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When interaction matters: the contingent effects of spatial knowledge spillovers and internal R&I on firm productivity

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  • Timo Mitze

    (University of Southern Denmark)

  • Teemu Makkonen

    (Karelian Institute, University of Eastern Finland)

Abstract

This work studies the linkages between spatially bound knowledge spillovers, internal research, and innovation (R&I) activities and firm productivity. Spillovers are modeled to emanate from intra- and extra-sectoral R&I activities in the firms’ regional business environments. We specifically test for non-linearities in the complex relationship between these internal and external knowledge sources and quantify their joint marginal effect on firm productivity. Our empirical results for a large panel of German manufacturing firms (1) underline the overall importance of knowledge spillovers in driving productivity and (2) point at distinct interactions between the included knowledge sources: First, we find that intra-sectoral knowledge spillovers only have a statistically significant effect on firm productivity when extra-sectoral spillovers are sufficiently large. Secondly, the link between knowledge spillovers and productivity varies with the level of the firms’ internal R&I activities.

Suggested Citation

  • Timo Mitze & Teemu Makkonen, 2020. "When interaction matters: the contingent effects of spatial knowledge spillovers and internal R&I on firm productivity," The Journal of Technology Transfer, Springer, vol. 45(4), pages 1088-1120, August.
    • Handle: RePEc:kap:jtecht:v:45:y:2020:i:4:d:10.1007_s10961-019-09729-w
    DOI: 10.1007/s10961-019-09729-w
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    1. Markus Eberhardt & Christian Helmers & Hubert Strauss, 2013. "Do Spillovers Matter When Estimating Private Returns to R&D?," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 436-448, May.
    2. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    3. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    4. Giulio Cainelli & Andrea Fracasso & Giuseppe Vittucci Marzetti, 2015. "Spatial agglomeration and productivity in Italy: A panel smooth transition regression approach," Papers in Regional Science, Wiley Blackwell, vol. 94, pages 39-67, November.
    5. Junankar, Pramod N. (Raja), 2013. "Is there a Trade-off between Employment and Productivity?," IZA Discussion Papers 7717, Institute of Labor Economics (IZA).
    6. Borje Johansson & Hans Loof, 2008. "Innovation Activities Explained By Firm Attributes And Location," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 17(6), pages 533-552.
    7. Tatsuaki Kuroda & Philip McCann & Ryohei Nakamura, 2014. "Review Of Urban & Regional Development Studies Best Paper Award 2013," Review of Urban & Regional Development Studies, Wiley Blackwell, vol. 26(1), pages 1-1, March.
    8. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    9. Oliviero A. Carboni & Giuseppe Medda, 2018. "R&D, export and investment decision: evidence from European firms," Applied Economics, Taylor & Francis Journals, vol. 50(2), pages 187-201, January.
    10. Danielle Galliano & Marie-Beno�t Magrini & Pierre Triboulet, 2015. "Marshall's versus Jacobs' Externalities in Firm Innovation Performance: The Case of French Industry," Regional Studies, Taylor & Francis Journals, vol. 49(11), pages 1840-1858, November.
    11. Andrea Caragliu & Laura de Dominicis & Henri L.F. de Groot, 2016. "Both Marshall and Jacobs were Right!," Economic Geography, Taylor & Francis Journals, vol. 92(1), pages 87-111, January.
    12. Martijn J. Smit & Maria A. Abreu & Henri L.F. Groot, 2015. "Micro-evidence on the determinants of innovation in the Netherlands: The relative importance of absorptive capacity and agglomeration externalities," Papers in Regional Science, Wiley Blackwell, vol. 94(2), pages 249-272, June.
    13. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    14. Sjoerd Beugelsdijk, 2007. "The Regional Environment and a Firm’s Innovative Performance: A Plea for a Multilevel Interactionist Approach," Economic Geography, Taylor & Francis Journals, vol. 83(2), pages 181-199, April.
    15. Irene Daskalopoulou & Panagiotis Liargovas, 2010. "Regional determinants of manufacturing start-ups in Greece: evidence on the effect of agglomeration economies," Applied Economics Letters, Taylor & Francis Journals, vol. 17(18), pages 1841-1844.
