IDEAS home Printed from https://ideas.repec.org/a/spr/joevec/v27y2017i4d10.1007_s00191-017-0512-x.html
   My bibliography  Save this article

The ontology of complexity and the neo-Schumpeterian evolutionary theory of economic change

Author

Listed:
  • Verónica Robert

    (Idaes-UNSAM / Conicet. Sarmiento 2549 5to C)

  • Gabriel Yoguel

    (IdeI-UNGS)

  • Octavio Lerena

    (IdeI-UNGS)

Abstract

Different studies have tried to find a common thread that places different evolutionary and neo-Schumpeterian contributions to economic change under one umbrella. The complexity approach can account for a set of attributes that evolutionary economics has been considering, as decentralized interaction, heterogeneous agents, bounded rationality, networks of linkages, non-linear dynamics, divergent paths, disequilibrium and emergent properties. In this regard, the complexity approach could be a theoretical and conceptual starting point that allows the integration of different contributions (Davis, 2008; Fontana, 2013). In this article, we attempt to show that complexity can also be useful to point out the profound differences between evolutionary strands. This paper analyzes how the ontological evolutionary assumptions of complexity are emphasized with different intensity by different groups of representative contributions of evolutionary economics. We propose that these differences reflect deeper issues related to two major concerns of economic theory: coordination and order vs. transformation and change of economic systems (Dosi and Orsenigo 1988). In this context, the hypothesis of the article is that complexity acts as an umbrella and at the same time as a differentiating criterion of different strands within evolutionary economics, since their ontological assumptions relate differentially to these two concerns. Using a bibliometric methodology, we identify a set of representative contributions for five strands of evolutionary economics. Additionally, we analyze how the various dimensions and attributes of complexity ontology are emphasized unevenly by each group of contributions. To show the differences, we quote fragments from contributions corresponding to the dimensions and attributes of the complexity and use a set of nonparametric tests to corroborate the significance of the differences in the frequency in which these references appear. The results show that, while groups concerned with coordination are focused on heterogeneity and networks assumptions, groups concerned with transformation stress path dependence and divergent dynamics. Emergent properties are common to all of them.

