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Persistence of Innovation Stylised Facts and Panel Data Evidence

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  • Bettina Peters

Abstract

This paper investigates whether firms innovate persistently or discontinuously over time using an innovation panel data set on German manufacturing and service firms for the period 1994–2002. It turns out that innovation behaviour is permanent at the firm–level to a very large extent. Using a dynamic random effects discrete choice model and a new estimator recently proposed by Wooldrigde (2005), I further shed some light on the driving forces for this phenomenon. The econometric results show that past innovation experience is an important determinant for manufacturing as well as for service sector firms, and hence confirm the hypothesis of true state dependence. In addition, the results highlight the important role of knowledge provided by skilled employees and unobserved individual heterogeneity in explaining the persistence of innovation.

Suggested Citation

  • Bettina Peters, 2006. "Persistence of Innovation Stylised Facts and Panel Data Evidence," DRUID Working Papers 06-30, DRUID, Copenhagen Business School, Department of Industrial Economics and Strategy/Aalborg University, Department of Business Studies.
    • Handle: RePEc:aal:abbswp:06-30
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    1. Reinganum, Jennifer F, 1983. "Uncertain Innovation and the Persistence of Monopoly," American Economic Review, American Economic Association, vol. 73(4), pages 741-748, September.
    2. Blundell, Richard & Griffith, Rachel & Van Reenen, John, 1995. "Dynamic Count Data Models of Technological Innovation," Economic Journal, Royal Economic Society, vol. 105(429), pages 333-344, March.
    3. König, Heinz & Laisney, François & Lechner, Michael & Pohlmeier, Winfried, 1993. "On the dynamics of process innovative activity: an empirical investigation using panel data," ZEW Discussion Papers 93-08, ZEW - Leibniz Centre for European Economic Research.
    4. 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.
    5. Richard R. Nelson, 1988. "Modelling the Connections in the Cross Section between Technical Progress and R&D Intensity," RAND Journal of Economics, The RAND Corporation, vol. 19(3), pages 478-485, Autumn.
    6. Cefis, Elena & Orsenigo, Luigi, 2001. "The persistence of innovative activities: A cross-countries and cross-sectors comparative analysis," Research Policy, Elsevier, vol. 30(7), pages 1139-1158, August.
    7. Flaig, Gebhard & Stadler, Manfred, 1996. "On the dynamics of product and process innovations: A bivariate random effects probit model," Tübinger Diskussionsbeiträge 64, University of Tübingen, School of Business and Economics.
    8. Crepon, B. & Duguet, E. & Mairesse, J., 1998. "Research Investment, Innovation and Productivity: An Econometric Analysis at the Firm Level," Papiers d'Economie Mathématique et Applications 98.15, Université Panthéon-Sorbonne (Paris 1).
    9. Steen Winther Blindum, 2003. "Relaxing the Strict Exogeneity Assumption in a Dynamic Random Probit Model," CAM Working Papers 2003-04, University of Copenhagen. Department of Economics. Centre for Applied Microeconometrics.
    10. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    11. 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.
    12. Jeffrey M. Wooldridge, 2005. "Simple solutions to the initial conditions problem in dynamic, nonlinear panel data models with unobserved heterogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(1), pages 39-54, January.
    13. Jacques Mairesse & Bronwyn H. Hall & Benoît Mulkay, 1999. "Firm-Level Investment in France and the United States: An Exploration of What We Have Learned in Twenty Years," Annals of Economics and Statistics, GENES, issue 55-56, pages 27-67.
    14. Benoît Mulkay & Bronwyn H, Hall & Jacques Mairesse, 2000. "Firm Level Investment and R&D in France and the United States : A Comparison," Working Papers 2000-49, Center for Research in Economics and Statistics.
    15. Carro, Jesus M., 2007. "Estimating dynamic panel data discrete choice models with fixed effects," Journal of Econometrics, Elsevier, vol. 140(2), pages 503-528, October.
    16. Aghion, Philippe & Saint-Paul, Gilles, 1998. "VIRTUES OF BAD TIMES Interaction Between Productivity Growth and Economic Fluctuations," Macroeconomic Dynamics, Cambridge University Press, vol. 2(3), pages 322-344, September.
    17. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    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. Gary Chamberlain, 1980. "Analysis of Covariance with Qualitative Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 225-238.
    20. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    21. Janz, Norbert & Ebling, Günther & Gottschalk, Sandra & Peters, Bettina & Schmidt, Tobias, 2002. "Innovation Activities in the German Economy: Report on Indicators from the Innovation Survey 2001," The Annual German Innovation Survey, Key Figures Reports 113888, ZEW - Leibniz Centre for European Economic Research.
