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The productivity of national innovation systems in Europe: Catching up or falling behind?

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  • Zabala-Iturriagagoitia, Jon Mikel
  • Aparicio, Juan
  • Ortiz, Lidia
  • Carayannis, Elias G.
  • Grigoroudis, Evangelos

Abstract

Innovation is one of the main determinants of economic development in modern societies. The extant evidence points to increasing territorial disparities in Europe concerning innovation. Relying on production theory, we examine the nature of these disparities. In particular, we are interested in finding out whether catching up processes are stronger than the shifts of the technology frontier, which would lead to a convergence of national innovation systems, or if, on the contrary, technological change is sounder than catching up, leading to increasing divergence in the performance of innovation systems. To capture these underlying dynamics, we apply the global Malmquist productivity index to the data included in the 2019 edition of the European Innovation Scoreboard, which includes statistical information for the period 2011–2018. The evolution shown by the global Malmquist productivity over time demonstrates that productivity gains as a result of innovation are falling. Our results evidence that innovation activities do not necessarily imply technological improvements. Furthermore, innovation activities do not prompt follower and lagging countries to catch up with more advanced ones. The paper also explores the policy implications of the previous results.

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  • Zabala-Iturriagagoitia, Jon Mikel & Aparicio, Juan & Ortiz, Lidia & Carayannis, Elias G. & Grigoroudis, Evangelos, 2021. "The productivity of national innovation systems in Europe: Catching up or falling behind?," Technovation, Elsevier, vol. 102(C).
  • Handle: RePEc:eee:techno:v:102:y:2021:i:c:s0166497220300870
    DOI: 10.1016/j.technovation.2020.102215
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    as
    1. 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.
    2. Mariana Mazzucato, 2018. "Mission-oriented innovation policies: challenges and opportunities," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(5), pages 803-815.
    3. Jakob B. Madsen & Md. Rabiul Islam & James B. Ang, 2010. "Catching up to the technology frontier: the dichotomy between innovation and imitation," Canadian Journal of Economics, Canadian Economics Association, vol. 43(4), pages 1389-1411, November.
    4. Sala-i-Martin, Xavier X, 1996. "The Classical Approach to Convergence Analysis," Economic Journal, Royal Economic Society, vol. 106(437), pages 1019-1036, July.
    5. Zoltán J. Acs & David B. Audretsch & Erik E. Lehmann & Georg Licht, 2017. "National systems of innovation," The Journal of Technology Transfer, Springer, vol. 42(5), pages 997-1008, October.
    6. Ray, Subhash C & Desli, Evangelia, 1997. "Productivity Growth, Technical Progress, and Efficiency Change in Industrialized Countries: Comment," American Economic Review, American Economic Association, vol. 87(5), pages 1033-1039, December.
    7. Fagerberg, Jan, 1987. "A technology gap approach to why growth rates differ," Research Policy, Elsevier, vol. 16(2-4), pages 87-99, August.
    8. Edler, Jakob & Georghiou, Luke, 2007. "Public procurement and innovation--Resurrecting the demand side," Research Policy, Elsevier, vol. 36(7), pages 949-963, September.
    9. Oded Galor, 1996. "Convergence?: Inferences from Theoretical Models," Working Papers 96-3, Brown University, Department of Economics.
    10. Kerstin Enflo & Per Hjertstrand, 2009. "Relative Sources of European Regional Productivity Convergence: A Bootstrap Frontier Approach," Regional Studies, Taylor & Francis Journals, vol. 43(5), pages 643-659.
    11. Guan, Jiancheng & Chen, Kaihua, 2012. "Modeling the relative efficiency of national innovation systems," Research Policy, Elsevier, vol. 41(1), pages 102-115.
    12. Jan Fagerberg & Bart Verspagen, 1996. "Heading for Divergence? Regional Growth in Europe Reconsidered," Journal of Common Market Studies, Wiley Blackwell, vol. 34(3), pages 431-448, September.
    13. Ching T Liao, 2020. "Laggards imitate, leaders innovate: the heterogeneous productivity effect of imitation versus innovation," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 29(2), pages 375-394.
    14. Edquist, Charles & Zabala-Iturriagagoitia, Jon Mikel, 2012. "Public Procurement for Innovation as mission-oriented innovation policy," Research Policy, Elsevier, vol. 41(10), pages 1757-1769.
