IDEAS home Printed from https://ideas.repec.org/p/zbw/zewdip/7190.html
   My bibliography  Save this paper

Detecting Behavioural Additionality: An Empirical Study on the Impact of Public R&D Funding on Firms' Cooperative Behaviour in Germany

Author

Listed:
  • Fier, Andreas
  • Aschhoff, Birgit
  • Löhlein, Heide

Abstract

Subsidising research networks has become a popular instrument in technology policies, driven mainly by expected positive spillovers. In particular, the stimulation of R&D co-operation between scientific institutions and industry is considered as most promising. In the context of policy evaluation we analyse if public R&D funding is suitable for influencing firms' collaborative behaviour in the intended way and where applicable, if a lasting change results. The empirical analysis is based on German CIS data and a supplemental telephone survey. Using a nearest-neighbour matching approach we find that R&D funding is indeed a particularly valuable tool for linking science into industry R&D partnerships. However, we also show in a bivariate probit analysis that newly initiated R&D co-operations with science are less likely to be continued after funding has ended compared to already existing cooperations. Therefore, the behavioural change induced by public funding is not necessarily long-lived.

Suggested Citation

  • Fier, Andreas & Aschhoff, Birgit & Löhlein, Heide, 2007. "Detecting Behavioural Additionality: An Empirical Study on the Impact of Public R&D Funding on Firms' Cooperative Behaviour in Germany," ZEW Discussion Papers 06-037 [rev.], ZEW - Leibniz Centre for European Economic Research.
  • Handle: RePEc:zbw:zewdip:7190
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/24704/1/dp06037.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. d'Aspremont, Claude & Jacquemin, Alexis, 1988. "Cooperative and Noncooperative R&D in Duopoly with Spillovers," American Economic Review, American Economic Association, vol. 78(5), pages 1133-1137, December.
    2. Bernhard Dachs & Bernd Ebersberger & Andreas Pyka, 2004. "Why do Firms Co-operate for Innovation? - A comparison of Austrian and Finnish CIS 3 results," Discussion Paper Series 255, Universitaet Augsburg, Institute for Economics.
    3. Lechner, Michael, 1999. "Identification and Estimation of Causal Effects of Multiple Treatments Under the Conditional Independence Assumption," IZA Discussion Papers 91, Institute of Labor Economics (IZA).
    4. Rahel Falk, 2004. "Behavioural Additionality Effects of R&D Subsidies," WIFO Studies, WIFO, number 25318, April.
    5. Isabel Busom, 2000. "An Empirical Evaluation of The Effects of R&D Subsidies," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 9(2), pages 111-148.
    6. Tether, Bruce S., 2002. "Who co-operates for innovation, and why: An empirical analysis," Research Policy, Elsevier, vol. 31(6), pages 947-967, August.
    7. Barbara Sianesi, 2004. "An Evaluation of the Swedish System of Active Labor Market Programs in the 1990s," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 133-155, February.
    8. Lee G. Branstetter & Mariko Sakakibara, 2002. "When Do Research Consortia Work Well and Why? Evidence from Japanese Panel Data," American Economic Review, American Economic Association, vol. 92(1), pages 143-159, March.
    9. 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.
    10. Czarnitzki, Dirk & Fier, Andreas, 2002. "Do Innovation Subsidies Crowd Out Private Investment? Evidence from the German Service Sector," ZEW Discussion Papers 02-04, ZEW - Leibniz Centre for European Economic Research.
    11. Kamien, Morton I. & Zang, Israel, 2000. "Meet me halfway: research joint ventures and absorptive capacity," International Journal of Industrial Organization, Elsevier, vol. 18(7), pages 995-1012, October.
    12. Klette, T.J. & Moen, J. & Griliches, Z., 1999. "Do Subsidies to Commercial R&D Reduce Market Failures? Microeconometric Evaluation Studies," Papers 16/99, Norwegian School of Economics and Business Administration-.
    13. Fritsch, Michael & Lukas, Rolf, 2001. "Who cooperates on R&D?," Research Policy, Elsevier, vol. 30(2), pages 297-312, February.
    14. Almus, Matthias & Czarnitzki, Dirk, 2003. "The Effects of Public R&D Subsidies on Firms' Innovation Activities: The Case of Eastern Germany," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(2), pages 226-236, April.
