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Regional Clusters of Innovative Activity in Europe: Are Social Capital and Geographical Proximity the Key Determinants?

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  • Laura de Dominicis

    (European Commission, Seville)

  • Raymond J.G.M. Florax

    (Purdue University, W. Lafayette, and VU University Amsterdam)

  • Henri L.F. de Groot

    (VU University Amsterdam)

Abstract

Finding proper policy instruments to promote productivity growth features prominently on the Lisbon agenda and is central in many national as well as European policy debates. In view of the increased mobility of high-skilled workers in Europe, ongoing globalization and increased interregional and international co-operation, location patterns of innovative activity may be subject to drastic changes. A proper understanding of location patterns of innovative outputs can enhance the effectiveness and efficiency of national and European innovation policies. Building on the literature on the knowledge production function the aim of this paper is to explain the observed differences in the production of innovative output across European regions. Our main research question is whether geographical proximity and social capital are important vehicles of knowledge transmission for the production of innovative output in Europe. Several other variables are used to control for structural differences across European regions. We find support for the hypothesis that both social capital and geographical proximity are important factors in explaining the differences in the production of innovative output across European regions. This discussion paper led to a publication in Applied Economics .

Suggested Citation

  • Laura de Dominicis & Raymond J.G.M. Florax & Henri L.F. de Groot, 2011. "Regional Clusters of Innovative Activity in Europe: Are Social Capital and Geographical Proximity the Key Determinants?," Tinbergen Institute Discussion Papers 11-009/3, Tinbergen Institute.
  • Handle: RePEc:tin:wpaper:20110009
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    References listed on IDEAS

