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Do innovation and human capital actually narrow the technology gap? Champions and laggards of European regional productive performance

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  • Martijn J. Burger
  • Kostas Kounetas
  • Oreste Napolitano
  • Spyridon Stavropoulos

Abstract

This paper studies regional productive performance differentials among 243 NUTS-2 European regions for the period 2003–11. Within the last two decades the technology gap between European regions has increased considerably. Building on previous studies that have used data envelopment analysis (DEA) and which have neglected national production structures and pre-existing technological heterogeneity, we examine differences in regional productive performance by using a meta-frontier framework. Our findings confirm significant differences in productive performance across European regions and a large North–South technology gap. A panel vector autoregression (PVAR) shows that this regional technology gap can be attributed to differences in human capital and innovation activity.

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  • Martijn J. Burger & Kostas Kounetas & Oreste Napolitano & Spyridon Stavropoulos, 2022. "Do innovation and human capital actually narrow the technology gap? Champions and laggards of European regional productive performance," Regional Studies, Taylor & Francis Journals, vol. 56(10), pages 1655-1670, October.
  • Handle: RePEc:taf:regstd:v:56:y:2022:i:10:p:1655-1670
    DOI: 10.1080/00343404.2021.2000596
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    1. Giovanni Dosi & Sébastien Lechevalier & Angelo Secchi, 2010. "Interfirm heterogeneity: nature, sources and consequences for industrial dynamics. An introduction," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-00642680, HAL.
    2. Miguélez, Ernest & Moreno, Rosina, 2015. "Knowledge flows and the absorptive capacity of regions," Research Policy, Elsevier, vol. 44(4), pages 833-848.
    3. Ben Gardiner & Ron Martin & Tyler Peter, 2004. "Competitiveness, Productivity and Economic Growth across the European Regions," ERSA conference papers ersa04p333, European Regional Science Association.
    4. Ding, Xiu-Hao & Huang, Rui-Hua, 2010. "Effects of knowledge spillover on inter-organizational resource sharing decision in collaborative knowledge creation," European Journal of Operational Research, Elsevier, vol. 201(3), pages 949-959, March.
    5. Cefis, Elena & Orsenigo, Luigi, 2001. "The persistence of innovative activities: A cross-countries and cross-sectors comparative analysis," Research Policy, Elsevier, vol. 30(7), pages 1139-1158, August.
    6. Fagerberg, Jan, 2000. "Technological progress, structural change and productivity growth: a comparative study," Structural Change and Economic Dynamics, Elsevier, vol. 11(4), pages 393-411, December.
    7. Andrés Rodríguez-Pose & Tobias Ketterer, 2020. "Institutional change and the development of lagging regions in Europe," Regional Studies, Taylor & Francis Journals, vol. 54(7), pages 974-986, July.
    8. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    9. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    10. Kounetas, Konstantinos, 2015. "Heterogeneous technologies, strategic groups and environmental efficiency technology gaps for European countries," Energy Policy, Elsevier, vol. 83(C), pages 277-287.
    11. Fagerberg, Jan, 1994. "Technology and International Differences in Growth Rates," Journal of Economic Literature, American Economic Association, vol. 32(3), pages 1147-1175, September.
    12. Jan Fagerberg & Martin Srholec, 2017. "Capabilities, economic development, sustainability," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 41(3), pages 905-926.
    13. Coe, David T. & Helpman, Elhanan, 1995. "International R&D spillovers," European Economic Review, Elsevier, vol. 39(5), pages 859-887, May.
    14. Nooteboom, Bart & Van Haverbeke, Wim & Duysters, Geert & Gilsing, Victor & van den Oord, Ad, 2007. "Optimal cognitive distance and absorptive capacity," Research Policy, Elsevier, vol. 36(7), pages 1016-1034, September.