    16. David B. Audretsch & Dirk Dohse & Annekatrin Niebuhr, 2015. "Regional unemployment structure and new firm formation," Papers in Regional Science, Wiley Blackwell, vol. 94, pages 115-138, November.
    17. Crescenzi, Riccardo & Gagliardi, Luisa, 2018. "The innovative performance of firms in heterogeneous environments: The interplay between external knowledge and internal absorptive capacities," Research Policy, Elsevier, vol. 47(4), pages 782-795.
    18. Henry Renski, 2011. "External economies of localization, urbanization and industrial diversity and new firm survival," Papers in Regional Science, Wiley Blackwell, vol. 90(3), pages 473-502, August.
    19. Frank M.H. Neffke & Martin Henning & Ron Boschma, 2012. "The impact of aging and technological relatedness on agglomeration externalities: a survival analysis," Journal of Economic Geography, Oxford University Press, vol. 12(2), pages 485-517, March.
    20. Henderson, Vernon & Kuncoro, Ari & Turner, Matt, 1995. "Industrial Development in Cities," Journal of Political Economy, University of Chicago Press, vol. 103(5), pages 1067-1090, October.
    21. Ron Boschma, 2011. "Regional Branching and Regional Innovation Policy," Advances in Spatial Science, in: Karima Kourtit & Peter Nijkamp & Roger R. Stough (ed.), Drivers of Innovation, Entrepreneurship and Regional Dynamics, pages 359-368, Springer.
    22. ZHANG, Hongyong, 2015. "How does agglomeration promote the product innovation of Chinese firms?," China Economic Review, Elsevier, vol. 35(C), pages 105-120.
    23. Andrea Lasagni, 2011. "Agglomeration Economies and Employment Growth: New Evidence from the Information Technology Sector in Italy," Growth and Change, Wiley Blackwell, vol. 42(2), pages 159-178, June.
    24. John C. Driscoll & Aart C. Kraay, 1998. "Consistent Covariance Matrix Estimation With Spatially Dependent Panel Data," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 549-560, November.
    25. Jan Kluge & Robert Lehmann, 2013. "Marshall or Jacobs? New insights from an interaction model," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 33(2), pages 107-133, October.
    26. Cheng, Wenya & Morrow, John & Tacharoen, Kitjawat, 2012. "Productivity as if space mattered: an application to factor markets across China," LSE Research Online Documents on Economics 48930, London School of Economics and Political Science, LSE Library.
    27. Kleoniki Kalapouti & Nikos Varsakelis, 2015. "Intra and inter: regional knowledge spillovers in European Union," The Journal of Technology Transfer, Springer, vol. 40(5), pages 760-781, October.
    28. James A. Cunningham & Paul O’Reilly, 2018. "Macro, meso and micro perspectives of technology transfer," The Journal of Technology Transfer, Springer, vol. 43(3), pages 545-557, June.
    29. Konstantinos Grigoriou & Frank T. Rothaermel, 2017. "Organizing for knowledge generation: internal knowledge networks and the contingent effect of external knowledge sourcing," Strategic Management Journal, Wiley Blackwell, vol. 38(2), pages 395-414, February.
    30. Ren Lu & Ruikan Zhang & Torger Reve, 2013. "Relations among Clusters in Six Chinese City Regions," European Planning Studies, Taylor & Francis Journals, vol. 21(8), pages 1189-1209, August.
    31. 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.
    32. Glaeser, Edward L & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1992. "Growth in Cities," Journal of Political Economy, University of Chicago Press, vol. 100(6), pages 1126-1152, December.
      • Edward L. Glaeser & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1991. "Growth in Cities," NBER Working Papers 3787, National Bureau of Economic Research, Inc.
      • Glaeser, Edward Ludwig & Kallal, Hedi D. & Scheinkman, Jose A. & Shleifer, Andrei, 1992. "Growth in Cities," Scholarly Articles 3451309, Harvard University Department of Economics.
    33. Henderson, J. Vernon, 2003. "Marshall's scale economies," Journal of Urban Economics, Elsevier, vol. 53(1), pages 1-28, January.
    34. Fafchamps, Marcel & Hamine, Said El, 2017. "Firm productivity, wages, and agglomeration externalities," Research in Economics, Elsevier, vol. 71(2), pages 291-305.
    35. Emanuela Marrocu & Raffaele Paci & Stefano Usai, 2013. "Productivity Growth In The Old And New Europe: The Role Of Agglomeration Externalities," Journal of Regional Science, Wiley Blackwell, vol. 53(3), pages 418-442, August.
    36. Corinne Autant‐Bernard & James P. LeSage, 2011. "Quantifying Knowledge Spillovers Using Spatial Econometric Models," Journal of Regional Science, Wiley Blackwell, vol. 51(3), pages 471-496, August.