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    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Kelejian, Harry H & Prucha, Ingmar R, 1999. "A Generalized Moments Estimator for the Autoregressive Parameter in a Spatial Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(2), pages 509-533, May.
    3. Breschi, Stefano & Lissoni, Francesco, 2001. "Knowledge Spillovers and Local Innovation Systems: A Critical Survey," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 975-1005, December.
    4. Akçomak, I. Semih & ter Weel, Bas, 2009. "Social capital, innovation and growth: Evidence from Europe," European Economic Review, Elsevier, vol. 53(5), pages 544-567, July.
    5. Roberta Capello, 2002. "Spatial and Sectoral Characteristics of Relational Capital in Innovation Activity," European Planning Studies, Taylor & Francis Journals, vol. 10(2), pages 177-200, March.
    6. Ugo Fratesi & Lanfranco Senn (ed.), 2009. "Growth and Innovation of Competitive Regions," Advances in Spatial Science, Springer, number 978-3-540-70924-4, February.
    7. Zvi Griliches, 1998. "Patent Statistics as Economic Indicators: A Survey," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 287-343, National Bureau of Economic Research, Inc.
    8. Henri L.F. de Groot & Jacques Poot & Martijn J. Smit, 2007. "Agglomeration, Innovation and Regional Development: Theoretical Perspectives and Meta-Analysis," Tinbergen Institute Discussion Papers 07-079/3, Tinbergen Institute.
    9. Westlund, Hans & Bolton, Roger, 2003. "Local Social Capital and Entrepreneurship," Small Business Economics, Springer, vol. 21(2), pages 77-113, September.
    10. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    11. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    12. Kelejian, Harry H & Prucha, Ingmar R, 1998. "A Generalized Spatial Two-Stage Least Squares Procedure for Estimating a Spatial Autoregressive Model with Autoregressive Disturbances," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 99-121, July.
    13. Patrick Sevestre & Laszlo Matyas, 2008. "The Econometrics of Panel Data," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00279977, HAL.
    14. Roberta Capello & Peter Nijkamp (ed.), 2009. "Handbook of Regional Growth and Development Theories," Books, Edward Elgar Publishing, number 12874.
    15. Kelejian, Harry H. & Prucha, Ingmar R., 2007. "HAC estimation in a spatial framework," Journal of Econometrics, Elsevier, vol. 140(1), pages 131-154, September.
    16. repec:fth:harver:1473 is not listed on IDEAS
    17. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    18. Beugelsdijk, Sjoerd & van Schaik, Ton, 2005. "Social capital and growth in European regions: an empirical test," European Journal of Political Economy, Elsevier, vol. 21(2), pages 301-324, June.
    19. Lee, Lung-fei, 2007. "The method of elimination and substitution in the GMM estimation of mixed regressive, spatial autoregressive models," Journal of Econometrics, Elsevier, vol. 140(1), pages 155-189, September.
    20. Kelejian, Harry H. & Prucha, Ingmar R., 2004. "Estimation of simultaneous systems of spatially interrelated cross sectional equations," Journal of Econometrics, Elsevier, vol. 118(1-2), pages 27-50.
    21. Wagner, Alfred, 1891. "Marshall's Principles of Economics," History of Economic Thought Articles, McMaster University Archive for the History of Economic Thought, vol. 5, pages 319-338.
    22. Harry H. Kelejian & Dennis P. Robinson, 1993. "A Suggested Method Of Estimation For Spatial Interdependent Models With Autocorrelated Errors, And An Application To A County Expenditure Model," Papers in Regional Science, Wiley Blackwell, vol. 72(3), pages 297-312, July.
    23. Roberta Capello & Alessandra Faggian, 2005. "Collective Learning and Relational Capital in Local Innovation Processes," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 75-87.
    24. Scott Stern & Michael E. Porter & Jeffrey L. Furman, 2000. "The Determinants of National Innovative Capacity," NBER Working Papers 7876, National Bureau of Economic Research, Inc.
    25. Sergio J. Rey & Marlon G. Boarnet, 2004. "A Taxonomy of Spatial Econometric Models for Simultaneous Equations Systems," Advances in Spatial Science, in: Luc Anselin & Raymond J. G. M. Florax & Sergio J. Rey (ed.), Advances in Spatial Econometrics, chapter 5, pages 99-119, Springer.
    26. Luc Anselin & Attila Varga & Zoltan Acs, 2008. "Local Geographic Spillovers Between University Research and High Technology Innovations," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 9, pages 95-121, Edward Elgar Publishing.
    27. Zoltan J. Acs & Luc Anselin & Attila Varga, 2008. "Patents and Innovation Counts as Measures of Regional Production of New Knowledge," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 11, pages 135-151, Edward Elgar Publishing.
    28. Jaffe, Adam B, 1989. "Real Effects of Academic Research," American Economic Review, American Economic Association, vol. 79(5), pages 957-970, December.
    29. Audretsch, David B. & Feldman, Maryann P., 2004. "Knowledge spillovers and the geography of innovation," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 61, pages 2713-2739, Elsevier.
    30. Audretsch, David B, 1998. "Agglomeration and the Location of Innovative Activity," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 14(2), pages 18-29, Summer.
    31. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    32. Piras, Gianfranco, 2010. "sphet: Spatial Models with Heteroskedastic Innovations in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 35(i01).
    33. Michael E. Porter & Scott Stern, 2000. "Measuring the "Ideas" Production Function: Evidence from International Patent Output," NBER Working Papers 7891, National Bureau of Economic Research, Inc.
    34. Philippe Aghion & Steven Durlauf (ed.), 2005. "Handbook of Economic Growth," Handbook of Economic Growth, Elsevier, edition 1, volume 1, number 1.
    35. Beñat Bilbao‐Osorio & Andrés Rodríguez‐Pose, 2004. "From R&D to Innovation and Economic Growth in the EU," Growth and Change, Wiley Blackwell, vol. 35(4), pages 434-455, September.
    36. Bottazzi, Laura & Peri, Giovanni, 2003. "Innovation and spillovers in regions: Evidence from European patent data," European Economic Review, Elsevier, vol. 47(4), pages 687-710, August.
    37. László Mátyás & Patrick Sevestre (ed.), 2008. "The Econometrics of Panel Data," Advanced Studies in Theoretical and Applied Econometrics, Springer, number 978-3-540-75892-1, July-Dece.
    38. Lee, Lung-fei, 2007. "GMM and 2SLS estimation of mixed regressive, spatial autoregressive models," Journal of Econometrics, Elsevier, vol. 137(2), pages 489-514, April.
    39. repec:rre:publsh:v:33:y:2003:i:1:p:73-84 is not listed on IDEAS
    40. Roberto P. Camagni, 1995. "The Concept Of Innovative Milieu And Its Relevance For Public Policies In European Lagging Regions," Papers in Regional Science, Wiley Blackwell, vol. 74(4), pages 317-340, October.
    41. Lung-fei Lee, 2003. "Best Spatial Two-Stage Least Squares Estimators for a Spatial Autoregressive Model with Autoregressive Disturbances," Econometric Reviews, Taylor & Francis Journals, vol. 22(4), pages 307-335.
    42. Han, Yoo-Jin, 2007. "Measuring industrial knowledge stocks with patents and papers," Journal of Informetrics, Elsevier, vol. 1(4), pages 269-276.
    Full references (including those not matched with items on IDEAS)

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    Cited by:

