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Long run effect of public grants on the R&D investment: A non-stationary panel data approach

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  • Álvarez, Inmaculada C.
  • Kao, Chihwa
  • Romero-Jordán, Desiderio

Abstract

From a macroeconomic point of view, the relationship between R&D investment and growth is well-known. At a firm level, extensive literature exists that analyzes the determinants behind R&D investment decision-making –basically comprising economic and financial factors-. Using cointegration techniques, the aim of this paper is analyze the long run effect of public grants on R&D investment for the Spanish case. Classifying the sample according to cointegration, we eliminate the possible existence of spurious correlation using the most suitable econometric techniques. Results in the long-run show that sales possesses a high pro-cyclical component with an elasticity of approximately 0.6. Subsidies generate additionality with an elasticity ranging from 0.17 to 0.2. Nevertheless, the capacity to promote investment for each euro of public funds is greater than the tax credit, with elasticities which can reach 0.7. In addition it worth highlight that we observe a higher impact of subsidies in cointegrated firms that are those with more investment in I+D.

Suggested Citation

  • Álvarez, Inmaculada C. & Kao, Chihwa & Romero-Jordán, Desiderio, 2016. "Long run effect of public grants on the R&D investment: A non-stationary panel data approach," Efficiency Series Papers 2016/04, University of Oviedo, Department of Economics, Oviedo Efficiency Group (OEG).
  • Handle: RePEc:oeg:wpaper:2016/04
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    1. Hyytinen, Ari & Toivanen, Otto, 2005. "Do financial constraints hold back innovation and growth?: Evidence on the role of public policy," Research Policy, Elsevier, vol. 34(9), pages 1385-1403, November.
    2. Philippe Aghion & Philippe Askenazy & Nicolas Berman & Gilbert Cette & Laurent Eymard, 2012. "Credit Constraints And The Cyclicality Of R&D Investment: Evidence From France," Journal of the European Economic Association, European Economic Association, vol. 10(5), pages 1001-1024, October.
    3. Bronwyn Hall, 2004. "The financing of research and development," Chapters, in: Anthony Bartzokas & Sunil Mani (ed.), Financial Systems, Corporate Investment in Innovation, and Venture Capital, chapter 2, Edward Elgar Publishing.
    4. Caner, Mehmet & Hansen, Bruce E., 2004. "Instrumental Variable Estimation Of A Threshold Model," Econometric Theory, Cambridge University Press, vol. 20(5), pages 813-843, October.
    5. Hall, B.H., 1999. "Innovation and Market Value," Economics Papers 1999-w3, Economics Group, Nuffield College, University of Oxford.
    6. Chihwa Kao & Min‐Hsien Chiang & Bangtian Chen, 1999. "International R&D Spillovers: An Application of Estimation and Inference in Panel Cointegration," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 691-709, November.
    7. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    8. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    9. 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.
    10. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    11. Philippe Aghion & Richard Blundell & Rachel Griffith & Peter Howitt & Susanne Prantl, 2009. "The Effects of Entry on Incumbent Innovation and Productivity," The Review of Economics and Statistics, MIT Press, vol. 91(1), pages 20-32, February.
    12. 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.
    13. repec:bla:obuest:v:61:y:1999:i:0:p:691-709 is not listed on IDEAS
    14. Walde, Klaus & Woitek, Ulrich, 2004. "R&D expenditure in G7 countries and the implications for endogenous fluctuations and growth," Economics Letters, Elsevier, vol. 82(1), pages 91-97, January.
    15. 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.
    16. Devereux, Michael P. & Keen, Michael & Schiantarelli, Fabio, 1994. "Corporation tax asymmetries and investment : Evidence from U.K. panel data," Journal of Public Economics, Elsevier, vol. 53(3), pages 395-418, March.
    17. Manohar Singh & Sheri Faircloth, 2005. "The impact of corporate debt on long term investment and firm performance," Applied Economics, Taylor & Francis Journals, vol. 37(8), pages 875-883.
    18. 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.
    19. Pilar Beneito & María E. Rochina-Barrachina & Amparo Sanchis, 2013. "Ownership and cyclicality of firms’ R&D investment," Working Papers 1306, Department of Applied Economics II, Universidad de Valencia.