    37. Massimiliano Agovino & Agnese Rapposelli, 2015. "Agglomeration externalities and technical efficiency in Italian regions," Quality & Quantity: International Journal of Methodology, Springer, vol. 49(5), pages 1803-1822, September.
    38. Solmaria Halleck Vega & J. Paul Elhorst, 2015. "The Slx Model," Journal of Regional Science, Wiley Blackwell, vol. 55(3), pages 339-363, June.
    39. Sam Tavassoli & Viroj Jienwatcharamongkhol, 2016. "Survival of entrepreneurial firms: the role of agglomeration externalities," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 28(9-10), pages 746-767, October.
    40. Boris Lokshin & René Belderbos & Martin Carree, 2008. "The Productivity Effects of Internal and External R&D: Evidence from a Dynamic Panel Data Model," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(3), pages 399-413, June.
    41. Frank G. van Oort & Martijn J. Burger & Joris Knoben & Otto Raspe, 2012. "Multilevel Approaches And The Firm-Agglomeration Ambiguity In Economic Growth Studies," Journal of Economic Surveys, Wiley Blackwell, vol. 26(3), pages 468-491, July.
    42. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    43. Charlie Karlsson (ed.), 2008. "Handbook of Research on Innovation and Clusters," Books, Edward Elgar Publishing, number 13104.
    44. Hall, Bronwyn H. & Mairesse, Jacques, 1995. "Exploring the relationship between R&D and productivity in French manufacturing firms," Journal of Econometrics, Elsevier, vol. 65(1), pages 263-293, January.
    45. 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.
    46. Gordon, Robert J, 1995. "Is There a Trade-off between Unemployment and Productivity Growth?," CEPR Discussion Papers 1159, C.E.P.R. Discussion Papers.
    47. Annette Illy & Michael Schwartz & Christoph Hornych & Martin T.W. Rosenfeld, 2011. "Local Economic Structure And Sectoral Employment Growth In German Cities," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 102(5), pages 582-593, December.
    48. Dirk Frantzen, 2002. "Intersectoral and International R&D Knowledge Spillovers and Total Factor Productivity," Scottish Journal of Political Economy, Scottish Economic Society, vol. 49(3), pages 280-303, August.
    49. Argentino Pessoa, 2014. "Agglomeration and regional growth policy: externalities versus comparative advantages," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 53(1), pages 1-27, August.
    50. 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.
    51. Sebastian Benz & Mario Larch & Markus Zimmer, 2015. "Trade in ideas: outsourcing and knowledge spillovers," International Economics and Economic Policy, Springer, vol. 12(2), pages 221-237, June.
    52. Henri L.F. Groot & Jacques Poot & Martijn J. Smit, 2016. "Which Agglomeration Externalities Matter Most And Why?," Journal of Economic Surveys, Wiley Blackwell, vol. 30(4), pages 756-782, September.
    53. Brambor, Thomas & Clark, William Roberts & Golder, Matt, 2006. "Understanding Interaction Models: Improving Empirical Analyses," Political Analysis, Cambridge University Press, vol. 14(1), pages 63-82, January.
    54. repec:hal:wpspec:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    55. Veland Ramadani & Hyrije Abazi-Alili & Léo-Paul Dana & Gadaf Rexhepi & Sadudin Ibraimi, 2017. "The impact of knowledge spillovers and innovation on firm-performance: findings from the Balkans countries," International Entrepreneurship and Management Journal, Springer, vol. 13(1), pages 299-325, March.
    56. Maryann Feldman, 1999. "The New Economics Of Innovation, Spillovers And Agglomeration: Areview Of Empirical Studies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 8(1-2), pages 5-25.
    57. Gerben Panne, 2004. "Agglomeration externalities: Marshall versus Jacobs," Journal of Evolutionary Economics, Springer, vol. 14(5), pages 593-604, December.
    58. Sørensen, Bent E & Kalemli-Özcan, Sebnem & Volosovych, Vadym & Villegas-Sanchez, Carolina & Yesiltas, Sevcan, 2015. "How to construct nationally representative firm level data from the ORBIS global database," CEPR Discussion Papers 10829, C.E.P.R. Discussion Papers.
    59. Mitze, Timo & Naveed, Amjad & Ahmad, Nisar, 2016. "International, intersectoral, or unobservable? Measuring R&D spillovers under weak and strong cross-sectional dependence," Journal of Macroeconomics, Elsevier, vol. 50(C), pages 259-272.
    60. Segerstrom, Paul S, 1998. "Endogenous Growth without Scale Effects," American Economic Review, American Economic Association, vol. 88(5), pages 1290-1310, December.