    1. Margarita Billon & Rocio Marco & Fernando Lera-Lopez, 2017. "Innovation and ICT use in the EU: an analysis of regional drivers," Empirical Economics, Springer, vol. 53(3), pages 1083-1108, November.
    2. Jörg Breitung & Christoph Wigger, 2018. "Alternative GMM estimators for spatial regression models," Spatial Economic Analysis, Taylor & Francis Journals, vol. 13(2), pages 148-170, April.
    3. Giorgio Fazio & Luciano Lavecchia, 2013. "Social Capital Formation across Space," International Regional Science Review, , vol. 36(3), pages 296-321, July.
    4. Mehmet Güney Celbiş & Pui-Hang Wong & Karima Kourtit & Peter Nijkamp, 2021. "Innovativeness, Work Flexibility, and Place Characteristics: A Spatial Econometric and Machine Learning Approach," Sustainability, MDPI, vol. 13(23), pages 1-29, December.
    5. G. Martinidis & N. Komninos & E. Carayannis, 2022. "Taking into Account the Human Factor in Regional Innovation Systems and Policies," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 13(2), pages 849-879, June.
    6. M. Aristizabal-Ramirez & G. Canavire-Bacarreza & F. Rios-Avila, 2015. "Revisiting the effects of innovation on growth: a threshold analysis," Applied Economics Letters, Taylor & Francis Journals, vol. 22(18), pages 1474-1479, December.
    7. Bellmann, Lutz & Crimmann, Andreas & Evers, Katalin & Hujer, Reinhard, 2013. "Regional Determinants of Establishments' Innovation Activities: A Multi-Level Approach," IZA Discussion Papers 7572, Institute of Labor Economics (IZA).
    8. Lutz Bellmann & Katalin Evers & Reinhard Hujer, 2018. "Regional and firm-specific effects on innovations using multi-level methods," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 61(2), pages 319-349, September.
    9. Alicja Olejnik & Agata Zoltaszek, 2020. "Tracing The Spatial Patterns Of Innovation Determinants In Regional Economic Performance," Lodz Economics Working Papers 2/2020, University of Lodz, Faculty of Economics and Sociology.
    10. Mario A. Maggioni & Emanuela Marrocu & Teodora Erika Uberti & Stefano Usai, 2023. "The role of localised, recombinant and exogenous technological change in European regions," DISEIS - Quaderni del Dipartimento di Economia internazionale, delle istituzioni e dello sviluppo dis2301, Università Cattolica del Sacro Cuore, Dipartimento di Economia internazionale, delle istituzioni e dello sviluppo (DISEIS).
    11. İ. Semih Akçomak & Hanna Müller-Zick, 2018. "Trust and inventive activity in Europe: causal, spatial and nonlinear forces," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 60(3), pages 529-568, May.
    12. Nakamura, Shohei, 2017. "Tenure Security Premium in Informal Housing Markets: A Spatial Hedonic Analysis," World Development, Elsevier, vol. 89(C), pages 184-198.
    13. Chi Keung Marco Lau & Fu Steve Yang & Zhe Zhang & Vincent K. K. Leung, 2015. "Determinants Of Innovative Activities: Evidence From Europe And Central Asia Region," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 60(01), pages 1-18.
    14. Lado-Sestayo Rubén & Neira-Gómez Isabel & Chasco-Yrigoyen Coro, 2017. "Entrepreneurship at Regional Level: Temporary and Neighborhood Effects," Entrepreneurship Research Journal, De Gruyter, vol. 7(4), pages 1-12, October.
    15. Iván Boal-San Miguel & Luis César Herrero-Prieto, 2020. "Reliability of Creative Composite Indicators with Territorial Specification in the EU," Sustainability, MDPI, vol. 12(8), pages 1-27, April.
    16. Aldieri, Luigi & Bruno, Bruna & Makkonen, Teemu & Vinci, Concetto Paolo, 2023. "Environmental innovations, geographically mediated knowledge spillovers, economic and environmental performance," Resources Policy, Elsevier, vol. 81(C).
    17. Schild, Christopher-Johannes, 2013. "Generalized trust and regional innovation activity," FAU Discussion Papers in Economics 02/2012, Friedrich-Alexander University Erlangen-Nuremberg, Institute for Economics, revised 2013.
    18. Sibylle Puntscher & Christoph Hauser & Karin Pichler & Gottfried Tappeiner, 2014. "Social Capital and Collective Memory: A Complex Relationship," Kyklos, Wiley Blackwell, vol. 67(1), pages 116-132, February.
    19. Marusca De Castris & Daniele Di Gennaro, 2018. "Does agricultural subsidies foster Italian southern farms? A Spatial Quantile Regression Approach," Papers 1803.05659, arXiv.org.
    20. repec:elg:eechap:14395_24 is not listed on IDEAS
    21. Vítor João Pereira Domingues Martinho, 2019. "Social Justice: Disparities in Average Earnings across Portuguese Municipalities," Social Sciences, MDPI, vol. 8(4), pages 1-17, April.
    22. Luciano Lavecchia, 2015. "A note on social capital, space and growth in Europe," Temi di discussione (Economic working papers) 1017, Bank of Italy, Economic Research and International Relations Area.
    23. Harrison, Jane L. & Montgomery, Claire A. & Jeanty, P. Wilner, 2019. "A spatial, simultaneous model of social capital and poverty," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 78(C), pages 183-192.
    24. Sibylle Puntscher & Christoph Hauser & Janette Walde & Gottfried Tappeiner, 2016. "Measuring Social Capital with Aggregated Indicators: A Case of Ecological Fallacy?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 125(2), pages 431-449, January.

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    More about this item

    Keywords

    innovation; knowledge production function; social capital; spatial econometrics; European regions;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • I23 - Health, Education, and Welfare - - Education - - - Higher Education; Research Institutions
    • O18 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Urban, Rural, Regional, and Transportation Analysis; Housing; Infrastructure
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives

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