Suggested Citation

  • Verónica Robert & Gabriel Yoguel & Octavio Lerena, 2017. "The ontology of complexity and the neo-Schumpeterian evolutionary theory of economic change," Journal of Evolutionary Economics, Springer, vol. 27(4), pages 761-793, September.
  • Handle: RePEc:spr:joevec:v:27:y:2017:i:4:d:10.1007_s00191-017-0512-x
    DOI: 10.1007/s00191-017-0512-x
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s00191-017-0512-x
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s00191-017-0512-x?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Ron A. Boschma & Jan G. Lambooy, 1999. "Evolutionary economics and economic geography," Journal of Evolutionary Economics, Springer, vol. 9(4), pages 411-429.
    2. Marengo, Luigi & Dosi, Giovanni, 2005. "Division of labor, organizational coordination and market mechanisms in collective problem-solving," Journal of Economic Behavior & Organization, Elsevier, vol. 58(2), pages 303-326, October.
    3. Richard N. Langlois, 2003. "The vanishing hand: the changing dynamics of industrial capitalism," Industrial and Corporate Change, Oxford University Press, vol. 12(2), pages 351-385, April.
    4. Anonymous, 2014. "Introduction to the Issue," Journal of Wine Economics, Cambridge University Press, vol. 9(1), pages 1-2, May.
    5. Arthur, W Brian, 1989. "Competing Technologies, Increasing Returns, and Lock-In by Historical Events," Economic Journal, Royal Economic Society, vol. 99(394), pages 116-131, March.
    6. Ron Martin & Peter Sunley, 2010. "Complexity Thinking and Evolutionary Economic Geography," Chapters, in: Ron Boschma & Ron Martin (ed.), The Handbook of Evolutionary Economic Geography, chapter 4, Edward Elgar Publishing.
    7. Cowan, Robin & Jonard, Nicolas, 2004. "Network structure and the diffusion of knowledge," Journal of Economic Dynamics and Control, Elsevier, vol. 28(8), pages 1557-1575, June.
    8. Antonelli, Cristiano, 1999. "The Evolution of the Industrial Organisation of the Production of Knowledge," Cambridge Journal of Economics, Oxford University Press, vol. 23(2), pages 243-260, March.
    9. Witt, Ulrich, 2014. "The future of evolutionary economics: why the modalities of explanation matter," Journal of Institutional Economics, Cambridge University Press, vol. 10(4), pages 645-664, December.
    10. Dosi, Giovanni & Fagiolo, Giorgio & Roventini, Andrea, 2010. "Schumpeter meeting Keynes: A policy-friendly model of endogenous growth and business cycles," Journal of Economic Dynamics and Control, Elsevier, vol. 34(9), pages 1748-1767, September.
    11. Winter, Sidney G., 2014. "The future of evolutionary economics: can we break out of the beachhead?," Journal of Institutional Economics, Cambridge University Press, vol. 10(4), pages 613-644, December.
    12. David, Paul A, 1985. "Clio and the Economics of QWERTY," American Economic Review, American Economic Association, vol. 75(2), pages 332-337, May.
    13. Cristiano Antonelli (ed.), 2011. "Handbook on the Economic Complexity of Technological Change," Books, Edward Elgar Publishing, number 13391.
    14. Robert, Verónica & Yoguel, Gabriel, 2016. "Complexity paths in neo-Schumpeterian evolutionary economics, structural change and development policies," Structural Change and Economic Dynamics, Elsevier, vol. 38(C), pages 3-14.
    15. Richard Holt & J. Barkley Rosser & David Colander, 2011. "The Complexity Era in Economics," Review of Political Economy, Taylor & Francis Journals, vol. 23(3), pages 357-369.
    16. Freeman, Chris, 1995. "The 'National System of Innovation' in Historical Perspective," Cambridge Journal of Economics, Oxford University Press, vol. 19(1), pages 5-24, February.
    17. Steven N. Durlauf, 2005. "Complexity and Empirical Economics," Economic Journal, Royal Economic Society, vol. 115(504), pages 225-243, June.
    18. Asheim, Bjorn T. & Coenen, Lars, 2005. "Knowledge bases and regional innovation systems: Comparing Nordic clusters," Research Policy, Elsevier, vol. 34(8), pages 1173-1190, October.
    19. J. Stan Metcalfe & John Foster & Ronnie Ramlogan, 2006. "Adaptive economic growth," Cambridge Journal of Economics, Oxford University Press, vol. 30(1), pages 7-32, January.
    20. Cooke, Philip, 2001. "Regional Innovation Systems, Clusters, and the Knowledge Economy," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 945-974, December.
    21. Loasby, Brian J., 1998. "The organisation of capabilities," Journal of Economic Behavior & Organization, Elsevier, vol. 35(2), pages 139-160, April.
    22. Richard R. Nelson & Sidney G. Winter, 2002. "Evolutionary Theorizing in Economics," Journal of Economic Perspectives, American Economic Association, vol. 16(2), pages 23-46, Spring.
    23. Gerald Silverberg & Giovanni Dosi & Luigi Orsenigo, 2000. "Innovation, Diversity and Diffusion: A Self-Organisation Model," Chapters, in: Innovation, Organization and Economic Dynamics, chapter 14, pages 410-432, Edward Elgar Publishing.
