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Hunting scale-free properties in R&D collaboration networks: Self-organization, power-law and policy issues in the European aerospace research area

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  • Biggiero, Lucio
  • Angelini, Pier Paolo

Abstract

Based on previous studies of EU-subsidized research joint ventures, R&D collaboration networks, and aerospace industry, this work raises and tests a set of hypotheses in order to check whether the European aerospace research area shows a scale-free topology. Its main focus concerns the application of a proper power-law detecting methodology to most important parameters: projects' and organizations' direct and indirect centrality, organizations' membership, and finally projects' size and fund. While previous studies of other EU-subsidized research joint ventures carried on the analyses with relatively simpler methods and tested only the power-law form, our work employs minimum and significance values calculations, and contrasts the power-law with other heavy-tailed distributions, which are widely analysed and discussed. The results clearly state that some parameters can be substantially assimilated to a power-law, while others only moderately or not at all. An explanation of such differences is provided and grounded on the relation between self-organization and scale invariance, mostly confirming a direct dependence of the latter from the former. However, the peculiarities of projects' size distribution make the interpretation of that relationship more problematic and suggest the need to carefully investigate the effect produced in each specific context by external constraints. Further, the implications of the scale-free topological properties—and in particular of their occurrence in the relationship between organizations' direct and indirect connectivity—are explored and discussed also respect to the effectiveness of European research policies. Besides enhancing the understanding of EU-subsidized research joint ventures in the European aerospace research area, our work contributes to investigate the more general issues of the relationship between self-organization and power-law, and between organizations' direct and indirect connectivity within inter-organizational networks. Finally, the paper underlines the high relevance of scale-free properties—and thus, the need to follow a proper detection methodology—by showing their relationships with resilience and sustainability of socio-economic systems.

