IDEAS home Printed from https://ideas.repec.org/a/eee/streco/v56y2021icp386-399.html
   My bibliography  Save this article

Pervasive technologies and industrial linkages: Modeling acquired purposes

Author

Listed:
  • Cantner, Uwe
  • Vannuccini, Simone

Abstract

What makes an industry a dominant filiére and a particular technology a so-called general purpose technology (GPT)? The paper contributes to a microeconomics of vertically related and networked industries by framing GPTs as a peculiar case of technological connectivity between sectors and provides a simple model that accounts for the endogenous success (failure) of GPT-based industries in a competing technologies setting. In a nutshell, we explore the process potentially leading to technological pervasiveness and dissect it in its structural elements. The model takes into consideration several conditions under which an upstream technology increases its pervasiveness in the economy or remains constrained as a component used by a small subset of downstream applications only. Hence, the model shows how ‘purposes’ are acquired by a technology struggling to dominate the downstream market. Policy implications of the analysis are highlighted, and dynamic implications of the model are discussed. Two main features of the study are that (i) we go beyond the a priori assumption that a pervasive GPT-like technology already exists in the economy and (ii) we bring GPT theorizing under the umbrella of studies of structural change through the dynamics of industries’ linkages.

Suggested Citation

  • Cantner, Uwe & Vannuccini, Simone, 2021. "Pervasive technologies and industrial linkages: Modeling acquired purposes," Structural Change and Economic Dynamics, Elsevier, vol. 56(C), pages 386-399.
  • Handle: RePEc:eee:streco:v:56:y:2021:i:c:p:386-399
    DOI: 10.1016/j.strueco.2017.11.002
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0954349X17302497
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.strueco.2017.11.002?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. Grid Thoma, 2009. "Striving for a large market: evidence from a general purpose technology in action," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 18(1), pages 107-138, February.
    2. Uwe Cantner & Jens J. Krüger, 2004. "Geroski's Stylized Facts and Mobility of Large German Manufacturing Firms," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 24(3), pages 267-283, May.
    3. Vasco Carvalho & Nico Voigtländer, 2014. "Input diffusion and the evolution of production networks," Economics Working Papers 1418, Department of Economics and Business, Universitat Pompeu Fabra, revised Feb 2015.
    4. Vasco M. Carvalho, 2014. "From Micro to Macro via Production Networks," Journal of Economic Perspectives, American Economic Association, vol. 28(4), pages 23-48, Fall.
    5. Silva, Ester G. & Teixeira, Aurora A.C., 2008. "Surveying structural change: Seminal contributions and a bibliometric account," Structural Change and Economic Dynamics, Elsevier, vol. 19(4), pages 273-300, December.
    6. Arnaud Costinot & Jonathan Vogel, 2015. "Beyond Ricardo: Assignment Models in International Trade," Annual Review of Economics, Annual Reviews, vol. 7(1), pages 31-62, August.
    7. Uwe Cantner & Jens J. Krüger & René Söllner, 2012. "Product quality, product price, and share dynamics in the German compact car market," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 21(5), pages 1085-1115, October.
    8. Joshua S. Gans, 2011. "When Is Static Analysis a Sufficient Proxy for Dynamic Considerations? Reconsidering Antitrust and Innovation," NBER Chapters, in: Innovation Policy and the Economy, Volume 11, pages 55-78, National Bureau of Economic Research, Inc.
    9. 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.