    61. Philippe Aghion & Christopher Harris & Peter Howitt & John Vickers, 2001. "Competition, Imitation and Growth with Step-by-Step Innovation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 68(3), pages 467-492.
    62. Martijn J. Smit, 2017. "Cross-border agglomeration benefits," Letters in Spatial and Resource Sciences, Springer, vol. 10(3), pages 375-383, October.
    63. Philippe Aghion & Xavier Jaravel, 2015. "Knowledge Spillovers, Innovation and Growth," Economic Journal, Royal Economic Society, vol. 0(583), pages 533-573, March.
    64. Stefan P.T. Groot & Henri L.F. Groot & Martijn J. Smit, 2014. "Regional Wage Differences In The Netherlands: Micro Evidence On Agglomeration Externalities," Journal of Regional Science, Wiley Blackwell, vol. 54(3), pages 503-523, June.
    65. Ulrich Doraszelski & Jordi Jaumandreu, 2013. "R&D and Productivity: Estimating Endogenous Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1338-1383.
    66. Frank Neffke & Martin Henning & Ron Boschma & Karl-Johan Lundquist & Lars-Olof Olander, 2011. "The Dynamics of Agglomeration Externalities along the Life Cycle of Industries," Regional Studies, Taylor & Francis Journals, vol. 45(1), pages 49-65.
    67. Audretsch, David B. & Keilbach, Max, 2008. "Resolving the knowledge paradox: Knowledge-spillover entrepreneurship and economic growth," Research Policy, Elsevier, vol. 37(10), pages 1697-1705, December.
    68. Sebnem Kalemli-Ozcan & Bent Sorensen & Carolina Villegas-Sanchez & Vadym Volosovych & Sevcan Yesiltas, 2015. "How to Construct Nationally Representative Firm Level Data from the Orbis Global Database: New Facts and Aggregate Implications," NBER Working Papers 21558, National Bureau of Economic Research, Inc.
    69. Stéphane Maraut & Hélène Dernis & Colin Webb & Vincenzo Spiezia & Dominique Guellec, 2008. "The OECD REGPAT Database: A Presentation," OECD Science, Technology and Industry Working Papers 2008/2, OECD Publishing.
    70. Filip De Beule & Ilke Van Beveren, 2012. "Does Firm Agglomeration Drive Product Innovation And Renewal? An Application For Belgium," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 103(4), pages 457-472, September.
    71. Zheng, Xiao-Ping, 2010. "A cointegration analysis of dynamic externalities," Japan and the World Economy, Elsevier, vol. 22(2), pages 130-140, March.
    72. repec:hal:spmain:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    73. Johannes Boshuizen & Peter Geurts & Anne Van Der Veen, 2009. "Regional Social Networks As Conduits For Knowledge Spillovers: Explaining Performance Of High‐Tech Firms," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 100(2), pages 183-197, April.
    74. Corinne Autant-Bernard & James Lesage, 2011. "Quantifying knowledge spillovers using spatial econometric tools," Post-Print halshs-00617709, HAL.
    75. Andrea Caragliu & Peter Nijkamp, 2016. "Space and knowledge spillovers in European regions: the impact of different forms of proximity on spatial knowledge diffusion," Journal of Economic Geography, Oxford University Press, vol. 16(3), pages 749-774.
    76. Yew-Kwang Ng, 2015. "BOOK REVIEW: "Advancing Singapore-China Economic Relations"," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 60(02), pages 1-3.
    77. Gerben van der Panne & Cees van Beers, 2006. "On the Marshall - Jacobs Controversy It takes two to tango," DRUID Working Papers 06-23, DRUID, Copenhagen Business School, Department of Industrial Economics and Strategy/Aalborg University, Department of Business Studies.
    78. Suminori Tokunaga & Masahiro Kageyama & Yuko Akune & Ryohei Nakamura, 2014. "Empirical Analysis Of Agglomeration Economies In The Japanese Assembly-Type Manufacturing Industry For 1985–2000: Using Agglomeration And Coagglomeration Indices," Review of Urban & Regional Development Studies, Wiley Blackwell, vol. 26(1), pages 57-79, March.
    79. Chyi, Yih-Luan & Lai, Yee-Man & Liu, Wen-Hsien, 2012. "Knowledge spillovers and firm performance in the high-technology industrial cluster," Research Policy, Elsevier, vol. 41(3), pages 556-564.
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    Keywords

    Firm productivity; Research; Innovation; Spatial knowledge spillovers; Interaction terms;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • O10 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - General
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

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