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Concentration on the few? R&D and innovation in German firms 2001 to 2013

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  • Rammer, Christian
  • Schubert, Torben

Abstract

Innovation activities in the German enterprise sector showed two opposing trends over the past two decades: While total innovation expenditures grew substantially, the number of firms conducting innovation activities fell sharply. Innovation expenditures hence concentrate on fewer firms. In this paper we analyse the evolution of firms' innovation and R&D activities. Based on panel data from the German part of the Community Innovation Survey covering a 13 years period (2001 to 2013) we use continuous-time Markov-Chains to analyse the changing properties of the firms' choices to conduct R&D and non-R&D innovation activities. Our findings are threefold. As compared to the pre-crisis period 2001-2007 there is a considerable change in innovation and R&D behaviour of German firms from 2008 onwards with an increasing number of firms exiting R&D and innovation activities. Smaller firms are the main driver behind this process, particularly with regard to quitting non-R&D innovation activities. Although smaller firms were also less likely to move to higher levels of innovativeness and R&D engagement and more likely to fall back in the pre-crisis period, these trends have been more pronounced in the crisis and even in the post-crisis period. Both public innovation support and better financial capabilities can increase the rate chances to move to higher levels of innovativeness and reduce the chances to fall back.

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  • Rammer, Christian & Schubert, Torben, 2016. "Concentration on the few? R&D and innovation in German firms 2001 to 2013," ZEW Discussion Papers 16-005, ZEW - Leibniz Centre for European Economic Research.
  • Handle: RePEc:zbw:zewdip:16005
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    1. Alessandra Colombelli & Francesco Quatraro, 2014. "The persistence of firms' knowledge base: a quantile approach to Italian data," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(7), pages 585-610, October.
    2. Juan Máñez & María Rochina-Barrachina & Amparo Sanchis-Llopis & Juan Sanchis-Llopis, 2015. "The determinants of R&D persistence in SMEs," Small Business Economics, Springer, vol. 44(3), pages 505-528, March.
    3. Matthias Deschryvere, 2014. "R&D, firm growth and the role of innovation persistence: an analysis of Finnish SMEs and large firms," Small Business Economics, Springer, vol. 43(4), pages 767-785, December.
    4. Ángela Triguero & David Córcoles & María C. Cuerva, 2014. "Measuring the persistence in innovation in Spanish manufacturing firms: empirical evidence using discrete-time duration models," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(5-6), pages 447-468, September.
    5. Wladimir Raymond & Pierre Mohnen & Franz Palm & Sybrand Schim van der Loeff, 2010. "Persistence of Innovation in Dutch Manufacturing: Is It Spurious?," The Review of Economics and Statistics, MIT Press, vol. 92(3), pages 495-504, August.
    6. Anna Laura Baraldi & Claudia Cantabene & Giulio Perani, 2014. "Reverse causality in the R&D-patents relationship: an interpretation of the innovation persistence," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(3), pages 304-326, April.
    7. Tommy Clausen & Mikko Pohjola & Koson Sapprasert & Bart Verspagen, 2012. "Innovation strategies as a source of persistent innovation," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 21(3), pages 553-585, June.
    8. Bloom, Nick & Griffith, Rachel & Van Reenen, John, 2002. "Do R&D tax credits work? Evidence from a panel of countries 1979-1997," Journal of Public Economics, Elsevier, vol. 85(1), pages 1-31, July.
    9. Christian Le Bas & Nicolas Poussing, 2014. "Are Complex Innovators More Persistent Than Single Innovators? An Empirical Analysis Of Innovation Persistence Drivers," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 18(01), pages 1-21.