    15. Ron Boschma, 2015. "Towards an Evolutionary Perspective on Regional Resilience," Regional Studies, Taylor & Francis Journals, vol. 49(5), pages 733-751, May.
    16. Dirk Czarnitzki & Kornelius Kraft, 2012. "Spillovers of innovation activities and their profitability," Oxford Economic Papers, Oxford University Press, vol. 64(2), pages 302-322, April.
    17. Tsekouras, Kostas & Papathanassopoulos, Fotis & Kounetas, Kostas & Pappous, Giorgos, 2010. "Does the adoption of new technology boost productive efficiency in the public sector? The case of ICUs system," International Journal of Production Economics, Elsevier, vol. 128(1), pages 427-433, November.
    18. repec:oup:ecpoli:v:16:y:2001:i:32:p:205-253 is not listed on IDEAS
    19. Philip McCann & Raquel Ortega-Argil�s, 2015. "Smart Specialization, Regional Growth and Applications to European Union Cohesion Policy," Regional Studies, Taylor & Francis Journals, vol. 49(8), pages 1291-1302, August.
    20. Tsekouras, Kostas & Chatzistamoulou, Nikos & Kounetas, Kostas, 2017. "Productive performance, technology heterogeneity and hierarchies: Who to compare with whom," International Journal of Production Economics, Elsevier, vol. 193(C), pages 465-478.
    21. 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.
    22. Basile, Roberto & Castellani, Davide & Zanfei, Antonello, 2008. "Location choices of multinational firms in Europe: The role of EU cohesion policy," Journal of International Economics, Elsevier, vol. 74(2), pages 328-340, March.
    23. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-1395, November.
    24. Rosina Moreno & Raffaele Paci & Stefano Usai, 2005. "Spatial Spillovers and Innovation Activity in European Regions," Environment and Planning A, , vol. 37(10), pages 1793-1812, October.
    25. Joaquin Maudos & Jose Pastor & Lorenzo Serrano, 2000. "Efficiency and Productive Specialization: An Application to the Spanish Regions," Regional Studies, Taylor & Francis Journals, vol. 34(9), pages 829-842.
    26. Barro, Robert J & Sala-i-Martin, Xavier, 1997. "Technological Diffusion, Convergence, and Growth," Journal of Economic Growth, Springer, vol. 2(1), pages 1-26, March.
    27. Qinchang Gui & Chengliang Liu & Debin Du, 2018. "International Knowledge Flows and the Role of Proximity," Growth and Change, Wiley Blackwell, vol. 49(3), pages 532-547, September.
    28. Faber, Jan & Hesen, Anneloes Barbara, 2004. "Innovation capabilities of European nations: Cross-national analyses of patents and sales of product innovations," Research Policy, Elsevier, vol. 33(2), pages 193-207, March.
    29. Antonelli, Cristiano & Krafft, Jackie & Quatraro, Francesco, 2010. "Recombinant knowledge and growth: The case of ICTs," Structural Change and Economic Dynamics, Elsevier, vol. 21(1), pages 50-69, March.
    30. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    31. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    32. Zoltan J. Acs & Luc Anselin & Attila Varga, 2008. "Patents and Innovation Counts as Measures of Regional Production of New Knowledge," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 11, pages 135-151, Edward Elgar Publishing.
    33. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    34. Michael R. M. Abrigo & Inessa Love, 2016. "Estimation of panel vector autoregression in Stata," Stata Journal, StataCorp LLC, vol. 16(3), pages 778-804, September.
    35. Lee, Chang-Yang, 2010. "A theory of firm growth: Learning capability, knowledge threshold, and patterns of growth," Research Policy, Elsevier, vol. 39(2), pages 278-289, March.
    36. Wang, Qunwei & Zhao, Zengyao & Zhou, Peng & Zhou, Dequn, 2013. "Energy efficiency and production technology heterogeneity in China: A meta-frontier DEA approach," Economic Modelling, Elsevier, vol. 35(C), pages 283-289.