    24. Patrick Cohendet & Patrick Llerena, 2003. "Routines and incentives: the role of communities in the firm," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 12(2), pages 271-297, April.
    25. 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.
    26. J. Barkley Rosser, 1999. "On the Complexities of Complex Economic Dynamics," Journal of Economic Perspectives, American Economic Association, vol. 13(4), pages 169-192, Fall.
    27. Koen Frenken, 2006. "Innovation, Evolution and Complexity Theory," Books, Edward Elgar Publishing, number 2939.
    28. Giovanni Dosi & Christopher Freeman & Richard Nelson & Gerarld Silverberg & Luc Soete (ed.), 1988. "Technical Change and Economic Theory," LEM Book Series, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy, number dosietal-1988, April.
    29. Cowan, Robin & Foray, Dominique, 1997. "The Economics of Codification and the Diffusion of Knowledge," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 6(3), pages 595-622, September.
    30. Geoffrey Hodgson, 2004. "Darwinism, causality and the social sciences," Journal of Economic Methodology, Taylor & Francis Journals, vol. 11(2), pages 175-194.
    31. Fagerberg, Jan & Verspagen, Bart, 2002. "Technology-gaps, innovation-diffusion and transformation: an evolutionary interpretation," Research Policy, Elsevier, vol. 31(8-9), pages 1291-1304, December.
    32. Alan Kirman, 1997. "The economy as an evolving network," Journal of Evolutionary Economics, Springer, vol. 7(4), pages 339-353.
    33. Keith Pavitt, 2002. "Innovating routines in the business firm: what corporate tasks should they be accomplishing?," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 11(1), pages 117-133, February.
    34. Pier Paolo Saviotti, 2001. "special issue: Variety, growth and demand," Journal of Evolutionary Economics, Springer, vol. 11(1), pages 119-142.
    35. Lundvall, Bengt-Ake & Johnson, Bjorn & Andersen, Esben Sloth & Dalum, Bent, 2002. "National systems of production, innovation and competence building," Research Policy, Elsevier, vol. 31(2), pages 213-231, February.
    36. John Foster, 2005. "From simplistic to complex systems in economics," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 29(6), pages 873-892, November.
    37. Malerba, Franco, 2002. "Sectoral systems of innovation and production," Research Policy, Elsevier, vol. 31(2), pages 247-264, February.
    38. Ron Boschma & Ron Martin (ed.), 2010. "The Handbook of Evolutionary Economic Geography," Books, Edward Elgar Publishing, number 12864.
    39. Jason Potts, 2000. "The New Evolutionary Microeconomics," Books, Edward Elgar Publishing, number 2258.
    40. Carlsson, B & Stankiewicz, R, 1991. "On the Nature, Function and Composition of Technological Systems," Journal of Evolutionary Economics, Springer, vol. 1(2), pages 93-118, April.
    41. Utterback, James M. & Suarez, Fernando F., 1993. "Innovation, competition, and industry structure," Research Policy, Elsevier, vol. 22(1), pages 1-21, February.
    42. Geoffrey M. Hodgson, 1998. "The Approach of Institutional Economics," Journal of Economic Literature, American Economic Association, vol. 36(1), pages 166-192, March.
    43. John A. Mathews, 2002. "special issue: A resource-based view of Schumpeterian economic dynamics," Journal of Evolutionary Economics, Springer, vol. 12(1), pages 29-54.
    44. Kurt Dopfer, 2012. "The origins of meso economics," Journal of Evolutionary Economics, Springer, vol. 22(1), pages 133-160, January.
    45. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    46. Richard R. Nelson, 1991. "Why do firms differ, and how does it matter?," Strategic Management Journal, Wiley Blackwell, vol. 12(S2), pages 61-74, December.
    47. Dopfer,Kurt (ed.), 2005. "The Evolutionary Foundations of Economics," Cambridge Books, Cambridge University Press, number 9780521621991.
    48. Patel, Pari & Pavitt, Keith, 1997. "The technological competencies of the world's largest firms: Complex and path-dependent, but not much variety," Research Policy, Elsevier, vol. 26(2), pages 141-156, May.
    49. Richard H. Day, 1994. "Complex Economic Dynamics - Vol. 1: An Introduction to Dynamical Systems and Market Mechanisms," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262041413, December.
    50. J.S. Metcalfe, 2002. "special issue: Knowledge of growth and the growth of knowledge," Journal of Evolutionary Economics, Springer, vol. 12(1), pages 3-15.
    51. Maurizio Zollo & Sidney G. Winter, 2002. "Deliberate Learning and the Evolution of Dynamic Capabilities," Organization Science, INFORMS, vol. 13(3), pages 339-351, June.
    52. H. Peyton Young, 2009. "Innovation Diffusion in Heterogeneous Populations: Contagion, Social Influence, and Social Learning," American Economic Review, American Economic Association, vol. 99(5), pages 1899-1924, December.
