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R&D in Europe: Sector Decomposition of Sources of (in)Efficiency

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  • Tihana Škrinjarić

    (Faculty of Economics and Business, University of Zagreb, Zagreb 10000, Croatia)

Abstract

Measuring the efficiency of research and development (R&D) expenditure and innovation policy has gained attention in recent years. This research examines the efficiency of 29 selected European countries for the period ranging from 2007 to 2017 in achieving and obtaining R&D goals. The methodology applied is the data envelopment analysis approach with the inclusion of the missing data approach. The contributions of this research include the following: dynamic analysis is conducted to track changes of (in)efficiencies over time; the decomposition of the efficiency is done by separating the main variables of interest into the private, higher education, and government sectors; and the robustness of the results is evaluated, which is often ignored in the literature. The results of the analysis are discussed with possible directions for inefficient countries. The rankings provided in the empirical part of the study confirm previous findings on disparities between the European countries with respect to innovation and the R&D sector.

Suggested Citation

  • Tihana Škrinjarić, 2020. "R&D in Europe: Sector Decomposition of Sources of (in)Efficiency," Sustainability, MDPI, vol. 12(4), pages 1-21, February.
  • Handle: RePEc:gam:jsusta:v:12:y:2020:i:4:p:1432-:d:320871
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    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. William W. Cooper & Lawrence M. Seiford & Joe Zhu (ed.), 2011. "Handbook on Data Envelopment Analysis," International Series in Operations Research and Management Science, Springer, number 978-1-4419-6151-8, September.
    3. Pietro Moncada-Paternò-Castello, 2016. "Corporate R&D intensity decomposition: Theoretical, empirical and policy issues," JRC Working Papers on Corporate R&D and Innovation 2016-02, Joint Research Centre.
    4. International Monetary Fund, 2010. "Norway: Staff Report for the 2009 Article IV Consultation," IMF Staff Country Reports 2010/024, International Monetary Fund.
    5. Tim J. Coelli, 1995. "Recent Developments In Frontier Modelling And Efficiency Measurement," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 39(3), pages 219-245, December.
    6. Guan, Jiancheng & Chen, Kaihua, 2012. "Modeling the relative efficiency of national innovation systems," Research Policy, Elsevier, vol. 41(1), pages 102-115.
    7. Monica Roman, 2010. "Regional Efficiency Of The Knowledge Economy In The New Eu Countries: The Romanian And Bulgarian Case," Romanian Journal of Regional Science, Romanian Regional Science Association, vol. 4(1), pages 33-53, JUNE.
    8. Daron Acemoglu & Philippe Aghion & Fabrizio Zilibotti, 2006. "Distance to Frontier, Selection, and Economic Growth," Journal of the European Economic Association, MIT Press, vol. 4(1), pages 37-74, March.
    9. Ariel Pakes & Mark Schankerman, 1984. "An Exploration into the Determinants of Research Intensity," NBER Chapters, in: R&D, Patents, and Productivity, pages 209-232, National Bureau of Economic Research, Inc.
    10. Slavo Radosevic & Anna Kaderabkova (ed.), 2011. "Challenges for European Innovation Policy," Books, Edward Elgar Publishing, number 14060.
    11. Domagoj Racic & Jadranka Svarc & Giuseppina Testa, 2018. "RIO Country Report 2017: Croatia," JRC Research Reports JRC111260, Joint Research Centre.
    12. Amani, Elnasri & Fox, Kevin J., 2015. "R&D, Innovation and Productivity: The Role of Public Support," KDI Journal of Economic Policy, Korea Development Institute (KDI), vol. 37(1), pages 73-96.
    13. Griliches, Zvi, 1988. "Productivity Puzzles and R&D: Another Nonexplanation," Journal of Economic Perspectives, American Economic Association, vol. 2(4), pages 9-21, Fall.
    14. David T. Coe & Reza Moghadam, 1993. "Capital and Trade as Engines of Growth in France: An Application of Johansen's Cointegration Methodology," IMF Staff Papers, Palgrave Macmillan, vol. 40(3), pages 542-566, September.
    15. Raquel Ortega‐Argilés & Mariacristina Piva & Marco Vivarelli, 2014. "The transatlantic productivity gap: Is R&D the main culprit?," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 47(4), pages 1342-1371, November.