    37. Tzeremes, Nickolaos G., 2014. "The effect of human capital on countries’ economic efficiency," Economics Letters, Elsevier, vol. 124(1), pages 127-131.
    38. 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.
    39. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    40. Kontolaimou, Alexandra & Kounetas, Konstantinos & Mourtos, Ioannis & Tsekouras, Kostas, 2012. "Technology gaps in European banking: Put the blame on inputs or outputs?," Economic Modelling, Elsevier, vol. 29(5), pages 1798-1808.
    41. Kounetas, Kostas & Napolitano, Oreste, 2018. "Modeling the incidence of international trade on Italian regional productive efficiency using a meta-frontier DEA approach," Economic Modelling, Elsevier, vol. 71(C), pages 45-58.
    42. Frank Neffke & Martin Henning, 2013. "Skill relatedness and firm diversification," Strategic Management Journal, Wiley Blackwell, vol. 34(3), pages 297-316, March.
    43. Barbara Dettori & Emanuela Marrocu & Raffaele Paci, 2012. "Total Factor Productivity, Intangible Assets and Spatial Dependence in the European Regions," Regional Studies, Taylor & Francis Journals, vol. 46(10), pages 1401-1416, November.
    44. Fulvio Castellacci, 2011. "Closing the Technology Gap?," Review of Development Economics, Wiley Blackwell, vol. 15(1), pages 180-197, February.
    45. Sourafel Girma, 2005. "Absorptive Capacity and Productivity Spillovers from FDI: A Threshold Regression Analysis," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 67(3), pages 281-306, June.
    46. 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.
    47. Christopher O’Donnell & D. Rao & George Battese, 2008. "Metafrontier frameworks for the study of firm-level efficiencies and technology ratios," Empirical Economics, Springer, vol. 34(2), pages 231-255, March.
    48. 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.
    49. Breschi, Stefano & Malerba, Franco & Orsenigo, Luigi, 2000. "Technological Regimes and Schumpeterian Patterns of Innovation," Economic Journal, Royal Economic Society, vol. 110(463), pages 388-410, April.
    50. Castellacci, Fulvio & Archibugi, Daniele, 2008. "The technology clubs: The distribution of knowledge across nations," Research Policy, Elsevier, vol. 37(10), pages 1659-1673, December.
    51. Allred, Brent B. & Park, Walter G., 2007. "The influence of patent protection on firm innovation investment in manufacturing industries," Journal of International Management, Elsevier, vol. 13(2), pages 91-109, June.
    52. William W. Cooper & Lawrence M. Seiford & Joe Zhu, 2011. "Data Envelopment Analysis: History, Models, and Interpretations," 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 1-39, Springer.
    53. repec:bla:ecpoli:v:16:y:2001:i:32:p:205-253 is not listed on IDEAS
    54. Daron Acemoglu & Simon Johnson & James A. Robinson, 2001. "The Colonial Origins of Comparative Development: An Empirical Investigation," American Economic Review, American Economic Association, vol. 91(5), pages 1369-1401, December.
    55. Los, Bart & Timmer, Marcel P., 2005. "The 'appropriate technology' explanation of productivity growth differentials: An empirical approach," Journal of Development Economics, Elsevier, vol. 77(2), pages 517-531, August.
    56. S. Stavropoulos & F. G. Oort & M. J. Burger, 2020. "Heterogeneous relatedness and firm productivity," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 65(2), pages 403-437, October.
    57. Ottaviano, Gianmarco I.P. & Pinelli, Dino, 2006. "Market potential and productivity: Evidence from Finnish regions," Regional Science and Urban Economics, Elsevier, vol. 36(5), pages 636-657, September.
    58. De Noni, Ivan & Orsi, Luigi & Belussi, Fiorenza, 2018. "The role of collaborative networks in supporting the innovation performances of lagging-behind European regions," Research Policy, Elsevier, vol. 47(1), pages 1-13.