    10. David J. TEECE, 2008. "Profiting from technological innovation: Implications for integration, collaboration, licensing and public policy," World Scientific Book Chapters, in: The Transfer And Licensing Of Know-How And Intellectual Property Understanding the Multinational Enterprise in the Modern World, chapter 5, pages 67-87, World Scientific Publishing Co. Pte. Ltd..
    11. Tavassoli, Sam & Karlsson, Charlie, 2015. "Persistence of various types of innovation analyzed and explained," Research Policy, Elsevier, vol. 44(10), pages 1887-1901.
    12. Bart Nooteboom, 2009. "A Cognitive Theory of the Firm," Books, Edward Elgar Publishing, number 13348.
    13. Triguero, Ángela & Córcoles, David, 2013. "Understanding innovation: An analysis of persistence for Spanish manufacturing firms," Research Policy, Elsevier, vol. 42(2), pages 340-352.
    14. Martin Woerter, 2014. "Competition and Persistence of R&D," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(5-6), pages 469-489, September.
    15. Antonelli, Cristiano & Crespi, Francesco & Scellato, Giuseppe, 2012. "Inside innovation persistence: New evidence from Italian micro-data," Structural Change and Economic Dynamics, Elsevier, vol. 23(4), pages 341-353.
    16. Cristiano Antonelli & Francesco Crespi & Giuseppe Scellato, 2013. "Internal and external factors in innovation persistence," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 22(3), pages 256-280, April.
    17. Bettina Peters, 2009. "Persistence of innovation: stylised facts and panel data evidence," The Journal of Technology Transfer, Springer, vol. 34(2), pages 226-243, April.
    18. Malerba, Franco & Orsenigo, Luigi, 1999. "Technological entry, exit and survival: an empirical analysis of patent data," Research Policy, Elsevier, vol. 28(6), pages 643-660, August.
    19. Show-Ling Jang & Jennifer H. Chen, 2011. "What determines how long an innovative spell will last?," Scientometrics, Springer;Akadémiai Kiadó, vol. 86(1), pages 65-76, January.
    20. Czarnitzki, Dirk & Hanel, Petr & Rosa, Julio Miguel, 2011. "Evaluating the impact of R&D tax credits on innovation: A microeconometric study on Canadian firms," Research Policy, Elsevier, vol. 40(2), pages 217-229, March.
    21. Ocde, 2008. "Examen du CAD par les pairs : Pays-Bas," Revue de l'OCDE sur le développement, Éditions OCDE, vol. 7(3), pages 133-250.
    22. Tether, B. S., 1998. "Small and large firms: sources of unequal innovations?," Research Policy, Elsevier, vol. 27(7), pages 725-745, November.
    23. René Belderbos & Martin Carree & Boris Lokshin, 2006. "Complementarity in R&D Cooperation Strategies," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 28(4), pages 401-426, June.
    24. Schubert, Torben, 2015. "Infringement of Intellectual Property in Innovation Partnerships," Papers in Innovation Studies 2015/23, Lund University, CIRCLE - Centre for Innovation Research.
    25. repec:ebl:ecbull:v:15:y:2008:i:5:p:1-9 is not listed on IDEAS
    26. Arina Matvejeva, 2014. "Determinants of persistence in innovation: evidence from the case study of the 'Eye Microsurgery' Complex," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(5-6), pages 544-562, September.
    27. Janger, Jürgen & Schubert, Torben & Andries, Petra & Rammer, Christian & Hoskens, Machteld, 2017. "The EU 2020 innovation indicator: A step forward in measuring innovation outputs and outcomes?," Research Policy, Elsevier, vol. 46(1), pages 30-42.
    28. Geroski, P. A. & Van Reenen, J. & Walters, C. F., 1997. "How persistently do firms innovate?," Research Policy, Elsevier, vol. 26(1), pages 33-48, March.
    29. Malerba,Franco & Brusoni,Stefano (ed.), 2007. "Perspectives on Innovation," Cambridge Books, Cambridge University Press, number 9780521685610.
    30. Duguet, Emmanuel & StÈphanie Monjon, 2002. "Creative Destruction and Innovative Core: Is Innovation Persistent at the Firm Level? An empirical reexamination from CIS data comparing the propensity score and regression methods," Royal Economic Society Annual Conference 2002 68, Royal Economic Society.
