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Matching methods for impact evaluation of public subsidies to business R&D: Measuring heterogeneous effects

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  • Heijs, Joost
  • Guerrero, Alex J.
  • Huergo, Elena

Abstract

The objective of this paper is to offer a broad profile of firms with publicly supported R&D projects, which allows us to explain their different degrees of additionality. With this objective, in a first step we use standard Propensity Score Matching techniques to estimate treatment effects at the firm level, and then we explore the determinants of the heterogeneity in these individual effects through the estimation of an equation for their determinants. For our analysis, we use information from a sample of 8,168 Spanish firms for the period 2007-2014. We report three main results. First, firms with multiple program participation show higher additionality. However, individual treatment effects, which are positive for firms with low support intensities, go sharply below the average for firms with very high support intensities. Second, the degree of additionality is positively related to firm characteristics denoting a more innovative nature, while it is negatively associated with features present in firms involved in more market-oriented R&D projects. Third, firm size has a positive relation to the probability of full additionality, but a negative association with the degree of additionality in terms of net R&D intensity. These results can provide public agencies with some tools for adjusting their selection procedures.

Suggested Citation

  • Heijs, Joost & Guerrero, Alex J. & Huergo, Elena, 2020. "Matching methods for impact evaluation of public subsidies to business R&D: Measuring heterogeneous effects," MPRA Paper 103874, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:103874
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    1. Czarnitzki, Dirk & Lopes-Bento, Cindy, 2013. "Value for money? New microeconometric evidence on public R&D grants in Flanders," Research Policy, Elsevier, vol. 42(1), pages 76-89.
    2. Daniel NEICU, 2019. "Evaluating the Effects of an R&D Policy Mix of Subsidies and Tax Credits," Management and Economics Review, Faculty of Management, Academy of Economic Studies, Bucharest, Romania, vol. 4(2), pages 1-13, June.
    3. José Ángel Zúñiga-Vicente & César Alonso-Borrego & Francisco J. Forcadell & José I. Galán, 2014. "Assessing The Effect Of Public Subsidies On Firm R&D Investment: A Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 28(1), pages 36-67, February.
    4. Chapman, Gary & Lucena, Abel & Afcha, Sergio, 2018. "R&D subsidies & external collaborative breadth: Differential gains and the role of collaboration experience," Research Policy, Elsevier, vol. 47(3), pages 623-636.
    5. Francesco Bogliacino & Mario Pianta, 2016. "The Pavitt Taxonomy, revisited: patterns of innovation in manufacturing and services," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 33(2), pages 153-180, August.
    6. Dirk Czarnitzki & Julie Delanote, 2015. "R&D policies for young SMEs: input and output effects," Small Business Economics, Springer, vol. 45(3), pages 465-485, October.
    7. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    8. 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.
    9. José García-Quevedo & Gabriele Pellegrino & Maria Savona, 2017. "Reviving demand-pull perspectives: The effect of demand uncertainty and stagnancy on R&D strategy," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 41(4), pages 1087-1122.
    10. Hud, Martin & Hussinger, Katrin, 2015. "The impact of R&D subsidies during the crisis," Research Policy, Elsevier, vol. 44(10), pages 1844-1855.
    11. 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.
    12. Alessandro Sterlacchini & Francesco Venturini, 2019. "R&D tax incentives in EU countries: does the impact vary with firm size?," Small Business Economics, Springer, vol. 53(3), pages 687-708, October.
    13. Joost Heijs, 2012. "ERAWATCH Country Reports 2011: SPAIN," JRC Research Reports JRC77842, Joint Research Centre.
    14. Huergo, Elena & Moreno, Lourdes, 2014. "National or international public funding? Subsidies or loans? Evaluating the innovation impact of R&D support programmes," MPRA Paper 54218, University Library of Munich, Germany.