    59. Giovanni Dosi & Sébastien Lechevalier & Angelo Secchi, 2010. "Introduction: Interfirm heterogeneity--nature, sources and consequences for industrial dynamics," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(6), pages 1867-1890, December.
    60. Marta Foddi & Stefano Usai, 2013. "Regional Knowledge Performance in Europe," Growth and Change, Wiley Blackwell, vol. 44(2), pages 258-286, June.
    61. Areti Gkypali & Kostas Kounetas & Kostas Tsekouras, 2019. "European countries’ competitiveness and productive performance evolution: unraveling the complexity in a heterogeneity context," Journal of Evolutionary Economics, Springer, vol. 29(2), pages 665-695, April.
    62. 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.
    63. Léopold Simar & Paul Wilson, 1999. "Of Course We Can Bootstrap DEA Scores! But Does It Mean Anything? Logic Trumps Wishful Thinking," Journal of Productivity Analysis, Springer, vol. 11(1), pages 93-97, February.
    64. Toke Reichstein & Ammon Salter, 2006. "Investigating the sources of process innovation among UK manufacturing firms," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 15(4), pages 653-682, August.
    65. Raffaele Paci & Stefano Usai, 2009. "Knowledge flows across European regions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 43(3), pages 669-690, September.
    66. Koen Frenken & Frank Van Oort & Thijs Verburg, 2007. "Related Variety, Unrelated Variety and Regional Economic Growth," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 685-697.
    67. Michael R.M. Abrigo & Inessa Love, 2016. "Estimation of Panel Vector Autoregression in Stata: a Package of Programs," Working Papers 201602, University of Hawaii at Manoa, Department of Economics.
    68. Michele Boldrin & Fabio Canova, 2001. "Inequality and convergence in Europe’s regions: reconsidering European regional policies," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 16(32), pages 206-253.
    69. Haas, David A. & Murphy, Frederic H., 2003. "Compensating for non-homogeneity in decision-making units in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 144(3), pages 530-544, February.
    70. Dosi, Giovanni, 1993. "Technological paradigms and technological trajectories : A suggested interpretation of the determinants and directions of technical change," Research Policy, Elsevier, vol. 22(2), pages 102-103, April.
    71. De Bondt, Raymond, 1997. "Spillovers and innovative activities," International Journal of Industrial Organization, Elsevier, vol. 15(1), pages 1-28, February.
    72. George Battese & D. Rao & Christopher O'Donnell, 2004. "A Metafrontier Production Function for Estimation of Technical Efficiencies and Technology Gaps for Firms Operating Under Different Technologies," Journal of Productivity Analysis, Springer, vol. 21(1), pages 91-103, January.
    73. Caccomo, Jean-Louis, 1996. "Technological Evolution and Economic Instability: Theoretical Simulations," Journal of Evolutionary Economics, Springer, vol. 6(2), pages 141-155, May.
    74. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    75. Rajiv D. Banker & Ram Natarajan, 2008. "Evaluating Contextual Variables Affecting Productivity Using Data Envelopment Analysis," Operations Research, INFORMS, vol. 56(1), pages 48-58, February.
    76. Oughton, Christine & Landabaso, Mikel & Morgan, Kevin, 2002. "The Regional Innovation Paradox: Innovation Policy and Industrial Policy," The Journal of Technology Transfer, Springer, vol. 27(1), pages 97-110, January.
    77. Cameron, Gavin & Proudman, James & Redding, Stephen, 2005. "Technological convergence, R&D, trade and productivity growth," European Economic Review, Elsevier, vol. 49(3), pages 775-807, April.
    78. Andrea Filippetti & Antonio Peyrache, 2015. "Labour Productivity and Technology Gap in European Regions: A Conditional Frontier Approach," Regional Studies, Taylor & Francis Journals, vol. 49(4), pages 532-554, April.
