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Matthew effects and R&D subsidies: knowledge cumulability in high-tech and low-tech industries

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  • Francesco Crespi
  • Cristiano Antonelli

Abstract

The paper explores the causes and effects of persistence in the discretionary allocation of public subsidies to R&D activities performed by private firms in high-tech and low-tech industries. It applies the distinction between virtuous Matthew-effects and vicious Matthew-effects. The former qualifies the persistence in the discretionary allocation of public subsidies in terms of sheer reputation based upon previous awards. The latter is identified by the role of the accumulation of competence stemming from past grants in current R&D activities. Virtuous Matthew effects are found in high-tech industries where knowledge cumulability is higher. In traditional industries, vicious Matthew effects prevail for the lower levels of knowledge cumulability. Here reputation-Matthew-effects can lead to substitution of private funds with public ones. The empirical analysis is based on Transition Probability Matrices, probit regressions and Propensity Score Matching on around 700 Italian firms in the years 1998-2003.

Suggested Citation

  • Francesco Crespi & Cristiano Antonelli, 2011. "Matthew effects and R&D subsidies: knowledge cumulability in high-tech and low-tech industries," Departmental Working Papers of Economics - University 'Roma Tre' 0140, Department of Economics - University Roma Tre.
    • Handle: RePEc:rtr:wpaper:0140
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    References listed on IDEAS

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    1. repec:adr:anecst:y:1998:i:49-50:p:06 is not listed on IDEAS
    2. Francesco Crespi & Mario Pianta, 2009. "Diversity in innovation and productivity in Europe," Springer Books, in: Uwe Cantner & Jean-Luc Gaffard & Lionel Nesta (ed.), Schumpeterian Perspectives on Innovation, Competition and Growth, pages 259-275, Springer.
    3. Antonelli, Cristiano & Crespi, Francesco, 2013. "The "Matthew effect" in R&D public subsidies: The Italian evidence," Technological Forecasting and Social Change, Elsevier, vol. 80(8), pages 1523-1534.
    4. Neil B. Niman, 1995. "Picking Winners And Losers In The Global Technology Race," Contemporary Economic Policy, Western Economic Association International, vol. 13(3), pages 77-87, July.
    5. 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.
    6. 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.
    7. Kauko, K., 1996. "Effectiveness of R & D subsidies -- a sceptical note on the empirical literature," Research Policy, Elsevier, vol. 25(3), pages 321-323, May.
    8. Xulia González & Jordi Jaumandreu & Consuelo Pazo, 2005. "Barriers to Innovation and Subsidy Effectiveness," RAND Journal of Economics, The RAND Corporation, vol. 36(4), pages 930-949, Winter.
    9. Blanes, J. Vicente & Busom, Isabel, 2004. "Who participates in R&D subsidy programs?: The case of Spanish manufacturing firms," Research Policy, Elsevier, vol. 33(10), pages 1459-1476, December.
    10. Antonelli Cristiano & Crespi, Francesco & Scellato, Giuseppe, 2013. "Path Dependent Patterns of Persistence in Productivity Growth," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 201310, University of Turin.
    11. David, Paul A. & Hall, Bronwyn H., 2000. "Heart of darkness: modeling public-private funding interactions inside the R&D black box," Research Policy, Elsevier, vol. 29(9), pages 1165-1183, December.
    12. 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.
    13. 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.
    14. Cohen, Wesley M & Klepper, Steven, 1996. "A Reprise of Size and R&D," Economic Journal, Royal Economic Society, vol. 106(437), pages 925-951, July.
    15. Raquel Ortega‐Argilés & Mariacristina Piva & Lesley Potters & Marco Vivarelli, 2010. "Is Corporate R&D Investment In High‐Tech Sectors More Effective?," Contemporary Economic Policy, Western Economic Association International, vol. 28(3), pages 353-365, July.
    16. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    17. 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.
    18. Katrin Hussinger, 2008. "R&D and subsidies at the firm level: an application of parametric and semiparametric two-step selection models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(6), pages 729-747.
    19. Weitzman, Martin L, 1996. "Hybridizing Growth Theory," American Economic Review, American Economic Association, vol. 86(2), pages 207-212, May.
    20. 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-.
    21. Edwin Leuven & Barbara Sianesi, 2003. "PSMATCH2: Stata module to perform full Mahalanobis and propensity score matching, common support graphing, and covariate imbalance testing," Statistical Software Components S432001, Boston College Department of Economics, revised 01 Feb 2018.
    22. 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.
    23. Show‐Ling Jang & Guo‐Gang Huang, 2005. "Public R&D And Industrial Innovations At The Project Levels: An Exploration Of Taiwan'S Public Research Projects," Contemporary Economic Policy, Western Economic Association International, vol. 23(4), pages 636-646, October.
    24. 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.
    25. Arvanitis, Spyros & Hollenstein, Heinz & Lenz, Stephan, 2002. "The Effectiveness of Government Promotion of Advanced Manufacturing Technologies (AMT): An Economic Analysis Based on Swiss Micro Data," Small Business Economics, Springer, vol. 19(4), pages 321-340, December.
    26. Ashish Arora & Alfonso Gambardella, 1997. "Public Policy towards Science : Picking Stars or Spreading the Wealth ?," Revue d'Économie Industrielle, Programme National Persée, vol. 79(1), pages 63-75.
    27. Ashish Arora & Paul David & Alfonso Gambardella, 1998. "Reputation and Competence in Publicly Funded Science: Estimating the Effects on Research Group Productivity," Annals of Economics and Statistics, GENES, issue 49-50, pages 163-198.
    28. Roper, Stephen & Hewitt-Dundas, Nola, 2008. "Innovation persistence: Survey and case-study evidence," Research Policy, Elsevier, vol. 37(1), pages 149-162, February.
    29. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
    30. Scott J. Wallsten, 2000. "The Effects of Government-Industry R&D Programs on Private R&D: The Case of the Small Business Innovation Research Program," RAND Journal of Economics, The RAND Corporation, vol. 31(1), pages 82-100, Spring.
    31. Conte, Andrea & Schweizer, Philip & Dierx, Adriaan & Ilzkovitz, Fabienne, 2009. "An analysis of the efficiency of public spending and national policies in the area of R&D," MPRA Paper 23549, University Library of Munich, Germany.
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    Cited by:

    1. Antonelli,Cristiano, 2013. "The economics of technological congruence," Department of Economics and Statistics Cognetti de Martiis LEI & BRICK - Laboratory of Economics of Innovation "Franco Momigliano", Bureau of Research in Innovation, Complexity and Knowledge, Collegio 201304, University of Turin.
    2. Sergey Sinelnikov-Murylev & Alexandr Radygin (ed.), 2018. "Russian Economy in 2017. Trends and Outlooks. In Russian," Books, Gaidar Institute for Economic Policy, edition 1, volume 39, number re39-2017-ru.
    3. Sergey Sinelnikov-Murylev & Alexandr Radygin (ed.), 2018. "Russian Economy in 2017. Trends and Outlooks. (Issue 39) In English," Books, Gaidar Institute for Economic Policy, edition 1, volume 39, number re39-2017-en.
    4. Dezhina, I. & Simachev, Yu., 2013. "Matching Grants for Stimulating Partnerships between Companies and Universities in Innovation Area: Initial Effects in Russia," Journal of the New Economic Association, New Economic Association, vol. 19(3), pages 99-122.
    5. Simachev, Yuri & Kuzyk, Mikhail & Feygina, Vera, 2014. "Cooperation between Russian research organizations and industrial companies: factors and problems," MPRA Paper 57503, University Library of Munich, Germany.
    6. Simachev, Yuri & Kuzyk, Mikhail & Ivanov, Denis, 2012. "Fostering innovation in Russian companies in the post-crisis period: Opportunities and constraints," MPRA Paper 41284, University Library of Munich, Germany.
    7. Antonelli, Cristiano, 2016. "Technological congruence and the economic complexity of technological change," Structural Change and Economic Dynamics, Elsevier, vol. 38(C), pages 15-24.
    8. Simachev, Yuri & Kuzyk, Mikhail & Feygina, Vera, 2015. "Interaction between Business and Research Organizations in the Sphere of Innovations: The Russian Experience in Promoting Cooperation," Published Papers 431503, Russian Presidential Academy of National Economy and Public Administration.
    9. Roberto Gabriele & Anna Giunta, 2012. "R&D Incentives: The Effectiveness Of A Place-Based Policy," Departmental Working Papers of Economics - University 'Roma Tre' 0169, Department of Economics - University Roma Tre.
    10. Yu. Simachev & M. Kuzyk & V. Feygina., 2014. "R&D Cooperation between Russian Firms and Research Organizations: Is There a Need for State Assistance?," VOPROSY ECONOMIKI, N.P. Redaktsiya zhurnala "Voprosy Economiki", vol. 7.

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    More about this item

    Keywords

    Innovation; R&D subsidies; Matthew effects; past dependence; path dependence;
    All these keywords.

    JEL classification:

    • H25 - Public Economics - - Taxation, Subsidies, and Revenue - - - Business Taxes and Subsidies
    • H32 - Public Economics - - Fiscal Policies and Behavior of Economic Agents - - - Firm
    • L52 - Industrial Organization - - Regulation and Industrial Policy - - - Industrial Policy; Sectoral Planning Methods

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