    31. Naciba Haned & Caroline Mothe & Thuc Uyen Nguyen-Thi, 2014. "Firm persistence in technological innovation: the relevance of organizational innovation," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(5-6), pages 490-516, September.
    32. Alessandra Colombelli & Francesco Quatraro, 2014. "The persistence of firms' knowledge base: a quantile approach to Italian data," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(7), pages 585-610, October.
    33. Fred Gault (ed.), 2013. "Handbook of Innovation Indicators and Measurement," Books, Edward Elgar Publishing, number 14427.
    34. Christian Le Bas & Giuseppe Scellato, 2014. "Firm innovation persistence: a fresh look at the frameworks of analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(5-6), pages 423-446, September.
    35. Emmanuel Duguet & Stéphanie Monjon, 2004. "Is innovation persistent at the firm Level. An econometric examination comparing the propensity score and regression methods," Cahiers de la Maison des Sciences Economiques v04075, Université Panthéon-Sorbonne (Paris 1).
    36. Marion Frenz & Martha Prevezer, 2012. "What Can CIS Data Tell Us about Technological Regimes and Persistence of Innovation?," Industry and Innovation, Taylor & Francis Journals, vol. 19(4), pages 285-306, May.
    37. Bronwyn H. Hall, 1993. "R&D Tax Policy during the 1980s: Success or Failure?," NBER Chapters, in: Tax Policy and the Economy, Volume 7, pages 1-36, National Bureau of Economic Research, Inc.
    38. Chia-Hui Huang, 2008. "A Note on the Persistence of Firms' Innovation Behavior: A Dynamic Random Effect Probit Model Approach," Economics Bulletin, AccessEcon, vol. 15(5), pages 1-9.
    39. Malerba, Franco & Orsenigo, Luigi & Peretto, Pietro, 1997. "Persistence of innovative activities, sectoral patterns of innovation and international technological specialization," International Journal of Industrial Organization, Elsevier, vol. 15(6), pages 801-826, October.
    40. Baier, Elisabeth & Rammer, Christian & Schubert, Torben, 2015. "The Impact of Captive Innovation Offshoring on the Effectiveness of Organizational Adaptation," Journal of International Management, Elsevier, vol. 21(2), pages 150-165.
    41. Bottazzi, Giulio & Dosi, Giovanni & Rocchetti, Gaia, 2001. "Modes of Knowledge Accumulation, Entry Regimes and Patterns of Industrial Evolution," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(3), pages 609-638, September.
    42. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    43. Nooteboom, Bart, 1999. "Innovation, Learning and Industrial Organisation," Cambridge Journal of Economics, Oxford University Press, vol. 23(2), pages 127-150, March.
    44. Franco Malerba, 2007. "Innovation and the evolution of industries," Springer Books, in: Uwe Cantner & Franco Malerba (ed.), Innovation, Industrial Dynamics and Structural Transformation, pages 7-27, Springer.
    45. Dosi, Giovanni, 1988. "Sources, Procedures, and Microeconomic Effects of Innovation," Journal of Economic Literature, American Economic Association, vol. 26(3), pages 1120-1171, September.
    46. Malerba,Franco & Brusoni,Stefano (ed.), 2007. "Perspectives on Innovation," Cambridge Books, Cambridge University Press, number 9780521866644.
    47. Juan A. Máñez & María E. Rochina‐Barrachina & Amparo Sanchis & Juan A. Sanchis, 2009. "The Role Of Sunk Costs In The Decision To Invest In R&D," Journal of Industrial Economics, Wiley Blackwell, vol. 57(4), pages 712-735, December.
    48. Christian Le Bas & Caroline Mothe & Thuc Uyen Nguyen-Thi, 2015. "The differentiated impacts of organizational innovation practices on technological innovation persistence," Post-Print halshs-01497289, HAL.
    49. Börje, Johansson & Hans, Lööf, 2010. "Innovation Strategy and Firm Performance What is the long-run impact of persistent R&D?," Working Paper Series in Economics and Institutions of Innovation 240, Royal Institute of Technology, CESIS - Centre of Excellence for Science and Innovation Studies.
