IDEAS home Printed from https://ideas.repec.org/a/hrs/journl/vxiiiy2021i1p135-151.html
   My bibliography  Save this article

Technological Change, Technological Catch-Up And Market Potential: Evidence From The Eu Regions

Author

Listed:
  • Dimitris KALLIORAS

    (Associate Professor, Department of Planning and Regional Development, University of Thessaly, ORCID ID: 0000-0003-3060-3745)

  • Nickolaos TZEREMES

    (Associate Professor, Department of Economics, University of Thessaly,ORCID ID: 0000-0002-6938-3404)

  • Panayiotis TZEREMES

    (Assistant Professor, Department of Accounting and Finance, University of Thessaly, ORCID ID: 0000-0002-0746-3839)

  • Maria ADAMAKOU

    (PhD Candidate, Department of Planning and Regional Development, University of Thessaly)

Abstract

The paper examines the way(s) market potential affects the EU regions’ technological change and technological catch-up. The analysis refers to a sample of 263 NUTS II EU regions and covers the period 1995-2008 (i.e. prior to the outburst of the economic crisis). On the basis of the latest advances of nonparametric frontier analysis, and in the presence of dynamic effects, time-dependent conditional nonparametric frontiers are developed. The incorporation of the dynamic effects of the EU regions’ market potential conditions, allows for modelling the corresponding effects on technological change and technological catch-up. The findings of the paper provide valuable insight to both theory and policy-making, revealing that, within the integrated EU space, market potential acts as a technology-initiating factor, creating asymmetric effects and leaving a distinct “spatial footprint” with respect to the processes of technological change and technological catch-up.

Suggested Citation

  • Dimitris KALLIORAS & Nickolaos TZEREMES & Panayiotis TZEREMES & Maria ADAMAKOU, 2021. "Technological Change, Technological Catch-Up And Market Potential: Evidence From The Eu Regions," Regional Science Inquiry, Hellenic Association of Regional Scientists, vol. 0(1), pages 135-151, June.
  • Handle: RePEc:hrs:journl:v:xiii:y:2021:i:1:p:135-151
    as