Suggested Citation

  • Biggiero, Lucio & Angelini, Pier Paolo, 2015. "Hunting scale-free properties in R&D collaboration networks: Self-organization, power-law and policy issues in the European aerospace research area," Technological Forecasting and Social Change, Elsevier, vol. 94(C), pages 21-43.
  • Handle: RePEc:eee:tefoso:v:94:y:2015:i:c:p:21-43
    DOI: 10.1016/j.techfore.2014.04.009
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    as
    1. Hobday, Mike, 1998. "Product complexity, innovation and industrial organisation," Research Policy, Elsevier, vol. 26(6), pages 689-710, February.
    2. Andrea Prencipe, 2001. "Exploiting And Nurturing In-House Technological Capabilities: Lessons From The Aerospace Industry," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 5(03), pages 299-321.
    3. Prencipe, Andrea, 2000. "Breadth and depth of technological capabilities in CoPS: the case of the aircraft engine control system," Research Policy, Elsevier, vol. 29(7-8), pages 895-911, August.
    4. Yoshiko Okubo & Michel Zitt, 2004. "Searching for research integration across Europe: a closer look at international and inter-regional collaboration in France," Science and Public Policy, Oxford University Press, vol. 31(3), pages 213-226, June.
    5. David Smith & Gamal Ibrahim, 2006. "Cluster Dynamics: Corporate Strategy, Industry Evolution and Technology Trajectories - A Case Study of the East Midlands Aerospace Cluster," Local Economy, London South Bank University, vol. 21(4), pages 362-377, November.
    6. J. Carlos Jarillo, 1988. "On strategic networks," Strategic Management Journal, Wiley Blackwell, vol. 9(1), pages 31-41, January.
    7. Luukkonen, Terttu & Nedeva, Maria, 2010. "Towards understanding integration in research and research policy," Research Policy, Elsevier, vol. 39(5), pages 674-686, June.
    8. repec:hal:spmain:info:hdl:2441/9771 is not listed on IDEAS
    9. Réka Albert & Hawoong Jeong & Albert-László Barabási, 1999. "Diameter of the World-Wide Web," Nature, Nature, vol. 401(6749), pages 130-131, September.
    10. Prencipe, Andrea, 1997. "Technological competencies and product's evolutionary dynamics a case study from the aero-engine industry," Research Policy, Elsevier, vol. 25(8), pages 1261-1276, January.
    11. Hagedoorn, John, 2002. "Inter-firm R&D partnerships: an overview of major trends and patterns since 1960," Research Policy, Elsevier, vol. 31(4), pages 477-492, May.
    12. Elisa Giuliani, 2007. "The selective nature of knowledge networks in clusters: evidence from the wine industry," Journal of Economic Geography, Oxford University Press, vol. 7(2), pages 139-168, March.
    13. Mukherjee, Animesh & Choudhury, Monojit & Ganguly, Niloy, 2011. "Understanding how both the partitions of a bipartite network affect its one-mode projection," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 390(20), pages 3602-3607.
    14. Hobday, Mike, 2000. "The project-based organisation: an ideal form for managing complex products and systems?," Research Policy, Elsevier, vol. 29(7-8), pages 871-893, August.
    15. Réka Albert & Hawoong Jeong & Albert-László Barabási, 2000. "Error and attack tolerance of complex networks," Nature, Nature, vol. 406(6794), pages 378-382, July.
    16. Roki Iwahashi & Tomohiro Machikita, 2004. "A new empirical regularity in world income distribution dynamics, 1960-2001," Economics Bulletin, AccessEcon, vol. 6(19), pages 1-15.
    17. Mowery, David C. & Oxley, Joanne E. & Silverman, Brian S., 1998. "Technological overlap and interfirm cooperation: implications for the resource-based view of the firm," Research Policy, Elsevier, vol. 27(5), pages 507-523, September.
    18. Henri Delanghe & Ugur Muldur & Luc Soete (ed.), 2009. "European Science and Technology Policy," Books, Edward Elgar Publishing, number 13427.
    19. Tom Broekel & Holger Graf, 2012. "Public research intensity and the structure of German R&D networks: a comparison of 10 technologies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 21(4), pages 345-372, April.
    20. Konno, Tomohiko, 2009. "Network structure of Japanese firms. Scale-free, hierarchy, and degree correlation: analysis from 800,000 firms," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 3, pages 1-13.
    21. Gautam Ahuja & Riitta Katila, 2001. "Technological acquisitions and the innovation performance of acquiring firms: a longitudinal study," Strategic Management Journal, Wiley Blackwell, vol. 22(3), pages 197-220, March.
    22. Pierre Dussauge & Bernard Garrette, 1995. "Determinants of Success in International Strategic Alliances: Evidence from the Global Aerospace Industry," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 26(3), pages 505-530, September.