    16. Piergiuseppe Morone & Richard Taylor, 2004. "Knowledge diffusion dynamics and network properties of face-to-face interactions," Journal of Evolutionary Economics, Springer, vol. 14(3), pages 327-351, July.
    17. Bruno van Pottelsberghe de la Potterie, 2011. "The quality factor in patent systems," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 20(6), pages 1755-1793, December.
    18. Wolfgang Sofka & Edlira Shehu & Hristo Hristov, 2018. "RIO Country Report 2017: Germany," JRC Research Reports JRC111264, Joint Research Centre.
    19. Oliver E. Williamson, 1967. "Hierarchical Control and Optimum Firm Size," Journal of Political Economy, University of Chicago Press, vol. 75(2), pages 123-123.
    20. Federico Biagi & Juraj Stancik, 2012. "Characterizing the evolution of the EU-US R&D Intensity gap using data from top R&D performers," EcoMod2012 4207, EcoMod.
    21. Dominique Pestre, 2019. "Environment and Social Innovation: Why Technology Never Was the Solution," Creative Economy, in: Sébastien Lechevalier (ed.), Innovation Beyond Technology, chapter 0, pages 175-194, Springer.
    22. Bogliacino, Francesco & Piva, Mariacristina & Vivarelli, Marco, 2012. "R&D and employment: An application of the LSDVC estimator using European microdata," Economics Letters, Elsevier, vol. 116(1), pages 56-59.
    23. Michele Cincera & Reinhilde Veugelers, 2013. "Young leading innovators and the EU's R&D intensity gap," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 22(2), pages 177-198, March.
    24. Michele Cincera & Raquel Ortega-Argilés & Pietro Moncada-Paternò-Castello, 2009. "The Performance of Top R&D Investing Companies in the Stock Market," JRC Working Papers on Corporate R&D and Innovation 2009-14, Joint Research Centre.
    25. Shinichi Koizumi, 2019. "The Light and Shadow of the Fourth Industrial Revolution," Creative Economy, in: Sébastien Lechevalier (ed.), Innovation Beyond Technology, chapter 0, pages 63-86, Springer.
    26. Sickles,Robin C. & Zelenyuk,Valentin, 2019. "Measurement of Productivity and Efficiency," Cambridge Books, Cambridge University Press, number 9781107036161.
    27. Florence Jaumotte & Nigel Pain, 2005. "From Ideas to Development: The Determinants of R&D and Patenting," OECD Economics Department Working Papers 457, OECD Publishing.
    28. International Monetary Fund, 2010. "Kenya: Staff Report for the 2009 Article IV Consultation," IMF Staff Country Reports 2010/026, International Monetary Fund.
    29. 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.
    30. Susan Alexander & Gudrun Rumpf & Juan Carlos Del Rio, 2017. "RIO Country Report 2016: Luxembourg," JRC Research Reports JRC105894, Joint Research Centre.
    31. Azele Mathieu & Bruno van Pottelsberghe de la Potterie, 2010. "A Note on the Drivers of R&D Intensity," Research in World Economy, Research in World Economy, Sciedu Press, vol. 1(1), pages 56-65, November.
    32. Massimiliano Mazzanti, 2018. "Eco-innovation and sustainability: dynamic trends, geography and policies," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 61(11), pages 1851-1860, September.
    33. Mazzanti, Massimiliano & Rizzo, Ugo, 2017. "Diversely moving towards a green economy: Techno-organisational decarbonisation trajectories and environmental policy in EU sectors," Technological Forecasting and Social Change, Elsevier, vol. 115(C), pages 111-116.
    34. Anker Lund Vinding, 2006. "Absorptive capacity and innovative performance: A human capital approach," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 15(4-5), pages 507-517.
    35. Andreas Reinstaller & Fabian Unterlass, 2011. "Sectoral Innovation Modes and Level of Economic Development: Implications for Innovation Policy in the New Member States," Chapters, in: Slavo Radosevic & Anna Kaderabkova (ed.), Challenges for European Innovation Policy, chapter 4, Edward Elgar Publishing.
    36. Juraj Stancik & Federico Biagi, 2012. "Characterizing the Evolution of the EU-US R&D Intensity Gap using Data from Top R&D Performers," JRC Research Reports JRC75892, Joint Research Centre.
    37. Eric J. Bartelsman & Martin Falk & Eva Hagsten & Michael Polder, 2019. "Productivity, technological innovations and broadband connectivity: firm-level evidence for ten European countries," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 9(1), pages 25-48, March.