    Download full text from publisher

    File URL: http://www.rsijournal.eu/ARTICLES/June_2021/10.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    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. Bresnahan, Timothy F. & Trajtenberg, M., 1995. "General purpose technologies 'Engines of growth'?," Journal of Econometrics, Elsevier, vol. 65(1), pages 83-108, January.
    3. Ahn, Sang-Jin, 2017. "Institutional basis for research boom: From catch-up development to advanced economy," Technological Forecasting and Social Change, Elsevier, vol. 119(C), pages 237-245.
    4. Konstantinos A Melachroinos, 2002. "European Integration and the Spatial Dynamics of Manufacturing-Employment Change," Environment and Planning A, , vol. 34(11), pages 2017-2036, November.
    5. Breschi, Stefano & Lissoni, Francesco, 2001. "Knowledge Spillovers and Local Innovation Systems: A Critical Survey," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 975-1005, December.
    6. Joan Crespo & Raphael Suire & Jerome Vicente, 2014. "Lock-in or lock-out? How structural properties of knowledge networks affect regional resilience," Journal of Economic Geography, Oxford University Press, vol. 14(1), pages 199-219, January.
    7. H. Hanson, Gordon, 2005. "Market potential, increasing returns and geographic concentration," Journal of International Economics, Elsevier, vol. 67(1), pages 1-24, September.
    8. Head, Keith & Mayer, Thierry, 2006. "Regional wage and employment responses to market potential in the EU," Regional Science and Urban Economics, Elsevier, vol. 36(5), pages 573-594, September.
    9. Riccardo Crescenzi & Carlo Pietrobelli & Roberta Rabellotti, 2014. "Innovation drivers, value chains and the geography of multinational corporations in Europe," Journal of Economic Geography, Oxford University Press, vol. 14(6), pages 1053-1086.
    10. Cem Ertur & Wilfried Koch, 2007. "Growth, technological interdependence and spatial externalities: theory and evidence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(6), pages 1033-1062.
    11. Marius Brülhart & Matthieu Crozet & Pamina Koenig, 2004. "Enlargement and the EU Periphery: The Impact of Changing Market Potential," The World Economy, Wiley Blackwell, vol. 27(6), pages 853-875, June.
    12. Peter Hall & Jeff Racine & Qi Li, 2004. "Cross-Validation and the Estimation of Conditional Probability Densities," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 1015-1026, December.
    13. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    14. Susanto Basu & David N. Weil, 1998. "Appropriate Technology and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1025-1054.
    15. Bădin, Luiza & Daraio, Cinzia & Simar, Léopold, 2012. "How to measure the impact of environmental factors in a nonparametric production model," European Journal of Operational Research, Elsevier, vol. 223(3), pages 818-833.
    16. Maskell, Peter & Malmberg, Anders, 1999. "Localised Learning and Industrial Competitiveness," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 23(2), pages 167-185, March.
    17. Kevin R. Cox, 2008. "Globalization, uneven development and capital: reflections on reading Thomas Friedman's The World Is Flat," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 1(3), pages 389-410.
    18. Barrios, Salvador & Strobl, Eric, 2009. "The dynamics of regional inequalities," Regional Science and Urban Economics, Elsevier, vol. 39(5), pages 575-591, September.
    19. Richard E. Ball, 1957. "The Impact of Technology on Economic Growth," American Journal of Economics and Sociology, Wiley Blackwell, vol. 16(3), pages 281-290, April.
    20. Keith Head & Thierry Mayer, 2004. "Market Potential and the Location of Japanese Investment in the European Union," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 959-972, November.
    21. Freeman, Chris, 1994. "The Economics of Technical Change," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 18(5), pages 463-514, October.
    22. Ann Markusen, 1996. "Sticky Places in Slippery Space: A Typology of Industrial Districts," Economic Geography, Taylor & Francis Journals, vol. 72(3), pages 293-313, July.
    23. Masahisa Fujita & Jacques‐François Thisse, 2003. "Does Geographical Agglomeration Foster Economic Growth? And Who Gains and Loses from It?," The Japanese Economic Review, Japanese Economic Association, vol. 54(2), pages 121-145, June.
    24. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    25. David J. Teece, 2008. "Firm organization, industrial structure, and technological innovation," World Scientific Book Chapters, in: The Transfer And Licensing Of Know-How And Intellectual Property Understanding the Multinational Enterprise in the Modern World, chapter 11, pages 265-296, World Scientific Publishing Co. Pte. Ltd..
