[112]  Richard W. Pouder,et al.  Technology Clusters Versus Industry Clusters: Resources, Networks, and Regional Advantages , 2006 .

[113]  Toby E. Stuart,et al.  The geography of opportunity: spatial heterogeneity in founding rates and the performance of biotechnology firms , 2003 .

[114]  R. Chandy,et al.  Organizing for Radical Product Innovation: The Overlooked Role of Willingness to Cannibalize , 1998 .

[115]  N. Nohria,et al.  Global strategic linkages and industry structure , 1991 .

[116]  M E J Newman,et al.  Fast algorithm for detecting community structure in networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[117]  R. Guimerà,et al.  The worldwide air transportation network: Anomalous centrality, community structure, and cities' global roles , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[118]  D. Mowery,et al.  Strategic alliances and interfirm knowledge transfer , 1996 .

[119]  M. Kotabe,et al.  Gaining from vertical partnerships : Knowledge transfer, relationship duration and supplier performance improvement in the U.S. and Japanese automotive industries , 2003 .

[120]  Walter W. Powell,et al.  Knowledge Networks as Channels and Conduits: The Effects of Spillovers in the Boston Biotechnology Community , 2004, Organ. Sci..

[121]  M. Porter Clusters and the new economics of competition. , 1998, Harvard business review.

[122]  Roberta Capello,et al.  Spatial Transfer of Knowledge in High Technology Milieux: Learning Versus Collective Learning Processes , 1999 .

[123]  Peter Maskell,et al.  Towards a Knowledge‐based Theory of the Geographical Cluster , 2001 .

[124]  R. Eccles,et al.  Networks and Organizations: Structure, Form, and Action , 1992 .

[125]  H. Håkansson,et al.  Developing relationships in business networks , 1995 .

[126]  K. Frenken,et al.  The citation impact of research collaborations : the case of European biotechnology and applied microbiology (1988-2002) , 2005 .

[127]  Paul Israel,et al.  The Sources of Innovation , 1990 .

[128]  W. Powell Learning from Collaboration: Knowledge and Networks in the Biotechnology and Pharmaceutical Industries , 1998 .

[129]  R. Pouder,et al.  Hot Spots and Blind Spots: Geographical Clusters of Firms and Innovation , 1996 .

[130]  Jeffrey H. Dyer,et al.  The Relational View: Cooperative Strategy and Sources of Interorganizational Competitive Advantage , 1998 .

[131]  Ray Reagans,et al.  Network Structure and Knowledge Transfer: The Effects of Cohesion and Range , 2003 .