    15. James D. Adams & Adam B. Jaffe, 1996. "Bounding the Effects of R&D: An Investigation Using Matched Establishment-Firm Data," RAND Journal of Economics, The RAND Corporation, vol. 27(4), pages 700-721, Winter.
    16. Yannis Katsoutacos & David Ulph, 1998. "Endogenous Spillovers and the Performance of Research Joint Ventures," Journal of Industrial Economics, Wiley Blackwell, vol. 46(3), pages 333-357, September.
    17. David, Paul A. & Hall, Bronwyn H. & Toole, Andrew A., 2000. "Is public R&D a complement or substitute for private R&D? A review of the econometric evidence," Research Policy, Elsevier, vol. 29(4-5), pages 497-529, April.
    18. DUGUET Emmanuel, 2004. "Are R&D subsidies a substitute or a complement to privately funded R&D? Evidence from France using propensity score methods for non- experimental data," Public Economics 0411007, University Library of Munich, Germany.
    19. Bruno Cassiman & Reinhilde Veugelers, 2002. "R&D Cooperation and Spillovers: Some Empirical Evidence from Belgium," American Economic Review, American Economic Association, vol. 92(4), pages 1169-1184, September.
    20. Martin, Stephen & Scott, John T., 2000. "The nature of innovation market failure and the design of public support for private innovation," Research Policy, Elsevier, vol. 29(4-5), pages 437-447, April.
    21. Winterhager, Henrik & Heinze, Anja & Spermann, Alexander, 2006. "Deregulating job placement in Europe: A microeconometric evaluation of an innovative voucher scheme in Germany," Labour Economics, Elsevier, vol. 13(4), pages 505-517, August.
    22. Coase, R H, 1974. "The Lighthouse in Economics," Journal of Law and Economics, University of Chicago Press, vol. 17(2), pages 357-376, October.
    23. John Hagedoorn, 1993. "Understanding the rationale of strategic technology partnering: Interorganizational modes of cooperation and sectoral differences," Strategic Management Journal, Wiley Blackwell, vol. 14(5), pages 371-385, July.
    24. 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.
    25. Bronwyn H. Hall & Albert N. Link & John T. Scott, 2003. "Universities as Research Partners," The Review of Economics and Statistics, MIT Press, vol. 85(2), pages 485-491, May.
    26. Kleinknecht, Alfred & Reijnen, Jeroen O. N., 1992. "Why do firms cooperate on R&D? an empirical study," Research Policy, Elsevier, vol. 21(4), pages 347-360, August.
    27. Belderbos, Rene & Carree, Martin & Diederen, Bert & Lokshin, Boris & Veugelers, Reinhilde, 2004. "Heterogeneity in R&D cooperation strategies," International Journal of Industrial Organization, Elsevier, vol. 22(8-9), pages 1237-1263, November.
    28. Kamien, Morton I & Muller, Eitan & Zang, Israel, 1992. "Research Joint Ventures and R&D Cartels," American Economic Review, American Economic Association, vol. 82(5), pages 1293-1306, December.
    29. Bruno Van Pottelsberghe & Henri Capron, 1997. "Public support to business R&D: an integrated assessment scheme," ULB Institutional Repository 2013/6285, ULB -- Universite Libre de Bruxelles.
    30. Michael L. Katz, 1986. "An Analysis of Cooperative Research and Development," RAND Journal of Economics, The RAND Corporation, vol. 17(4), pages 527-543, Winter.
    31. Ebersberger, Bernd & Czarnitzki, Dirk & Fier, Andreas, 2004. "The Relationship between R&D Collaboration, Subsidies and Patenting Activity: Empirical Evidence from Finland and Germany," ZEW Discussion Papers 04-37, ZEW - Leibniz Centre for European Economic Research.
    32. George A. Akerlof, 1970. "The Market for "Lemons": Quality Uncertainty and the Market Mechanism," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(3), pages 488-500.
    33. Yannis Caloghirou & Stavros Ioannides & Nicholas S. Vonortas, 2003. "Research Joint Ventures," Journal of Economic Surveys, Wiley Blackwell, vol. 17(4), pages 541-570, September.
    34. Laura Abramovsky & Elisabeth Kremp & Alberto López & Tobias Schmidt & Helen Simpson, 2005. "Understanding co-operative R&D activity: evidence from four European countries," IFS Working Papers W05/23, Institute for Fiscal Studies.
    35. Lars-Hendrik Röller & Mikhel M. Tombak & Ralph Siebert, 1997. "Why Firms Form Research Joint Ventures: Theory and Evidence," CIG Working Papers FS IV 97-06, Wissenschaftszentrum Berlin (WZB), Research Unit: Competition and Innovation (CIG), revised Oct 1997.
    36. Michael L. Katz & Janusz A. Ordover, 1990. "R&D Cooperation and Competition," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 21(1990 Micr), pages 137-203.