    26. Camilla Mastromarco & Léopold Simar, 2015. "Effect of FDI and Time on Catching Up: New Insights from a Conditional Nonparametric Frontier Analysis," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 30(5), pages 826-847, August.
    27. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    28. Shengrong Lu & Yanwu Wang, 2015. "Convergence, technological interdependence and spatial externalities: a spatial dynamic panel data analysis," Applied Economics, Taylor & Francis Journals, vol. 47(18), pages 1833-1846, April.
    29. Asheim, Bjorn T & Isaksen, Arne, 2002. "Regional Innovation Systems: The Integration of Local 'Sticky' and Global 'Ubiquitous' Knowledge," The Journal of Technology Transfer, Springer, vol. 27(1), pages 77-86, January.
    30. Timothy J. Coelli & D.S. Prasada Rao & Christopher J. O’Donnell & George E. Battese, 2005. "An Introduction to Efficiency and Productivity Analysis," Springer Books, Springer, edition 0, number 978-0-387-25895-9, January.
    31. Badin, Luiza & Daraio, Cinzia & Simar, Léopold, 2010. "Optimal bandwidth selection for conditional efficiency measures: A data-driven approach," European Journal of Operational Research, Elsevier, vol. 201(2), pages 633-640, March.
    32. Thomas Kemeny, 2011. "Are international technology gaps growing or shrinking in the age of globalization?," Journal of Economic Geography, Oxford University Press, vol. 11(1), pages 1-35, January.
    33. Henderson, Vernon & Kuncoro, Ari & Turner, Matt, 1995. "Industrial Development in Cities," Journal of Political Economy, University of Chicago Press, vol. 103(5), pages 1067-1090, October.
    34. Cinzia Daraio & Léopold Simar, 2005. "Introducing Environmental Variables in Nonparametric Frontier Models: a Probabilistic Approach," Journal of Productivity Analysis, Springer, vol. 24(1), pages 93-121, September.
    35. Chloé Duvivier, 2013. "Does Urban Proximity Enhance Technical Efficiency? Evidence From Chinese Agriculture," Journal of Regional Science, Wiley Blackwell, vol. 53(5), pages 923-943, December.
    36. Jan Fagerberg & Maryann P. Feldman & Martin Srholec, 2014. "Technological dynamics and social capability: US states and European nations," Journal of Economic Geography, Oxford University Press, vol. 14(2), pages 313-337.
    37. Pedro Marques, 2015. "Why did the Portuguese economy stop converging with the OECD? Institutions, politics and innovation," Journal of Economic Geography, Oxford University Press, vol. 15(5), pages 1009-1031.
    38. Ron Martin & Peter Sunley, 2003. "Deconstructing clusters: chaotic concept or policy panacea?," Journal of Economic Geography, Oxford University Press, vol. 3(1), pages 5-35, January.
    39. Nathan ROSENBERG, 2009. "Why do firms do basic research (with their own money)?," World Scientific Book Chapters, in: Nathan Rosenberg (ed.), Studies On Science And The Innovation Process Selected Works of Nathan Rosenberg, chapter 11, pages 225-234, World Scientific Publishing Co. Pte. Ltd..
    40. T. W. Swan, 1956. "ECONOMIC GROWTH and CAPITAL ACCUMULATION," The Economic Record, The Economic Society of Australia, vol. 32(2), pages 334-361, November.
    41. 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.
    42. Wagner, Alfred, 1891. "Marshall's Principles of Economics," History of Economic Thought Articles, McMaster University Archive for the History of Economic Thought, vol. 5, pages 319-338.
    43. Cinzia Daraio & Léopold Simar, 2007. "Conditional nonparametric frontier models for convex and nonconvex technologies: a unifying approach," Journal of Productivity Analysis, Springer, vol. 28(1), pages 13-32, October.
    44. Choung, Jae-Yong & Hameed, Tahir & Ji, Illyong, 2012. "Catch-up in ICT standards: Policy, implementation and standards-setting in South Korea," Technological Forecasting and Social Change, Elsevier, vol. 79(4), pages 771-788.
    45. Wolfgang Keller, 2004. "International Technology Diffusion," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 752-782, September.
    46. George Petrakos & Georgios Fotopoulos & Dimitris Kallioras, 2012. "Peripherality and Integration: Industrial Growth and Decline in the Greek Regions," Environment and Planning C, , vol. 30(2), pages 347-361, April.
    47. 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.
    48. Luc Anselin & Attila Varga & Zoltan Acs, 2008. "Local Geographic Spillovers Between University Research and High Technology Innovations," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 9, pages 95-121, Edward Elgar Publishing.
    49. John M. Quigley, 1998. "Urban Diversity and Economic Growth," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 127-138, Spring.
    50. Jürgen Essletzbichler & David Rigby, 2005. "Competition, Variety And The Geography Of Technology Evolution," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 96(1), pages 48-62, February.