    23. Frank Emmert-Streib & Matthias Dehmer, 2008. "Robustness In Scale-Free Networks: Comparing Directed And Undirected Networks," International Journal of Modern Physics C (IJMPC), World Scientific Publishing Co. Pte. Ltd., vol. 19(05), pages 717-726.
    24. Gilsing, V.A. & Lemmens, C. & Duijsters, G.M., 2007. "Strategic alliance networks and innovation : A deterministic and voluntaristic view combined," Other publications TiSEM deaff6db-3e18-4bfc-a3fa-7, Tilburg University, School of Economics and Management.
    25. Alessia Sammarra & Lucio Biggiero, 2008. "Heterogeneity and Specificity of Inter‐Firm Knowledge Flows in Innovation Networks," Journal of Management Studies, Wiley Blackwell, vol. 45(4), pages 800-829, June.
    26. Stefano Breschi & Franco Malerba, 2009. "ERA and the Role of Networks," Chapters, in: Henri Delanghe & Ugur Muldur & Luc Soete (ed.), European Science and Technology Policy, chapter 9, Edward Elgar Publishing.
    27. Barrie R. Nault & Rajeev K. Tyagi, 2001. "Implementable Mechanisms to Coordinate Horizontal Alliances," Management Science, INFORMS, vol. 47(6), pages 787-799, June.
    28. Lucio Biggiero, 2006. "Industrial and knowledge relocation strategies under the challenges of globalization and digitalization: the move of small and medium enterprises among territorial systems," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 18(6), pages 443-471, November.
    29. Mario A. Maggioni & Mario Nosvelli & Teodora Erika Uberti, 2007. "Space versus networks in the geography of innovation: A European analysis," Papers in Regional Science, Wiley Blackwell, vol. 86(3), pages 471-493, August.
    30. Virginia Acha & Stefano Brusoni & Andrea Prencipe, 2007. "Exploring The Miracle: Strategy And Management Of The Knowledge Base In The Aeronautics Industry," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 4(01), pages 15-39.
    31. Tim Carroll & Richard M. Burton, 2000. "Organizations and Complexity: Searching for the Edge of Chaos," Computational and Mathematical Organization Theory, Springer, vol. 6(4), pages 319-337, December.
    32. Melissa A. Schilling & Corey C. Phelps, 2007. "Interfirm Collaboration Networks: The Impact of Large-Scale Network Structure on Firm Innovation," Management Science, INFORMS, vol. 53(7), pages 1113-1126, July.
    33. Alan O'Sullivan, 2006. "Why tense, unstable, and diverse relations are inherent in co-designing with suppliers: an aerospace case study," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 15(2), pages 221-250, April.
    34. Kevin Crowston, 1997. "A Coordination Theory Approach to Organizational Process Design," Organization Science, INFORMS, vol. 8(2), pages 157-175, April.
    35. Levin, Simon A. & Barrett, Scott & Aniyar, Sara & Baumol, William & Bliss, Christopher & Bolin, Bert & Dasgupta, Partha & Ehrlich, Paul & Folke, Carl & Gren, Ing-Marie & Holling, C.S. & Jansson, Annma, 1998. "Resilience in natural and socioeconomic systems," Environment and Development Economics, Cambridge University Press, vol. 3(2), pages 221-262, May.
    36. Christian Longhi, 2005. "A french revolution : technology management in the aerospace industry. The case of Toulouse," Post-Print halshs-00278465, HAL.
    37. Barrie R. Nault & Rajeev K. Tyagi, 2001. "Erratum: Implementable Mechanisms to Coordinate Horizontal Alliances," Management Science, INFORMS, vol. 47(10), pages 1440-1440, October.
    38. Massimo Paoli & Andrea Prencipe, 1999. "The Role of Knowledge Bases in Complex Product Systems: Some Empirical Evidence from the Aero Engine Industry," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 3(2), pages 137-160, June.
    39. Michael J. Leiblein & Tammy L. Madsen, 2009. "Unbundling competitive heterogeneity: incentive structures and capability influences on technological innovation," Strategic Management Journal, Wiley Blackwell, vol. 30(7), pages 711-735, July.
    40. Vuong, Quang H, 1989. "Likelihood Ratio Tests for Model Selection and Non-nested Hypotheses," Econometrica, Econometric Society, vol. 57(2), pages 307-333, March.
    41. Catherine Beaudry, 2001. "Entry, Growth and Patenting in Industrial Clusters: A Study of the Aerospace Industry in the UK," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 8(3), pages 405-436.
    42. Kash, Don E. & Rycoft, Robert W., 2000. "Patterns of innovating complex technologies: a framework for adaptive network strategies," Research Policy, Elsevier, vol. 29(7-8), pages 819-831, August.
    43. H. Jeong & B. Tombor & R. Albert & Z. N. Oltvai & A.-L. Barabási, 2000. "The large-scale organization of metabolic networks," Nature, Nature, vol. 407(6804), pages 651-654, October.
    44. Yu-Shan Chen & Chun-Yu Shih & Ching-Hsun Chang, 2012. "The effects of related and unrelated technological diversification on innovation performance and corporate growth in the Taiwan’s semiconductor industry," Scientometrics, Springer;Akadémiai Kiadó, vol. 92(1), pages 117-134, July.