    20. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1988. "Financing Constraints and Corporate Investment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
    21. Leland, Hayne E & Pyle, David H, 1977. "Informational Asymmetries, Financial Structure, and Financial Intermediation," Journal of Finance, American Finance Association, vol. 32(2), pages 371-387, May.
    22. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    23. Aerts, Kris & Schmidt, Tobias, 2008. "Two for the price of one?: Additionality effects of R&D subsidies: A comparison between Flanders and Germany," Research Policy, Elsevier, vol. 37(5), pages 806-822, June.
    24. repec:adr:anecst:y:1998:i:49-50:p:16 is not listed on IDEAS
    25. Gadi Barlevy, 2007. "On the Cyclicality of Research and Development," American Economic Review, American Economic Association, vol. 97(4), pages 1131-1164, September.
    26. Ogawa, Kazuo, 2007. "Debt, R&D investment and technological progress: A panel study of Japanese manufacturing firms' behavior during the 1990s," Journal of the Japanese and International Economies, Elsevier, vol. 21(4), pages 403-423, December.
    27. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    28. repec:bla:obuest:v:61:y:1999:i:0:p:631-52 is not listed on IDEAS
    29. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    30. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    31. repec:bla:jindec:v:50:y:2002:i:4:p:369-90 is not listed on IDEAS
    32. Berthelemy, Jean-Claude & Varoudakis, Aristomene, 1996. "Economic Growth, Convergence Clubs, and the Role of Financial Development," Oxford Economic Papers, Oxford University Press, vol. 48(2), pages 300-328, April.
    33. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    34. Polona Domadenik & Janez Prasnikar & Jan Svejnar, 2008. "How to Increase R&D in Transition Economies? Evidence from Slovenia," Review of Development Economics, Wiley Blackwell, vol. 12(1), pages 193-208, February.
    35. Harris, Richard D. F. & Tzavalis, Elias, 1999. "Inference for unit roots in dynamic panels where the time dimension is fixed," Journal of Econometrics, Elsevier, vol. 91(2), pages 201-226, August.
    36. Aghion, P. & Askenazy, P. & Berman, N. & Cette, G. & Eymard, L., 2008. "Credit Constraints and the Cyclicality of R&D Investment: Evidence from France," Working papers 198, Banque de France.
    37. Chirinko, Robert S & Schaller, Huntley, 1995. "Why Does Liquidity Matter in Investment Equations?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 27(2), pages 527-548, May.
    38. 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.
    39. Min Ouyang, 2011. "On the Cyclicality of R&D," The Review of Economics and Statistics, MIT Press, vol. 93(2), pages 542-553, May.
    40. Berger, Allen N. & Udell, Gregory F., 1990. "Collateral, loan quality and bank risk," Journal of Monetary Economics, Elsevier, vol. 25(1), pages 21-42, January.
    41. Jaroslava Hlouskova & Martin Wagner, 2006. "The Performance of Panel Unit Root and Stationarity Tests: Results from a Large Scale Simulation Study," Econometric Reviews, Taylor & Francis Journals, vol. 25(1), pages 85-116.
    42. 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.
    43. Dietmar Harhoff, 1998. "Are there Financing Constraints for R&D and Investment in German Manufacturing Firms," Annals of Economics and Statistics, GENES, issue 49-50, pages 421-456.
    44. G. S. Maddala & Shaowen Wu, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 631-652, November.
    45. repec:bla:obuest:v:61:y:1999:i:0:p:653-70 is not listed on IDEAS
    46. Carter Bloch, 2005. "R&D investment and internal finance: the cash flow effect," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 14(3), pages 213-223.
    47. Richard Blundell & Rachel Griffith & John van Reenen, 1999. "Market Share, Market Value and Innovation in a Panel of British Manufacturing Firms," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 66(3), pages 529-554.
    48. Yang, Chih-Hai & Huang, Chia-Hui & Hou, Tony Chieh-Tse, 2012. "Tax incentives and R&D activity: Firm-level evidence from Taiwan," Research Policy, Elsevier, vol. 41(9), pages 1578-1588.
    49. Kazuo Ogawa, 2004. "Debt, R&D Investment and Technological Progress: A Panel Study of Japanese Manufacturing Firms in the 90s," ISER Discussion Paper 0607, Institute of Social and Economic Research, Osaka University.
    50. 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.
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