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Modeling the incidence of international trade on Italian regional productive efficiency using a meta-frontier DEA approach

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  • Kounetas, Kostas
  • Napolitano, Oreste

Abstract

Although there continues to be considerable debate about the impact of European integration on the EU regions, studies in this field have mainly investigated the convergence-divergence issue, while the effect of trade on regional performance has attracted few empirical studies. A bootstrapped DEA metafrontier framework used in this study, as a first stage of analysis, is exploited to account for the heterogeneity between the Italian regions in the whole period and in two distinct time frames before and after EMU implementation. In a second stage, using a partial least squares model, the technology gaps estimated for each period are regressed, investigating factors related mainly to R&D efforts and trade behavior that may have affected regional performance. Our findings reveal a significant improvement for the Italian regions since 1993, a paradoxically unchanged behavior for efficiency performance in the Center-North regions, and clear identification of which regions performed better in terms of the technology gap. Inclusion of variables related to international trade performance in the model indicates that trade is of major importance for better regional performance. In addition, the technology gap is negatively influenced by R&D expenditures, denoting the catching-up phenomenon for the technology level of Italian regions.

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  • 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.
  • Handle: RePEc:eee:ecmode:v:71:y:2018:i:c:p:45-58
    DOI: 10.1016/j.econmod.2017.11.020
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    References listed on IDEAS