    51. Wei, Taoyuan & Liu, Yang, 2019. "Estimation of resource-specific technological change," Technological Forecasting and Social Change, Elsevier, vol. 138(C), pages 29-33.
    52. Seok-Oh Jeong & Byeong Park & Léopold Simar, 2010. "Nonparametric conditional efficiency measures: asymptotic properties," Annals of Operations Research, Springer, vol. 173(1), pages 105-122, January.
    53. Bronwyn H. Hall & Nathan Rosenberg (ed.), 2010. "Handbook of the Economics of Innovation," Handbook of the Economics of Innovation, Elsevier, edition 1, volume 1, number 1.
    54. Tibor Scitovsky, 1954. "Two Concepts of External Economies," Journal of Political Economy, University of Chicago Press, vol. 62(2), pages 143-143.
    55. Abramovitz, Moses, 1986. "Catching Up, Forging Ahead, and Falling Behind," The Journal of Economic History, Cambridge University Press, vol. 46(2), pages 385-406, June.
    56. Frederic Rychen & Jean-Benoit Zimmermann, 2008. "Clusters in the Global Knowledge-based Economy: Knowledge Gatekeepers and Temporary Proximity," Regional Studies, Taylor & Francis Journals, vol. 42(6), pages 767-776.
    57. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    58. Comin, D. & Hobijn, B., 2004. "Cross-country technology adoption: making the theories face the facts," Journal of Monetary Economics, Elsevier, vol. 51(1), pages 39-83, January.
    59. Daouia, Abdelaati & Simar, Leopold, 2007. "Nonparametric efficiency analysis: A multivariate conditional quantile approach," Journal of Econometrics, Elsevier, vol. 140(2), pages 375-400, October.
    60. Winter, Sidney G, 1988. "On Coase, Competence, and the Corporation," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 4(1), pages 163-180, Spring.
    61. Cazals, Catherine & Florens, Jean-Pierre & Simar, Leopold, 2002. "Nonparametric frontier estimation: a robust approach," Journal of Econometrics, Elsevier, vol. 106(1), pages 1-25, January.
    62. Brusco, Sebastiano, 1982. "The Emilian Model: Productive Decentralisation and Social Integration," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 6(2), pages 167-184, June.
    63. Tobias Buchmann, 2015. "The Evolution of Innovation Networks," Springer Books, Springer, edition 127, number 978-3-658-10383-5, January.
    64. Andrea Caragliu & Peter Nijkamp, 2016. "Space and knowledge spillovers in European regions: the impact of different forms of proximity on spatial knowledge diffusion," Journal of Economic Geography, Oxford University Press, vol. 16(3), pages 749-774.
    65. Yu Zhou & Yifei Sun & Y. H. Dennis Wei & George C. S. Lin, 2011. "De-centering 'spatial fix'--patterns of territorialization and regional technological dynamism of ICT hubs in China," Journal of Economic Geography, Oxford University Press, vol. 11(1), pages 119-150, January.
    66. David L. Rigby & Jürgen Essletzbichler, 2006. "Technological variety, technological change and a geography of production techniques," Journal of Economic Geography, Oxford University Press, vol. 6(1), pages 45-70, January.
    67. Adelheid Holl, 2012. "Market potential and firm-level productivity in Spain," Journal of Economic Geography, Oxford University Press, vol. 12(6), pages 1191-1215, November.
    68. Dimitris Kallioras & George Petrakos, 2010. "Industrial growth, economic integration and structural change: evidence from the EU new member-states regions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 45(3), pages 667-680, December.
    69. Alessandra Faggian & Philip McCann, 2006. "Human capital flows and regional knowledge assets: a simultaneous equation approach," Oxford Economic Papers, Oxford University Press, vol. 58(3), pages 475-500, July.
    70. Stefano Breschi & Francesco Lissoni, 2001. "articles: Localised knowledge spillovers vs. innovative milieux: Knowledge "tacitness" reconsidered," Papers in Regional Science, Springer;Regional Science Association International, vol. 80(3), pages 255-273.
    71. 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.
    72. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Maria Adamakou & Dimitris Kallioras & George Petrakos, 2021. "Detecting Convergence Trends among EU Universities," Economies, MDPI, vol. 9(2), pages 1-8, March.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Matthias Firgo & Peter Mayerhofer, 2015. "Wissens-Spillovers und regionale Entwicklung - welche strukturpolitische Ausrichtung optimiert des Wachstum?," Working Paper Reihe der AK Wien - Materialien zu Wirtschaft und Gesellschaft 144, Kammer für Arbeiter und Angestellte für Wien, Abteilung Wirtschaftswissenschaft und Statistik.
    2. Matthias Firgo & Peter Mayerhofer, 2015. "Wissensintensive Unternehmensdienste, Wissens-Spillovers und regionales Wachstum. Teilprojekt 1: Wissens-Spillovers und regionale Entwicklung – Welche strukturpolitische Ausrichtung optimiert das Wach," WIFO Studies, WIFO, number 58342.