    79. Michael Kitson & Ron Martin & Peter Tyler, 2004. "Regional Competitiveness: An Elusive yet Key Concept?," Regional Studies, Taylor & Francis Journals, vol. 38(9), pages 991-999.
    80. Luis R. Murillo‐Zamorano, 2004. "Economic Efficiency and Frontier Techniques," Journal of Economic Surveys, Wiley Blackwell, vol. 18(1), pages 33-77, February.
    81. Bronzini, Raffaello & Piselli, Paolo, 2009. "Determinants of long-run regional productivity with geographical spillovers: The role of R&D, human capital and public infrastructure," Regional Science and Urban Economics, Elsevier, vol. 39(2), pages 187-199, March.
    82. Varsakelis, Nikos C., 2001. "The impact of patent protection, economy openness and national culture on R&D investment: a cross-country empirical investigation," Research Policy, Elsevier, vol. 30(7), pages 1059-1068, August.
    83. Sergio Destefanis & Vania Sena, 2005. "Public capital and total factor productivity: New evidence from the Italian regions, 1970-98," Regional Studies, Taylor & Francis Journals, vol. 39(5), pages 603-617.
    84. Roberto Ezcurra & Belen Iraizoz & Pedro Pascual, 2009. "Total Factor Productivity, Efficiency, and Technological Change in the European Regions: A Nonparametric Approach," Environment and Planning A, , vol. 41(5), pages 1152-1170, May.
    85. Cohen, Wesley M. & Goto, Akira & Nagata, Akiya & Nelson, Richard R. & Walsh, John P., 2002. "R&D spillovers, patents and the incentives to innovate in Japan and the United States," Research Policy, Elsevier, vol. 31(8-9), pages 1349-1367, December.
    86. Alwyn Young, 1995. "The Tyranny of Numbers: Confronting the Statistical Realities of the East Asian Growth Experience," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(3), pages 641-680.
    87. Ron Martin & Peter Sunley, 1998. "Slow Convergence? The New Endogenous Growth Theory and Regional Development," Economic Geography, Taylor & Francis Journals, vol. 74(3), pages 201-227, July.
    88. Antonio Ciccone & Elias Papaioannou, 2009. "Human Capital, the Structure of Production, and Growth," The Review of Economics and Statistics, MIT Press, vol. 91(1), pages 66-82, February.
    89. Segerstrom, Paul S & Anant, T C A & Dinopoulos, Elias, 1990. "A Schumpeterian Model of the Product Life Cycle," American Economic Review, American Economic Association, vol. 80(5), pages 1077-1091, December.
    90. Andrews, Donald W. K. & Lu, Biao, 2001. "Consistent model and moment selection procedures for GMM estimation with application to dynamic panel data models," Journal of Econometrics, Elsevier, vol. 101(1), pages 123-164, March.
    91. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    92. Bart Nooteboom, 2000. "Learning by Interaction: Absorptive Capacity, Cognitive Distance and Governance," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 4(1), pages 69-92, March.
    93. Kleoniki Kalapouti & Konstantinos Petridis & Chrisovalantis Malesios & Prasanta Kumar Dey, 2020. "Measuring efficiency of innovation using combined Data Envelopment Analysis and Structural Equation Modeling: empirical study in EU regions," Annals of Operations Research, Springer, vol. 294(1), pages 297-320, November.
    94. Kontolaimou, Alexandra & Tsekouras, Kostas, 2010. "Are cooperatives the weakest link in European banking? A non-parametric metafrontier approach," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1946-1957, August.
    95. 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.
    96. Kanwar, Sunil, 2007. "Business enterprise R&D, technological change, and intellectual property protection," Economics Letters, Elsevier, vol. 96(1), pages 120-126, July.
    97. Lee Fleming, 2001. "Recombinant Uncertainty in Technological Search," Management Science, INFORMS, vol. 47(1), pages 117-132, January.
    98. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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