    as
    1. Andrew B. Bernard & J. Bradford Jensen & Stephen J. Redding & Peter K. Schott, 2007. "Firms in International Trade," Journal of Economic Perspectives, American Economic Association, vol. 21(3), pages 105-130, Summer.
    2. Vickers, John & Yarrow, George, 1991. "Reform of the electricity supply industry in Britain : An assessment of the development of public policy," European Economic Review, Elsevier, vol. 35(2-3), pages 485-495, April.
    3. Leopold Simar & Paul Wilson, 2000. "A general methodology for bootstrapping in non-parametric frontier models," Journal of Applied Statistics, Taylor & Francis Journals, vol. 27(6), pages 779-802.
    4. Jan Fagerberg & Bart Verspagen & Marjolein Caniëls, 1997. "Technology, Growth and Unemployment across European Regions," Regional Studies, Taylor & Francis Journals, vol. 31(5), pages 457-466.
    5. 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.
    6. Rachel Griffith & Stephen Redding & John Van Reenen, 2004. "Mapping the Two Faces of R&D: Productivity Growth in a Panel of OECD Industries," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 883-895, November.
    7. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    8. D. W. Jorgenson & Z. Griliches, 1967. "The Explanation of Productivity Change," Review of Economic Studies, Oxford University Press, vol. 34(3), pages 249-283.
    9. Dani Rodrik, 1988. "Closing the Technology Gap: Does Trade Liberalization Really Help?," NBER Working Papers 2654, National Bureau of Economic Research, Inc.
    10. Tsekouras, Kostas & Chatzistamoulou, Nikos & Kounetas, Kostas & Broadstock, David C., 2016. "Spillovers, path dependence and the productive performance of European transportation sectors in the presence of technology heterogeneity," Technological Forecasting and Social Change, Elsevier, vol. 102(C), pages 261-274.
    11. Michael Porter, 2003. "The Economic Performance of Regions," Regional Studies, Taylor & Francis Journals, vol. 37(6-7), pages 549-578.
    12. Kounetas, Konstantinos, 2015. "Heterogeneous technologies, strategic groups and environmental efficiency technology gaps for European countries," Energy Policy, Elsevier, vol. 83(C), pages 277-287.
    13. Fagerberg, Jan, 1987. "A technology gap approach to why growth rates differ," Research Policy, Elsevier, vol. 16(2-4), pages 87-99, August.
    14. Domenica Panzera & Paolo Postiglione, 2014. "Economic growth in Italian NUTS 3 provinces," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 53(1), pages 273-293, August.
    15. 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.
    16. 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.
    17. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, Oxford University Press, vol. 108(3), pages 577-598.
    18. 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.
    19. 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.
    20. 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.
    21. Halkos, George Emm. & Tzeremes, Nickolaos G., 2011. "Modelling the effect of national culture on multinational banks' performance: A conditional robust nonparametric frontier analysis," Economic Modelling, Elsevier, vol. 28(1-2), pages 515-525, January.
    22. Michael Bleaney, 1999. "Trade reform, macroeconomic performance and export growth in ten Latin American countries, 1979-95," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 8(1), pages 89-105.
    23. Soukiazis, Elias & Antunes, Micaela, 2011. "Is foreign trade important for regional growth? Empirical evidence from Portugal," Economic Modelling, Elsevier, vol. 28(3), pages 1363-1373, May.
    24. Subodh Kumar & R. Robert Russell, 2002. "Technological Change, Technological Catch-up, and Capital Deepening: Relative Contributions to Growth and Convergence," American Economic Review, American Economic Association, vol. 92(3), pages 527-548, June.
    25. 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.
    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. 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.
    28. ALVARO ANGERIZ & JOHN McCOMBIE & MARK ROBERTS, 2006. "Productivity, Efficiency And Technological Change In European Union Regional Manufacturing: A Data Envelopment Analysis Approach," Manchester School, University of Manchester, vol. 74(4), pages 500-525, July.
    29. 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.
    30. Ragnar Tveteras & George E. Battese, 2006. "Agglomeration Externalities, Productivity, And Technical Inefficiency," Journal of Regional Science, Wiley Blackwell, vol. 46(4), pages 605-625, October.
    31. Annie Tubadji & Peter Nijkamp, 2015. "Cultural impact on regional development: application of a PLS-PM model to Greece," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 54(3), pages 687-720, May.
    32. Mowery, David & Rosenberg, Nathan, 1993. "The influence of market demand upon innovation: A critical review of some recent empirical studies," Research Policy, Elsevier, vol. 22(2), pages 107-108, April.
    33. L Alan Winters, 2004. "Trade Liberalisation and Economic Performance: An Overview," Economic Journal, Royal Economic Society, vol. 114(493), pages 4-21, February.
    34. Alfonso Gambardella & Myriam Mariani & Salvatore Torrisi, 2009. "How 'Provincial' Is Your Region? Openness and Regional Performance in Europe," Regional Studies, Taylor & Francis Journals, vol. 43(7), pages 935-947.
    35. Yongrok Choi & Dong-hyun Oh & Ning Zhang, 2015. "Environmentally sensitive productivity growth and its decompositions in China: a metafrontier Malmquist–Luenberger productivity index approach," Empirical Economics, Springer, vol. 49(3), pages 1017-1043, November.