    37. Katsoulacos, Yannis & Ulph, David, 1998. "Endogenous Spillovers and the Performance of Research Joint Ventures," Journal of Industrial Economics, Wiley Blackwell, vol. 46(3), pages 333-357, September.
    38. Bruce Kogut, 1988. "Joint ventures: Theoretical and empirical perspectives," Strategic Management Journal, Wiley Blackwell, vol. 9(4), pages 319-332, July.
    39. Hagedoorn, John & Link, Albert N. & Vonortas, Nicholas S., 2000. "Research partnerships1," Research Policy, Elsevier, vol. 29(4-5), pages 567-586, April.
    40. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    41. Saul Lach, 2002. "Do R&D Subsidies Stimulate or Displace Private R&D? Evidence from Israel," Journal of Industrial Economics, Wiley Blackwell, vol. 50(4), pages 369-390, December.
    42. Klette, Tor Jakob & Moen, Jarle & Griliches, Zvi, 2000. "Do subsidies to commercial R&D reduce market failures? Microeconometric evaluation studies1," Research Policy, Elsevier, vol. 29(4-5), pages 471-495, April.
    43. Sakakibara, Mariko, 2001. "The Diversity of R&D Consortia and Firm Behavior: Evidence from Japanese Data," Journal of Industrial Economics, Wiley Blackwell, vol. 49(2), pages 181-196, June.
    44. Heckman, James J. & Lalonde, Robert J. & Smith, Jeffrey A., 1999. "The economics and econometrics of active labor market programs," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 31, pages 1865-2097, Elsevier.
    45. Jean‐Francois Hennart, 1988. "A transaction costs theory of equity joint ventures," Strategic Management Journal, Wiley Blackwell, vol. 9(4), pages 361-374, July.
    46. Michele Cincera & Lieselot Kempen & Bruno Van Pottelsberghe & Reinhilde Veugelers & Carolina Villegas Sanchez, 2003. "Productivity growth, R&D and the rôle of international collaborative agreements: some évidence for Belgian manufacturing companies," Brussels Economic Review, ULB -- Universite Libre de Bruxelles, vol. 46(3), pages 107-140.
    47. Mariko Sakakibara, 1997. "Heterogeneity Of Firm Capabilities And Cooperative Research And Development: An Empirical Examination Of Motives," Strategic Management Journal, Wiley Blackwell, vol. 18(S1), pages 143-164, July.
    48. Georghiou, Luke & Roessner, David, 2000. "Evaluating technology programs: tools and methods," Research Policy, Elsevier, vol. 29(4-5), pages 657-678, April.
    49. Richard C. Levin & Alvin K. Klevorick & Richard R. Nelson & Sidney G. Winter, 1988. "Appropriating the Returns from Industrial R&D," Cowles Foundation Discussion Papers 862, Cowles Foundation for Research in Economics, Yale University.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Dragana Radicic & Geoffrey Pugh & David Douglas, 2020. "Promoting cooperation in innovation ecosystems: evidence from European traditional manufacturing SMEs," Small Business Economics, Springer, vol. 54(1), pages 257-283, January.
    2. Peter Teirlinck & André Spithoven, 2012. "Fostering industry-science cooperation through public funding: differences between universities and public research centres," The Journal of Technology Transfer, Springer, vol. 37(5), pages 676-695, October.
    3. Rumen Dobrinsky, 2009. "The Paradigm of Knowledge-Oriented Industrial Policy," Journal of Industry, Competition and Trade, Springer, vol. 9(4), pages 273-305, December.
    4. Tobias Schmidt & Birgit Aschhoff, 2007. "Die Nutzung der Innovationsdaten des Mannheimer Innovationspanels für die Politikberatung," Vierteljahrshefte zur Wirtschaftsforschung / Quarterly Journal of Economic Research, DIW Berlin, German Institute for Economic Research, vol. 76(3), pages 17-28.
    5. Paulina Kubera, 2018. "Moving beyond the ‘black box’ approach to public interventions promoting research, development and innovation. The concept of behavioural additionality (Otwieranie „czarnej skrzynki” interwencji publi," Research Reports, University of Warsaw, Faculty of Management, vol. 2(28), pages 52-64.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ebersberger, Bernd & Czarnitzki, Dirk & Fier, Andreas, 2004. "The Relationship between R&D Collaboration, Subsidies and Patenting Activity: Empirical Evidence from Finland and Germany," ZEW Discussion Papers 04-37, ZEW - Leibniz Centre for European Economic Research.
    2. Belderbos, Rene & Carree, Martin & Diederen, Bert & Lokshin, Boris & Veugelers, Reinhilde, 2004. "Heterogeneity in R&D cooperation strategies," International Journal of Industrial Organization, Elsevier, vol. 22(8-9), pages 1237-1263, November.