    15. Pellegrino, Gabriele & Savona, Maria, 2017. "No money, no honey? Financial versus knowledge and demand constraints on innovation," Research Policy, Elsevier, vol. 46(2), pages 510-521.
    16. Dirk Czarnitzki & Cindy Lopes-Bento, 2014. "Innovation Subsidies: Does the Funding Source Matter for Innovation Intensity and Performance? Empirical Evidence from Germany," Industry and Innovation, Taylor & Francis Journals, vol. 21(5), pages 380-409, July.
    17. Aschhoff, Birgit, 2009. "The effect of subsidies on R&D investment and success: do subsidy history and size matter?," ZEW Discussion Papers 09-032, ZEW - Leibniz Centre for European Economic Research.
    18. 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.
    19. Oliviero Carboni, 2011. "R&D subsidies and private R&D expenditures: evidence from Italian manufacturing data," International Review of Applied Economics, Taylor & Francis Journals, vol. 25(4), pages 419-439.
    20. Marianna Marino & Stéphane Lhuillery & Pierpaolo Parrotta & Davide Sala, 2015. "An overall evaluation of public R&D subsidy on private R&D expenditure in absence or in combination with R&D tax credit incentives," Post-Print hal-01508004, HAL.
    21. Czarnitzki, Dirk & Hussinger, Katrin, 2004. "The Link Between R&D Subsidies, R&D Spending and Technological Performance," ZEW Discussion Papers 04-56, ZEW - Leibniz Centre for European Economic Research.
    22. Colombo, Massimo G. & Grilli, Luca & Murtinu, Samuele, 2011. "R&D subsidies and the performance of high-tech start-ups," Economics Letters, Elsevier, vol. 112(1), pages 97-99, July.
    23. Holger Görg & Eric Strobl, 2007. "The Effect of R&D Subsidies on Private R&D," Economica, London School of Economics and Political Science, vol. 74(294), pages 215-234, May.
    24. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    25. Giovanni Cerulli & Bianca Potì, 2012. "Evaluating the Robustness of the Effect of Public Subsidies on Firms' R&D: An Application to Italy," Journal of Applied Economics, Taylor & Francis Journals, vol. 15(2), pages 287-320, November.
    26. Kenneth Arrow, 1962. "Economic Welfare and the Allocation of Resources for Invention," NBER Chapters, in: The Rate and Direction of Inventive Activity: Economic and Social Factors, pages 609-626, National Bureau of Economic Research, Inc.
    27. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    28. Clausen, Tommy H., 2009. "Do subsidies have positive impacts on R&D and innovation activities at the firm level?," Structural Change and Economic Dynamics, Elsevier, vol. 20(4), pages 239-253, December.
    29. 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.
    30. Dirk Czarnitzki & Georg Licht, 2006. "Additionality of public R&D grants in a transition economy," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 14(1), pages 101-131, March.
    31. Kamien,Morton I. & Schwartz,Nancy L., 1982. "Market Structure and Innovation," Cambridge Books, Cambridge University Press, number 9780521293853, December.
    32. Bernhard Dachs & Bernd Ebersberger, 2009. "Does foreign ownership matter for the innovative activities of enterprises?," International Economics and Economic Policy, Springer, vol. 6(1), pages 41-57, June.
    33. Crespi, Gustavo & Giuliodori, David & Giuliodori, Roberto & Rodriguez, Alejandro, 2016. "The effectiveness of tax incentives for R&D+i in developing countries: The case of Argentina," Research Policy, Elsevier, vol. 45(10), pages 2023-2035.
    34. Hottenrott, Hanna & Lopes-Bento, Cindy & Veugelers, Reinhilde, 2017. "Direct and cross scheme effects in a research and development," Research Policy, Elsevier, vol. 46(6), pages 1118-1132.
    35. Huergo, Elena & Moreno, Lourdes, 2017. "Subsidies or loans? Evaluating the impact of R&D support programmes," Research Policy, Elsevier, vol. 46(7), pages 1198-1214.
    36. Dai, Xiaoyong & Cheng, Liwei, 2015. "The effect of public subsidies on corporate R&D investment: An application of the generalized propensity score," Technological Forecasting and Social Change, Elsevier, vol. 90(PB), pages 410-419.
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    More about this item

    Keywords

    R&D support; policy evaluation; heterogeneous treatment effects; propensity score matching;
    All these keywords.

    JEL classification:

    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D

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