    36. Grossman, Gene M & Helpman, Elhanan, 1991. "Endogenous Product Cycles," Economic Journal, Royal Economic Society, vol. 101(408), pages 1214-1229, September.
    37. Grossman, Gene M & Helpman, Elhanan, 1991. "Endogenous Product Cycles," Economic Journal, Royal Economic Society, vol. 101(408), pages 1214-1229, September.
    38. Simona Iammarino & Cecilia Jona-Lasini & Susanna Mantegazza, 2004. "Labour productivity, ICT and regions: The revival of Italian “dualism”?," SPRU Working Paper Series 127, SPRU - Science Policy Research Unit, University of Sussex Business School.
    39. Camilla Mastromarco & Ulrich Woitek, 2006. "Public Infrastructure Investment and Efficiency in Italian Regions," Journal of Productivity Analysis, Springer, vol. 25(1), pages 57-65, April.
    40. 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.
    41. Ron Martin & Peter Sunley, 2006. "Path dependence and regional economic evolution," Journal of Economic Geography, Oxford University Press, vol. 6(4), pages 395-437, August.
    42. Azomahou, Théophile T. & El ouardighi, Jalal & Nguyen-Van, Phu & Pham, Thi Kim Cuong, 2011. "Testing convergence of European regions: A semiparametric approach," Economic Modelling, Elsevier, vol. 28(3), pages 1202-1210, May.
    43. Richard Kneller & Philip Andrew Stevens, 2006. "Frontier Technology and Absorptive Capacity: Evidence from OECD Manufacturing Industries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(1), pages 1-21, February.
    44. Tzeremes, Nickolaos G., 2014. "The effect of human capital on countries’ economic efficiency," Economics Letters, Elsevier, vol. 124(1), pages 127-131.
    45. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and the Sustainability of Competitive Advantage: Reply," Management Science, INFORMS, vol. 35(12), pages 1514-1514, December.
    46. Maurseth, Per Botolf & Verspagen, Bart, 2002. " Knowledge Spillovers in Europe: A Patent Citations Analysis," Scandinavian Journal of Economics, Wiley Blackwell, vol. 104(4), pages 531-545, December.
    47. 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.
    48. Simar, Leopold & Wilson, Paul W., 1999. "Estimating and bootstrapping Malmquist indices," European Journal of Operational Research, Elsevier, vol. 115(3), pages 459-471, June.
    49. Sheila Dow & Alberto Montagnoli & Oreste Napolitano, 2012. "Interest Rates and Convergence across Italian Regions," Regional Studies, Taylor & Francis Journals, vol. 46(7), pages 893-905, October.
    50. Hayami, Yujiro & Ruttan, Vernon W, 1970. "Agricultural Productivity Differences Among Countries," American Economic Review, American Economic Association, vol. 60(5), pages 895-911, December.
    51. Matilde Mas & Joaquin Maudos & Francisco Perez & Ezequiel Uriel, 1996. "Infrastructures and Productivity in the Spanish Regions," Regional Studies, Taylor & Francis Journals, vol. 30(7), pages 641-649.
    52. Feng, Chao & Wang, Miao & Liu, Guan-Chun & Huang, Jian-Bai, 2017. "Sources of economic growth in China from 2000–2013 and its further sustainable growth path: A three-hierarchy meta-frontier data envelopment analysis," Economic Modelling, Elsevier, vol. 64(C), pages 334-348.
    53. Rinaldo Evangelista & Simona Iammarino & Valeria Mastrostefano & Alberto Silvani, 2002. "Looking for Regional Systems of Innovation: Evidence from the Italian Innovation Survey," Regional Studies, Taylor & Francis Journals, vol. 36(2), pages 173-186.
    54. Bottazzi, Laura & Peri, Giovanni, 2003. "Innovation and spillovers in regions: Evidence from European patent data," European Economic Review, Elsevier, vol. 47(4), pages 687-710, August.
    55. 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.
    56. 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.
    57. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and Sustainability of Competitive Advantage," Management Science, INFORMS, vol. 35(12), pages 1504-1511, December.
    58. Lin, Winston T. & Chiang, Chung-Yean, 2011. "The impacts of country characteristics upon the value of information technology as measured by productive efficiency," International Journal of Production Economics, Elsevier, vol. 132(1), pages 13-33, July.
    59. Kounetas, Konstantinos & Mourtos, Ioannis & Tsekouras, Konstantinos, 2009. "Efficiency decompositions for heterogeneous technologies," European Journal of Operational Research, Elsevier, vol. 199(1), pages 209-218, November.
    60. Simona Iammarino & Cecilia Jona-Lasinio & Susanna Mantegazza, 2004. "Labour productivity, ict and regions. the resurgence of the italian "dualism"?," ERSA conference papers ersa04p183, European Regional Science Association.
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    Cited by:

    1. Walheer, Barnabé & Zhang, Linjia & Luo, Yingchan, 2020. "Bidirectional technological spillover in the Chinese star-rated hotel sector: An empirical investigation," Economic Modelling, Elsevier, vol. 86(C), pages 210-226.
    2. Jing Yang & Changhui Yang & Xiaojia Wang & Manli Cheng & Jingjing Shang, 2020. "Efficiency Measurement and Factor Analysis of China’s Solar Photovoltaic Power Generation Considering Regional Differences Based on a FAHP–DEA Model," Energies, MDPI, Open Access Journal, vol. 13(8), pages 1-1, April.
    3. Bonasia, Mariangela & Kounetas, Konstantinos & Oreste, Napolitano, 2020. "Assessment of regional productive performance of European health systems under a metatechnology framework," Economic Modelling, Elsevier, vol. 84(C), pages 234-248.

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