    50. Christian Le Bas & Caroline Mothe & Thuc Uyen Nguyen-Thi, 2015. "The differentiated impacts of organizational innovation practices on technological innovation persistence," Post-Print hal-01301433, HAL.
    51. Roper, Stephen & Hewitt-Dundas, Nola, 2008. "Innovation persistence: Survey and case-study evidence," Research Policy, Elsevier, vol. 37(1), pages 149-162, February.
    52. Bettina Peters & Christian Rammer, 2013. "Innovation panel surveys in Germany," Chapters, in: Fred Gault (ed.), Handbook of Innovation Indicators and Measurement, chapter 6, pages 135-177, Edward Elgar Publishing.
    53. Oscar Alfranca & Ruth Rama & Nicholas von Tunzelmann, 2002. "A patent analysis of global food and beverage firms: The persistence of innovation," Agribusiness, John Wiley & Sons, Ltd., vol. 18(3), pages 349-368.
    54. Flaig, Gebhard & Stadler, Manfred, 1994. "Success Breeds Success. The Dynamics of the Innovation Process," Empirical Economics, Springer, vol. 19(1), pages 55-68.
    55. Mark Rogers, 2004. "Networks, Firm Size and Innovation," Small Business Economics, Springer, vol. 22(2), pages 141-153, March.
    56. Achim Hecker & Alois Ganter, 2014. "Path and past dependence of firm innovation," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(5-6), pages 563-583, September.
    57. Stephane Lhuillery, 2014. "Marketing and persistent innovation success," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(5-6), pages 517-543, September.
    58. Cefis, Elena, 2003. "Is there persistence in innovative activities?," International Journal of Industrial Organization, Elsevier, vol. 21(4), pages 489-515, April.
    59. Naciba Haned & Caroline Mothe & Thuc Uyen Nguyen-Thi, 2014. "Firm persistence in technological innovation: the relevance of organizational innovation," Post-Print halshs-01496526, HAL.
    60. Angela Triguero & David Córcoles & Maria Cuerva, 2014. "Persistence of innovation and firm’s growth: evidence from a panel of SME and large Spanish manufacturing firms," Small Business Economics, Springer, vol. 43(4), pages 787-804, December.
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    2. Frietsch, Rainer & Schubert, Torben & Neuhäusler, Peter, 2017. "Secular trends in innovation and technological change," Studien zum deutschen Innovationssystem 7-2017, Expertenkommission Forschung und Innovation (EFI) - Commission of Experts for Research and Innovation, Berlin.
    3. Yvonne McNulty & Chris Brewster, 2016. "Theorizing the Meaning(s) of 'Expatriate': Establishing Boundary Conditions," John H Dunning Centre for International Business Discussion Papers jhd-dp2016-05, Henley Business School, University of Reading.
    4. Kadri Männasoo & Heili Hein, 2017. "Are R&D companies credit-constrained? Credit frictions during and post-crisis," TUT Economic Research Series 29, Department of Finance and Economics, Tallinn University of Technology.
    5. Kadri Männasoo & Heili Hein, 2017. "Capital investments and financing structure: Are R&D companies different?," TUT Economic Research Series 26, Department of Finance and Economics, Tallinn University of Technology.
    6. Castellani, Davide & Piva, Mariacristina & Schubert, Torben & Vivarelli, Marco, 2019. "R&D and productivity in the US and the EU: Sectoral specificities and differences in the crisis," Technological Forecasting and Social Change, Elsevier, vol. 138(C), pages 279-291.
    7. Frietsch, Rainer, 2020. "The development of China's R&I system in the past 10 years," Discussion Papers "Innovation Systems and Policy Analysis" 62, Fraunhofer Institute for Systems and Innovation Research (ISI).
    8. Castellani, Davide & Piva, Mariacristina & Schubert, Torben & Vivarelli, Marco, 2016. "The Productivity Impact of R&D Investment: A Comparison between the EU and the US," IZA Discussion Papers 9937, Institute of Labor Economics (IZA).

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    JEL classification:

    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes

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