    53. 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.
    54. Jack Vromen, 2004. "Conjectural revisionary economic ontology: Outline of an ambitious research agenda for evolutionary economics," Journal of Economic Methodology, Taylor & Francis Journals, vol. 11(2), pages 213-247.
    55. Anonymous, 2014. "Introduction to the Issue," Journal of Wine Economics, Cambridge University Press, vol. 9(2), pages 109-110, August.
    56. Mario Cimoli & Gabriel Porcile & Sebastián Rovira, 2010. "Structural change and the BOP-constraint: why did Latin America fail to converge?," Cambridge Journal of Economics, Oxford University Press, vol. 34(2), pages 389-411, March.
    57. Giovanni Dosi & Richard R. Nelson, 2000. "An Introduction to Evolutionary Theories in Economics," Chapters, in: Innovation, Organization and Economic Dynamics, chapter 11, pages 327-346, Edward Elgar Publishing.
    58. Hodgson, Geoffrey M. & Stoelhorst, J. W., 2014. "Introduction to the special issue on the future of institutional and evolutionary economics," Journal of Institutional Economics, Cambridge University Press, vol. 10(4), pages 513-540, December.
    59. John B. Davis, 2008. "The turn in recent economics and return of orthodoxy," Cambridge Journal of Economics, Oxford University Press, vol. 32(3), pages 349-366, May.
    60. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    61. Peter Earl & Tim Wakeley, 2010. "Alternative perspectives on connections in economic systems," Journal of Evolutionary Economics, Springer, vol. 20(2), pages 163-183, April.
    62. Dirk Helbing & Alan Kirman, 2013. "Rethinking economics using complexity theory," Post-Print hal-01499608, HAL.
    63. Pier Saviotti & Andreas Pyka, 2004. "Economic development by the creation of new sectors," Journal of Evolutionary Economics, Springer, vol. 14(1), pages 1-35, January.
    64. Jason Potts, 2001. "Knowledge and markets," Journal of Evolutionary Economics, Springer, vol. 11(4), pages 413-431.
    65. J. Stanley Metcalfe, 2010. "Complexity and emergence in economics: the road from Smith to Hayek (via Marshall and Schumpeter)," History of Economic Ideas, Fabrizio Serra Editore, Pisa - Roma, vol. 18(2), pages 45-76.
    66. Witt, Ulrich, 1997. "Self-organization and economics--what is new?," Structural Change and Economic Dynamics, Elsevier, vol. 8(4), pages 489-507, October.
    67. Metcalfe, J S, 1995. "Technology Systems and Technology Policy in an Evolutionary Framework," Cambridge Journal of Economics, Oxford University Press, vol. 19(1), pages 25-46, February.
    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. Smita Srinivas, 2023. "India and ‘European’ evolutionary political economy," Review of Evolutionary Political Economy, Springer, vol. 4(2), pages 415-443, July.
    2. Smita Srinivas, 2020. "Institutional variety and the future of economics," Review of Evolutionary Political Economy, Springer, vol. 1(1), pages 13-35, May.
    3. Foster, John, 2021. "In search of a suitable heuristic for evolutionary economics: from generalized Darwinism to economic self-organisation," MPRA Paper 106146, University Library of Munich, Germany.
    4. David A. Harper & Anthony M. Endres, 2023. "Menger’s precursors in the German subjective-value tradition and his advancements in the theory of wants and goods," The Review of Austrian Economics, Springer;Society for the Development of Austrian Economics, vol. 36(2), pages 217-245, June.
    5. Cristiano Antonelli & Christophe Feder, 2023. "The foundations of Schumpeterian dynamics: The European evidence," Journal of Evolutionary Economics, Springer, vol. 33(1), pages 65-96, January.
    6. Yoguel, Gabriel & Pereira, Mariano, 2014. "Industrial and technological policy: Contributions from evolutionary perspectives to policy design in developing countries," MPRA Paper 56290, University Library of Munich, Germany.
    7. Natera, Jose Miguel & Castellacci, Fulvio, 2021. "Transformational complexity, systemic complexity and economic development," Research Policy, Elsevier, vol. 50(7).
    8. Brixner, Cristián & Lerena, Octavio & Minervini, Mariana & Yoguel, Gabriel, 2021. "The relationship between universities and business: identification of thematic communities," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), December.
    9. Frolov, Daniil, 2018. "Постинституционализм: За Пределами Институционального Мейнстрима [Post-institutionalism: Beyond the Institutional Mainstream]," MPRA Paper 90287, University Library of Munich, Germany.
    10. Verónica Robert & Gabriel Yoguel, 2022. "Exploration of trending concepts in innovation policy," Review of Evolutionary Political Economy, Springer, vol. 3(2), pages 259-292, July.
    11. Frolov, Daniil, 2019. "Постинституционализм: Программа Исследований За Пределами Институционального Мейнстрима [Post-institutionalism: research program beyond the institutional mainstream]," MPRA Paper 92328, University Library of Munich, Germany.