    45. Aimilia Protogerou & Yannis Caloghirou & Evangelos Siokas, 2010. "Policy-driven collaborative research networks in Europe," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 19(4), pages 349-372.
    46. Charlie Karlsson & Börje Johansson & Roger R. Stough (ed.), 2005. "Industrial Clusters and Inter-Firm Networks," Books, Edward Elgar Publishing, number 3577.
    47. Roediger-Schluga, Thomas & Barber, Michael J., 2007. "R&D collaboration networks in the European FrameworkProgrammes: Data processing, network construction and selected results," MERIT Working Papers 2007-032, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    48. David Frachisse & Pascal Billand, 2008. "The Sixth Framework Program as an Affiliation Network: Representation and Analysis," Working Papers 2008.32, Fondazione Eni Enrico Mattei.
    49. Jorge Niosi & Majlinda Zhegu, 2005. "Aerospace Clusters: Local or Global Knowledge Spillovers?," Industry and Innovation, Taylor & Francis Journals, vol. 12(1), pages 5-29.
    50. Roediger-Schluga, Thomas & Barber, Michael J., 2006. "The structure of R&D collaboration networks in the European Framework Programmes," MERIT Working Papers 2006-036, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    51. Almendral, Juan A. & Oliveira, J.G. & López, L. & Mendes, J.F.F. & Sanjuán, Miguel A.F., 2007. "The network of scientific collaborations within the European framework programme," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 384(2), pages 675-683.
    52. Mari­n, Pedro L. & Siotis, Georges, 2008. "Public policies towards Research Joint Venture: Institutional design and participants' characteristics," Research Policy, Elsevier, vol. 37(6-7), pages 1057-1065, July.
    53. Thomas Scherngell & Michael J. Barber, 2009. "Spatial interaction modelling of cross‐region R&D collaborations: empirical evidence from the 5th EU framework programme," Papers in Regional Science, Wiley Blackwell, vol. 88(3), pages 531-546, August.
    54. Raspe, Otto & van Oort, Frank G., 2011. "Firm heterogeneity, productivity and spatially bounded knowledge externalities," Socio-Economic Planning Sciences, Elsevier, vol. 45(1), pages 38-47, March.
    55. Mireille Matt & Stéphane Robin & Sandrine Wolff, 2012. "The influence of public programs on inter-firm R&D collaboration strategies: project-level evidence from EU FP5 and FP6," The Journal of Technology Transfer, Springer, vol. 37(6), pages 885-916, December.
    56. Caldarelli, Guido, 2007. "Scale-Free Networks: Complex Webs in Nature and Technology," OUP Catalogue, Oxford University Press, number 9780199211517, Decembrie.
    57. Manfred Paier & Thomas Scherngell, 2011. "Determinants of Collaboration in European R&D Networks: Empirical Evidence from a Discrete Choice Model," Industry and Innovation, Taylor & Francis Journals, vol. 18(1), pages 89-104.
    58. Frenken, Koen, 2000. "A complexity approach to innovation networks. The case of the aircraft industry (1909-1997)," Research Policy, Elsevier, vol. 29(2), pages 257-272, February.
    59. Perrings, Charles, 2006. "Resilience and sustainable development," Environment and Development Economics, Cambridge University Press, vol. 11(4), pages 417-427, August.
    60. Derek Braddorn & Keith Hartley, 2007. "The competitiveness of the UK aerospace industry," Applied Economics, Taylor & Francis Journals, vol. 39(6), pages 715-726.
    61. Bernard Garrette & Pierre Dussauge, 1995. "Determinants of Success in International Strategic Alliances: Evidence from the Global Aerospace Industry," Post-Print hal-00458889, HAL.
    62. repec:ebl:ecbull:v:6:y:2004:i:19:p:1-15 is not listed on IDEAS
    63. Corrado Di Guilmi & Mauro Gallegati & Edoardo Gaffeo, 2003. "Power Law Scaling in the World Income Distribution," Economics Bulletin, AccessEcon, vol. 15(6), pages 1-7.
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    More about this item

    Keywords

    Aerospace; EU research policy; Power-law distribution; R&D collaboration networks; Resilience; Self-organization; Sustainability;
    All these keywords.

    JEL classification:

    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • C18 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Methodolical Issues: General
    • D85 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Network Formation
    • L14 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Transactional Relationships; Contracts and Reputation
    • L93 - Industrial Organization - - Industry Studies: Transportation and Utilities - - - Air Transportation
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy
    • O52 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Europe
    • Z18 - Other Special Topics - - Cultural Economics - - - Public Policy

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