    22. Ulrich Kaiser & Hans Christian Kongsted, 2004. "True versus spurious state dependence in firm performance: the case of West German exports," CAM Working Papers 2004-04, University of Copenhagen. Department of Economics. Centre for Applied Microeconometrics.
    23. repec:fth:harver:1473 is not listed on IDEAS
    24. Kamien,Morton I. & Schwartz,Nancy L., 1982. "Market Structure and Innovation," Cambridge Books, Cambridge University Press, number 9780521293853, December.
    25. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    26. Martin Biewen, 2004. "Measuring State Dependence in Individual Poverty Status: Are there Feedback Effects to Employment Decisions and Household Composition?," Discussion Papers of DIW Berlin 429, DIW Berlin, German Institute for Economic Research.
    27. repec:cup:macdyn:v:2:y:1998:i:3:p:322-44 is not listed on IDEAS
    28. Martin Kukuk & Manfred Stadler, 2001. "Financing Constraints and the Timing of Innovations in the German Services Sector," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 28(3), pages 277-292, September.
    29. Peters, Bettina & Lööf, Hans & Janz, Norbert, 2003. "Firm Level Innovation and Productivity: Is there a Common Story Across Countries?," ZEW Discussion Papers 03-26, ZEW - Leibniz Centre for European Economic Research.
    30. Arthur Lewbel, 2005. "Simple Endogenous Binary Choice and Selection Panel Model Estimators," Boston College Working Papers in Economics 613, Boston College Department of Economics, revised 04 Sep 2006.
    31. Geroski, P. A., 1995. "What do we know about entry?," International Journal of Industrial Organization, Elsevier, vol. 13(4), pages 421-440, December.
    32. Kamien, Morton I & Schwartz, Nancy L, 1975. "Market Structure and Innovation: A Survey," Journal of Economic Literature, American Economic Association, vol. 13(1), pages 1-37, March.
    33. Rammer, Christian & Aschhoff, Birgit & Doherr, Thorsten & Peters, Bettina & Schmidt, Tobias, 2005. "Innovation in Germany: Results of the German Innovation Survey 2004," The Annual German Innovation Survey, Key Figures Reports 113889, ZEW - Leibniz Centre for European Economic Research.
    34. Love, James H. & Roper, Stephen, 2001. "Location and network effects on innovation success: evidence for UK, German and Irish manufacturing plants," Research Policy, Elsevier, vol. 30(4), pages 643-661, April.
    35. Mark Doms & Eric J. Bartelsman, 2000. "Understanding Productivity: Lessons from Longitudinal Microdata," Journal of Economic Literature, American Economic Association, vol. 38(3), pages 569-594, September.
    36. 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.
    37. Kleinknecht, Alfred, 1990. "Are There Schumpeterian Waves of Innovations?," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 14(1), pages 81-92, March.
    38. Richard Blundell & Rachel Griffith & John Van Reenen, 1993. "Knowledge stocks, persistent innovation and market dominance: evidence from a panel of British manufacturing firms," IFS Working Papers W93/19, Institute for Fiscal Studies.
    39. Bruno Crepon & Emmanuel Duguet & Jacques Mairesse, 1998. "Research, Innovation And Productivity: An Econometric Analysis At The Firm Level," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 7(2), pages 115-158.
    40. repec:adr:anecst:y:1999:i:55-56:p:02 is not listed on IDEAS
    41. Flaig, Gebhard & Stadler, Manfred, 1994. "Success Breeds Success. The Dynamics of the Innovation Process," Empirical Economics, Springer, vol. 19(1), pages 55-68.
    42. Paul Bishop & Nick Wiseman, 1999. "External ownership and innovation in the United Kingdom," Applied Economics, Taylor & Francis Journals, vol. 31(4), pages 443-450.
    43. Loof, Hans & Heshmati, Almas, 2002. "Knowledge capital and performance heterogeneity: : A firm-level innovation study," International Journal of Production Economics, Elsevier, vol. 76(1), pages 61-85, March.
    44. 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).
    45. Mark Rogers, 2004. "Networks, Firm Size and Innovation," Small Business Economics, Springer, vol. 22(2), pages 141-153, March.
    46. Bo E. Honoré & Ekaterini Kyriazidou, 2000. "Panel Data Discrete Choice Models with Lagged Dependent Variables," Econometrica, Econometric Society, vol. 68(4), pages 839-874, July.
    47. Judd, Kenneth L, 1985. "On the Performance of Patents," Econometrica, Econometric Society, vol. 53(3), pages 567-585, May.
    48. Cefis, Elena, 2003. "Is there persistence in innovative activities?," International Journal of Industrial Organization, Elsevier, vol. 21(4), pages 489-515, April.
    49. Richard R. Nelson, 1959. "The Simple Economics of Basic Scientific Research," Journal of Political Economy, University of Chicago Press, vol. 67(3), pages 297-297.
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    More about this item

    Keywords

    Innovation; persistence; state dependence; unobserved heterogeneity; dynamic random effects panel probit model;
    All these keywords.

    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
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities
    • L20 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - General

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