    15. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    16. Elias G. Carayannis & Evangelos Grigoroudis, 2016. "Using multiobjective mathematical programming to link national competitiveness, productivity, and innovation," Annals of Operations Research, Springer, vol. 247(2), pages 635-655, December.
    17. Fare, Rolf & Shawna Grosskopf & Mary Norris & Zhongyang Zhang, 1994. "Productivity Growth, Technical Progress, and Efficiency Change in Industrialized Countries," American Economic Review, American Economic Association, vol. 84(1), pages 66-83, March.
    18. Harvey Leibenstein, 1979. "X-Efficiency: From Concept to Theory," Challenge, Taylor & Francis Journals, vol. 22(4), pages 13-22, September.
    19. Daniele Archibugi & Andrea Filippetti, 2011. "Is the Economic Crisis Impairing Convergence in Innovation Performance across Europe?," Journal of Common Market Studies, Wiley Blackwell, vol. 49(6), pages 1153-1182, November.
    20. Thanos Fragkandreas, 2013. "When Innovation Does Not Pay Off: Introducing the "European Regional Paradox"," European Planning Studies, Taylor & Francis Journals, vol. 21(12), pages 2078-2086, December.
    21. Andres Rodriguez-Pose & Riccardo regstdcenzi, 2008. "Research and Development, Spillovers, Innovation Systems, and the Genesis of Regional Growth in Europe," Regional Studies, Taylor & Francis Journals, vol. 42(1), pages 51-67.
    22. Léopold Simar & Paul W. Wilson, 1998. "Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models," Management Science, INFORMS, vol. 44(1), pages 49-61, January.
    23. Furman, Jeffrey L. & Hayes, Richard, 2004. "Catching up or standing still?: National innovative productivity among 'follower' countries, 1978-1999," Research Policy, Elsevier, vol. 33(9), pages 1329-1354, November.
    24. Robertson, Paul & Smith, Keith & von Tunzelmann, Nick, 2009. "Innovation in low- and medium-technology industries," Research Policy, Elsevier, vol. 38(3), pages 441-446, April.
    25. Simar, Leopold & Wilson, Paul W., 2002. "Non-parametric tests of returns to scale," European Journal of Operational Research, Elsevier, vol. 139(1), pages 115-132, May.
    26. Caves, Douglas W & Christensen, Laurits R & Diewert, W Erwin, 1982. "The Economic Theory of Index Numbers and the Measurement of Input, Output, and Productivity," Econometrica, Econometric Society, vol. 50(6), pages 1393-1414, November.
    27. Nicholas Crafts, 2018. "The productivity slowdown: is it the ‘new normal’?," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 34(3), pages 443-460.
    28. Uyarra, Elvira & Zabala-Iturriagagoitia, Jon Mikel & Flanagan, Kieron & Magro, Edurne, 2020. "Public procurement, innovation and industrial policy: Rationales, roles, capabilities and implementation," Research Policy, Elsevier, vol. 49(1).
    29. Juan Aparicio & Jose M. Cordero & Jesus T. Pastor, 2017. "Productivity change of Portuguese municipalities after local reforms," Applied Economics Letters, Taylor & Francis Journals, vol. 24(12), pages 878-881, July.
    30. Jesús Pastor & C. Lovell, 2007. "Circularity of the Malmquist productivity index," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 33(3), pages 591-599, December.
    31. Rakas, Marija & Hain, Daniel S., 2019. "The state of innovation system research: What happens beneath the surface?," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    32. Guan, Jian Cheng & Yam, Richard C.M. & Mok, Chiu Kam & Ma, Ning, 2006. "A study of the relationship between competitiveness and technological innovation capability based on DEA models," European Journal of Operational Research, Elsevier, vol. 170(3), pages 971-986, May.
    33. Pastor, Jesus T. & Lovell, C.A. Knox, 2005. "A global Malmquist productivity index," Economics Letters, Elsevier, vol. 88(2), pages 266-271, August.
    34. Candelaria Barrios & Esther Flores & M. Ángeles Martínez, 2019. "Club convergence in innovation activity across European regions," Papers in Regional Science, Wiley Blackwell, vol. 98(4), pages 1545-1565, August.