    3. Kaiser, Ulrich & Kuhn, Johan M., 2012. "Long-run effects of public–private research joint ventures: The case of the Danish Innovation Consortia support scheme," Research Policy, Elsevier, vol. 41(5), pages 913-927.
    4. Busom, Isabel & Fernández-Ribas, Andrea, 2008. "The impact of firm participation in R&D programmes on R&D partnerships," Research Policy, Elsevier, vol. 37(2), pages 240-257, March.
    5. Carboni, Oliviero A., 2012. "An empirical investigation of the determinants of R&D cooperation: An application of the inverse hyperbolic sine transformation," Research in Economics, Elsevier, vol. 66(2), pages 131-141.
    6. Dirk Czarnitzki & Bernd Ebersberger & Andreas Fier, 2007. "The relationship between R&D collaboration, subsidies and R&D performance: Empirical evidence from Finland and Germany," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(7), pages 1347-1366.
    7. Faria, Pedro & Schmidt, Tobias, 2007. "International cooperation on innovation: empirical evidence for German and Portuguese firms," Discussion Paper Series 1: Economic Studies 2007,30, Deutsche Bundesbank.
    8. Bettina Becker, 2013. "The Determinants of R&D Investment: A Survey of the Empirical Research," Discussion Paper Series 2013_09, Department of Economics, Loughborough University, revised Sep 2013.
    9. Silipo, Damiano B., 2008. "Incentives and forms of cooperation in research and development," Research in Economics, Elsevier, vol. 62(2), pages 101-119, June.
    10. Schmidt, Tobias, 2007. "Motives for Innovation Co-operation? Evidence from the Canadian Survey of Innovation," ZEW Discussion Papers 07-018, ZEW - Leibniz Centre for European Economic Research.
    11. Czarnitzki, Dirk & Hottenrott, Hanna, 2012. "Collaborative R&D as a strategy to attenuate financing constraints," ZEW Discussion Papers 12-049, ZEW - Leibniz Centre for European Economic Research.
    12. Annalisa Caloffi & Marco Mariani & Fabrizia Mealli, 2013. "What kinds of R&D consortia enhance SMEs productivity? Evidence from a small-business innovation policy," "Marco Fanno" Working Papers 0172, Dipartimento di Scienze Economiche "Marco Fanno".
    13. Manuela Gussoni, 2009. "The determinants of inter-firms R&D cooperation and partner selection. A literature overview," Discussion Papers 2009/86, Dipartimento di Economia e Management (DEM), University of Pisa, Pisa, Italy.
    14. Bettina Becker, 2015. "Public R&D Policies And Private R&D Investment: A Survey Of The Empirical Evidence," Journal of Economic Surveys, Wiley Blackwell, vol. 29(5), pages 917-942, December.
    15. repec:dau:papers:123456789/6963 is not listed on IDEAS
    16. repec:dau:papers:123456789/5009 is not listed on IDEAS
    17. Beck, Mathias & Junge, Martin & Kaiser, Ulrich, 2017. "Public Funding and Corporate Innovation," IZA Discussion Papers 11196, Institute of Labor Economics (IZA).
    18. Giovanni Cerulli & Roberto Gabriele & Bianca Potì, 2016. "The role of firm R&D effort and collaboration as mediating drivers of innovation policy effectiveness," Industry and Innovation, Taylor & Francis Journals, vol. 23(5), pages 426-447, July.
    19. Banal-Estañol, Albert & Duso, Tomaso & Seldeslachts, Jo & Szücs, Florian, 2022. "R&D spillovers through RJV cooperation," Research Policy, Elsevier, vol. 51(4).
    20. Hyunbae Chun & Sung-Bae Mun, 2012. "Determinants of R&D cooperation in small and medium-sized enterprises," Small Business Economics, Springer, vol. 39(2), pages 419-436, September.
    21. Spyros Arvanitis, 2009. "How do different motives for R&D cooperation affect firm performance?," KOF Working papers 09-233, KOF Swiss Economic Institute, ETH Zurich.
    22. Beck, Mathias & Lopes-Bento, Cindy & Schenker-Wicki, Andrea, 2016. "Radical or incremental: Where does R&D policy hit?," Research Policy, Elsevier, vol. 45(4), pages 869-883.

    More about this item

    Keywords

    Public Funding; Firm Behaviour; Policy Evaluation; R&D Co-operation;
    All these keywords.

    JEL classification:

    • H25 - Public Economics - - Taxation, Subsidies, and Revenue - - - Business Taxes and Subsidies
    • L24 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Contracting Out; Joint Ventures
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:zbw:zewdip:7190. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/zemande.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.