    38. Krzysztof Klincewicz & Katarzyna Szkuta, 2016. "RIO Country Report 2015: Poland," JRC Research Reports JRC101207, Joint Research Centre.
    39. Montresor, Sandro & Vezzani, Antonio, 2015. "The production function of top R&D investors: Accounting for size and sector heterogeneity with quantile estimations," Research Policy, Elsevier, vol. 44(2), pages 381-393.
    40. Moncada-Paternò-Castello, Pietro & Ciupagea, Constantin & Smith, Keith & Tübke, Alexander & Tubbs, Mike, 2010. "Does Europe perform too little corporate R&D? A comparison of EU and non-EU corporate R&D performance," Research Policy, Elsevier, vol. 39(4), pages 523-536, May.
    41. Börje Johansson & Hans Lööf & Maxim Savin, 2015. "European R&D efficiency," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 24(1-2), pages 140-158, March.
    42. Yuhong Cao & Jianxin You & Yongjiang Shi & Wei Hu, 2019. "Evaluating R&D and Transformation Functional Platforms’ Operational Performance Using a Data Envelopment Analysis Model: A Comparative Study," Sustainability, MDPI, vol. 11(18), pages 1-14, September.
    43. Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
    44. Bettina Becker & Stephen Hall, 2013. "Do R&D strategies in high-tech sectors differ from those in low-tech sectors? An alternative approach to testing the pooling assumption," Economic Change and Restructuring, Springer, vol. 46(2), pages 183-202, May.
    45. Jos Van den Broek & Jasper Deuten & Koen Jonkers, 2018. "RIO Country Report 2017: The Netherlands," JRC Research Reports JRC111333, Joint Research Centre.
    46. Pawel Dobrzanski, 2018. "Innovation expenditures efficiency in Central and Eastern European Countries," Zbornik radova Ekonomskog fakulteta u Rijeci/Proceedings of Rijeka Faculty of Economics, University of Rijeka, Faculty of Economics and Business, vol. 36(2), pages 827-859.
    47. 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.
    48. Brian Warrington & Hristo Hristov, 2018. "RIO Country Report 2017: Malta," JRC Research Reports JRC111263, Joint Research Centre.
    49. Federico Biagi & Juraj Stančík, 2012. "Characterizing the evolution of the EU R&D intensity gap using data from top R&D performers," ERSA conference papers ersa12p321, European Regional Science Association.
    50. Henry Junior Anderson & Jan Stejskal, 2019. "Diffusion Efficiency of Innovation among EU Member States: A Data Envelopment Analysis," Economies, MDPI, vol. 7(2), pages 1-19, April.
    51. Nicholas A. Ashford & Ralph P. Hall, 2011. "The Importance of Regulation-Induced Innovation for Sustainable Development," Sustainability, MDPI, vol. 3(1), pages 1-23, January.
    52. Andreas Reinstaller & Fabian Unterlass, 2012. "Comparing business R&D across countries over time: a decomposition exercise using data for the EU 27," Applied Economics Letters, Taylor & Francis Journals, vol. 19(12), pages 1143-1148, August.
    53. Jianping Liu & Kai Lu & Shixiong Cheng, 2018. "International R&D Spillovers and Innovation Efficiency," Sustainability, MDPI, vol. 10(11), pages 1-23, October.
    54. Aristovnik, Aleksander, 2014. "Efficiency of the R&D Sector in the EU-27 at the Regional Level: An Application of DEA," MPRA Paper 59081, University Library of Munich, Germany.
    55. Jiancheng Guan & Kaihua Chen, 2010. "Modeling macro-R&D production frontier performance: an application to Chinese province-level R&D," Scientometrics, Springer;Akadémiai Kiadó, vol. 82(1), pages 165-173, January.
    56. Mette Praest Knudsen & Jesper Lindgaard Christensen & Peder Christensen, 2018. "RIO Country Report 2017: Denmark," JRC Research Reports JRC111331, Joint Research Centre.
    57. Tone, Kaoru, 2001. "A slacks-based measure of efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 130(3), pages 498-509, May.
    58. Jon Zabala-Iturriagagoitia & Peter Voigt & Antonio Gutierrez-Gracia & Fernando Jimenez-Saez, 2007. "Regional Innovation Systems: How to Assess Performance," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 661-672.
    59. Sébastien Lechevalier (ed.), 2019. "Innovation Beyond Technology," Creative Economy, Springer, number 978-981-13-9053-1, May.
    60. Maria Grazia Zoia & Laura Barbieri & Flavia Cortelezzi & Giovanni Marseguerra, 2018. "The determinants of Italian firms’ technological competencies and capabilities," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 8(4), pages 453-476, December.
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