    3. Polemis, Michael L. & Tzeremes, Nickolaos G., 2019. "Competitive conditions and sectors’ productive efficiency: A conditional non-parametric frontier analysis," European Journal of Operational Research, Elsevier, vol. 276(3), pages 1104-1118.
    4. Gashawbeza Bekele & Randall Jackson, 2006. "Theoretical Perspectives on Industry Clusters," Working Papers Working Paper 2006-05, Regional Research Institute, West Virginia University.
    5. Argentino Pessoa, 2014. "Agglomeration and regional growth policy: externalities versus comparative advantages," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 53(1), pages 1-27, August.
    6. Julián Ramajo & José Manuel Cordero & Miguel Ángel Márquez, 2017. "European regional efficiency and geographical externalities: a spatial nonparametric frontier analysis," Journal of Geographical Systems, Springer, vol. 19(4), pages 319-348, October.
    7. repec:elg:eechap:14395_11 is not listed on IDEAS
    8. Carlino, Gerald & Kerr, William R., 2015. "Agglomeration and Innovation," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 349-404, Elsevier.
    9. Robert J. Stimson, 2014. "Proximity and endogenous regional development," Chapters, in: André Torre & Frédéric Wallet (ed.), Regional Development and Proximity Relations, chapter 1, pages 47-93, Edward Elgar Publishing.
    10. Cordero, José Manuel & Pedraja-Chaparro, Francisco & Pisaflores, Elsa C. & Polo, Cristina, 2016. "Efficiency assessment of Portuguese municipalities using a conditional nonparametric approach," MPRA Paper 70674, University Library of Munich, Germany.
    11. repec:rri:wpaper:200605 is not listed on IDEAS
    12. Ludovic Dibiaggio & Benjamin Montmartin & Lionel Nesta, 2018. "Regional Alignement and Productivity Growth," Documents de Travail de l'OFCE 2018-25, Observatoire Francais des Conjonctures Economiques (OFCE).
    13. Thomas Doring & Jan Schnellenbach, 2006. "What do we know about geographical knowledge spillovers and regional growth?: A survey of the literature," Regional Studies, Taylor & Francis Journals, vol. 40(3), pages 375-395.
    14. Riccardo Crescenzi & George Petrakos, 2016. "The European Union and its neighboring countries: The economic geography of trade, Foreign Direct Investment and development," Environment and Planning C, , vol. 34(4), pages 581-591, June.
    15. Andrea Bonaccorsi & Cinzia Daraio, 2013. "Knowledge spillover effects at the sub-regional level. Theory and estimation," DIAG Technical Reports 2013-13, Department of Computer, Control and Management Engineering, Universita' degli Studi di Roma "La Sapienza".
    16. Sushanta Mallick & Aarti Rughoo & Nickolaos G. Tzeremes & Wei Xu, 2020. "Technological Change and Catching-Up in the Indian Banking Sector: A Time-Dependent Nonparametric Frontier Approach," Computational Economics, Springer;Society for Computational Economics, vol. 56(1), pages 217-237, June.
    17. repec:spo:wpmain:info:hdl:2441/32ctbi8fbq8j5aom2j69qam6tf is not listed on IDEAS
    18. Mastromarco, Camilla & Simar, Léopold, 2018. "Globalization and productivity: A robust nonparametric world frontier analysis," Economic Modelling, Elsevier, vol. 69(C), pages 134-149.
    19. Arazmuradov, Annageldy & Martini, Gianmaria & Scotti, Davide, 2014. "Determinants of total factor productivity in former Soviet Union economies: A stochastic frontier approach," Economic Systems, Elsevier, vol. 38(1), pages 115-135.
    20. repec:hal:spmain:info:hdl:2441/32ctbi8fbq8j5aom2j69qam6tf is not listed on IDEAS
    21. Rosina Moreno & Ernest Miguélez, 2012. "A Relational Approach To The Geography Of Innovation: A Typology Of Regions," Journal of Economic Surveys, Wiley Blackwell, vol. 26(3), pages 492-516, July.
    22. Haifeng Qian, 2018. "Knowledge-Based Regional Economic Development: A Synthetic Review of Knowledge Spillovers, Entrepreneurship, and Entrepreneurial Ecosystems," Economic Development Quarterly, , vol. 32(2), pages 163-176, May.
    23. Bădin, Luiza & Daraio, Cinzia & Simar, Léopold, 2019. "A bootstrap approach for bandwidth selection in estimating conditional efficiency measures," European Journal of Operational Research, Elsevier, vol. 277(2), pages 784-797.
    24. Iammarino, Simona & McCann, Philip, 2006. "The structure and evolution of industrial clusters: Transactions, technology and knowledge spillovers," Research Policy, Elsevier, vol. 35(7), pages 1018-1036, September.

    More about this item

    Keywords

    technological change; technological catch-up; market potential; EU regions; nonparametric frontier analysis;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:hrs:journl:v:xiii:y:2021:i:1:p:135-151. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Dimitrios K. Kouzas (email available below). General contact details of provider: .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.