    35. Charles Edquist & Jon Mikel Zabala-Iturriagagoitia & Javier Barbero & Jose Luis Zofío, 2018. "On the meaning of innovation performance: Is the synthetic indicator of the Innovation Union Scoreboard flawed?," Research Evaluation, Oxford University Press, vol. 27(3), pages 196-211.
    36. C. Lovell, 2003. "The Decomposition of Malmquist Productivity Indexes," Journal of Productivity Analysis, Springer, vol. 20(3), pages 437-458, November.
    37. Wojciech Nasierowski, 2019. "Assessing Technical Efficiency Of Innovations In Canada: The Global Snapshot," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 23(03), pages 1-25, April.
    38. Luis Orea, 2002. "Parametric Decomposition of a Generalized Malmquist Productivity Index," Journal of Productivity Analysis, Springer, vol. 18(1), pages 5-22, July.
    39. Costas Azariadis & Allan Drazen, 1990. "Threshold Externalities in Economic Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(2), pages 501-526.
    40. Furman, Jeffrey L. & Porter, Michael E. & Stern, Scott, 2002. "The determinants of national innovative capacity," Research Policy, Elsevier, vol. 31(6), pages 899-933, August.
    41. Fabio Landini & Franco Malerba, 2017. "Public policy and catching up by developing countries in global industries: a simulation model," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 41(3), pages 927-960.
    42. Emrouznejad, Ali & Yang, Guo-liang, 2016. "CO2 emissions reduction of Chinese light manufacturing industries: A novel RAM-based global Malmquist–Luenberger productivity index," Energy Policy, Elsevier, vol. 96(C), pages 397-410.
    43. Charles Edquist, 2011. "Design of innovation policy through diagnostic analysis: identification of systemic problems (or failures)," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 20(6), pages 1725-1753, December.
    44. Dziallas, Marisa & Blind, Knut, 2019. "Innovation indicators throughout the innovation process: An extensive literature analysis," Technovation, Elsevier, vol. 80, pages 3-29.
    45. Galor, Oded, 1996. "Convergence? Inferences from Theoretical Models," Economic Journal, Royal Economic Society, vol. 106(437), pages 1056-1069, July.
    46. Edquist, Charles, 2011. "Innovation Policy Design: Identification of Systemic Problems," Papers in Innovation Studies 2011/6, Lund University, CIRCLE - Centre for Innovation Research.
    47. Chun-Hsien Wang & Jun-Yen Lee & Yi-Hua Chang, 2012. "Measuring productivity in the biotechnology industry using the global Malmquist index," Applied Economics Letters, Taylor & Francis Journals, vol. 19(9), pages 807-812, June.
    48. Edquist , Charles, 2014. "Striving Towards a Holistic Innovation Policy in European Countries - But Linearity Still Prevails!," Papers in Innovation Studies 2014/22, Lund University, CIRCLE - Centre for Innovation Research.
    49. Wei, Q. L. & Sun, Bruce & Xiao, Z. J., 1995. "Measuring technical progress with data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 80(3), pages 691-702, February.
    50. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    51. William W. Cooper & José L. Ruiz & Inmaculada Sirvent, 2011. "Choices and Uses of DEA Weights," International Series in Operations Research & Management Science, in: William W. Cooper & Lawrence M. Seiford & Joe Zhu (ed.), Handbook on Data Envelopment Analysis, chapter 0, pages 93-126, Springer.
    52. Arcelus, F. J. & Arozena, P., 1999. "Measuring sectoral productivity across time and across countries," European Journal of Operational Research, Elsevier, vol. 119(2), pages 254-266, December.
    53. Richard Nelson, 2004. "The challenge of building an effective innovation system for catch-up," Oxford Development Studies, Taylor & Francis Journals, vol. 32(3), pages 365-374.
    54. Peter Bogetoft & Lars Otto, 2011. "Benchmarking with DEA, SFA, and R," International Series in Operations Research and Management Science, Springer, number 978-1-4419-7961-2, September.
    55. 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.
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    9. Rhoden, Imke & Weller, Daniel & Voit, Ann-Katrin, 2021. "Spatio-temporal dynamics of European innovation: An exploratory approach via multivariate functional data cluster analysis," Ruhr Economic Papers 926, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
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