    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. Robert, Verónica & Yoguel, Gabriel, 2016. "Complexity paths in neo-Schumpeterian evolutionary economics, structural change and development policies," Structural Change and Economic Dynamics, Elsevier, vol. 38(C), pages 3-14.
    2. Bleda, Mercedes & del Río, Pablo, 2013. "The market failure and the systemic failure rationales in technological innovation systems," Research Policy, Elsevier, vol. 42(5), pages 1039-1052.
    3. Dosi, Giovanni & Nelson, Richard R., 2010. "Technical Change and Industrial Dynamics as Evolutionary Processes," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 51-127, Elsevier.
    4. Cristiano Antonelli, 2011. "The Economic Complexity of Technological Change: Knowledge Interaction and Path Dependence," Chapters, in: Cristiano Antonelli (ed.), Handbook on the Economic Complexity of Technological Change, chapter 1, Edward Elgar Publishing.
    5. Jürgen Essletzbichler & David L. Rigby, 2010. "Generalized Darwinism and Evolutionary Economic Geography," Chapters, in: Ron Boschma & Ron Martin (ed.), The Handbook of Evolutionary Economic Geography, chapter 2, Edward Elgar Publishing.
    6. Murat YILDIZOGLU, 2009. "Evolutionary approaches of economic dynamics (In French)," Cahiers du GREThA (2007-2019) 2009-16, Groupe de Recherche en Economie Théorique et Appliquée (GREThA).
    7. Zhigao Liu & Yimei Yin & Weidong Liu & Michael Dunford, 2015. "Visualizing the intellectual structure and evolution of innovation systems research: a bibliometric analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 103(1), pages 135-158, April.
    8. Brixner, Cristián & Lerena, Octavio & Minervini, Mariana & Yoguel, Gabriel, 2021. "The relationship between universities and business: identification of thematic communities," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), December.
    9. Davide Consoli & Pier Paolo Patrucco, 2011. "Complexity and the Coordination of Technological Knowledge: The Case of Innovation Platforms," Chapters, in: Cristiano Antonelli (ed.), Handbook on the Economic Complexity of Technological Change, chapter 8, Edward Elgar Publishing.
    10. Fritz Rahmeyer, 2010. "A Neo-Darwinian Foundation of Evolutionary Economics. With an Application to the Theory of the Firm," Discussion Paper Series 309, Universitaet Augsburg, Institute for Economics.
    11. Davide Consoli & Pier Paolo Patrucco, 2011. "Complexity and the Coordination of Technological Knowledge: The Case of Innovation Platforms," Chapters, in: Handbook on the Economic Complexity of Technological Change, chapter 8 Edward Elgar Publishing.
    12. Ron Boschma & Ron Martin, 2010. "The Aims and Scope of Evolutionary Economic Geography," Chapters, in: Ron Boschma & Ron Martin (ed.), The Handbook of Evolutionary Economic Geography, chapter 1, Edward Elgar Publishing.
    13. Giovanni Dosi & Richard Nelson, 2013. "The Evolution of Technologies: An Assessment of the State-of-the-Art," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 3(1), pages 3-46, June.
    14. Bajmócy, Zoltán & Vas, Zsófia, 2012. "Az innovációs rendszerek 25 éve. Szakirodalmi áttekintés evolúciós közgazdaságtani megközelítésben [25 years of innovation systems. A literature review from the angle of evolutionary economics]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(11), pages 1233-1256.
    15. 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.
    16. van Rijnsoever, Frank J. & van den Berg, Jesse & Koch, Joost & Hekkert, Marko P., 2015. "Smart innovation policy: How network position and project composition affect the diversity of an emerging technology," Research Policy, Elsevier, vol. 44(5), pages 1094-1107.
    17. Grillitsch, Markus, 2014. "Institutional Change and Economic Evolution in Regions," Papers in Innovation Studies 2014/1, Lund University, CIRCLE - Centre for Innovation Research.
    18. Markus Grillitsch, 2014. "Regional Transformation: Institutional Change and Economic Evolution in Regions," ERSA conference papers ersa14p1481, European Regional Science Association.
    19. Kudic, Muhamed & Pyka, Andreas & Günther, Jutta, 2012. "Determinants of Evolutionary Change Processes in Innovation Networks – Empirical Evidence from the German Laser Industry," IWH Discussion Papers 7/2012, Halle Institute for Economic Research (IWH).
    20. Yoguel, Gabriel & Pereira, Mariano, 2014. "Industrial and technological policy: Contributions from evolutionary perspectives to policy design in developing countries," MPRA Paper 56290, University Library of Munich, Germany.

    More about this item

    Keywords

    Complexity; Evolutionary theory; Neo-Schumpeterian; Economic change; Coordination;
    All these keywords.

    JEL classification:

    • B15 - Schools of Economic Thought and Methodology - - History of Economic Thought through 1925 - - - Historical; Institutional; Evolutionary
    • B52 - Schools of Economic Thought and Methodology - - Current Heterodox Approaches - - - Historical; Institutional; Evolutionary; Modern Monetary Theory;
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General

    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:spr:joevec:v:27:y:2017:i:4:d:10.1007_s00191-017-0512-x. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.