    10. Andrea P. Bassanini & Giovanni Dosi, 2006. "Competing Technologies, Technological Monopolies and the Rate of Convergence to a Stable Market Structure," Chapters, in: Cristiano Antonelli & Dominique Foray & Bronwyn H. Hall & W. Edward Steinmueller (ed.), New Frontiers in the Economics of Innovation and New Technology, chapter 2, Edward Elgar Publishing.
    11. Marc Rysman, 2009. "The Economics of Two-Sided Markets," Journal of Economic Perspectives, American Economic Association, vol. 23(3), pages 125-143, Summer.
    12. Klevorick, Alvin K. & Levin, Richard C. & Nelson, Richard R. & Winter, Sidney G., 1995. "On the sources and significance of interindustry differences in technological opportunities," Research Policy, Elsevier, vol. 24(2), pages 185-205, March.
    13. Vasco M. Carvalho, 2014. "From Micro to Macro via Production Networks," Working Papers 793, Barcelona School of Economics.
    14. Balan, David J. & Deltas, George, 2013. "Better product at same cost, lower sales and lower welfare," International Journal of Industrial Organization, Elsevier, vol. 31(4), pages 322-330.
    15. Mariana Mazzucato, 2016. "From market fixing to market-creating: a new framework for innovation policy," Industry and Innovation, Taylor & Francis Journals, vol. 23(2), pages 140-156, February.
    16. David, Paul A, 1985. "Clio and the Economics of QWERTY," American Economic Review, American Economic Association, vol. 75(2), pages 332-337, May.
    17. Oz Shy, 2011. "A Short Survey of Network Economics," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 38(2), pages 119-149, March.
    18. Steven Klepper & Elizabeth Graddy, 1990. "The Evolution of New Industries and the Determinants of Market Structure," RAND Journal of Economics, The RAND Corporation, vol. 21(1), pages 27-44, Spring.
    19. Cohen, Wesley M & Klepper, Steven, 1992. "The Anatomy of Industry R&D Intensity Distributions," American Economic Review, American Economic Association, vol. 82(4), pages 773-799, September.
    20. Uwe Cantner & Simone Vannuccini, 2017. "Innovation and lock-in," Chapters, in: Harald Bathelt & Patrick Cohendet & Sebastian Henn & Laurent Simon (ed.), The Elgar Companion to Innovation and Knowledge Creation, chapter 11, pages 165-181, Edward Elgar Publishing.
    21. Timothy F. Bresnahan & Peter C. Reiss, 1985. "Dealer and Manufacturer Margins," RAND Journal of Economics, The RAND Corporation, vol. 16(2), pages 253-268, Summer.
    22. Luigi Marengo & Paolo Zeppini, 2016. "The arrival of the new," Journal of Evolutionary Economics, Springer, vol. 26(1), pages 171-194, March.
    23. Hausmann, Ricardo & Rodrik, Dani, 2003. "Economic development as self-discovery," Journal of Development Economics, Elsevier, vol. 72(2), pages 603-633, December.
    24. 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.
    25. Klepper, Steven, 1996. "Entry, Exit, Growth, and Innovation over the Product Life Cycle," American Economic Review, American Economic Association, vol. 86(3), pages 562-583, June.
    26. E. Glen Weyl, 2010. "A Price Theory of Multi-sided Platforms," American Economic Review, American Economic Association, vol. 100(4), pages 1642-1672, September.
    27. Stephan, Annegret & Schmidt, Tobias S. & Bening, Catharina R. & Hoffmann, Volker H., 2017. "The sectoral configuration of technological innovation systems: Patterns of knowledge development and diffusion in the lithium-ion battery technology in Japan," Research Policy, Elsevier, vol. 46(4), pages 709-723.
    28. Geroski, P. A., 2000. "Models of technology diffusion," Research Policy, Elsevier, vol. 29(4-5), pages 603-625, April.
    29. Rosenberg, Nathan, 1963. "Technological Change in the Machine Tool Industry, 1840–1910," The Journal of Economic History, Cambridge University Press, vol. 23(4), pages 414-443, December.
    30. Farrell, Joseph & Klemperer, Paul, 2007. "Coordination and Lock-In: Competition with Switching Costs and Network Effects," Handbook of Industrial Organization, in: Mark Armstrong & Robert Porter (ed.), Handbook of Industrial Organization, edition 1, volume 3, chapter 31, pages 1967-2072, Elsevier.
    31. Pasinetti,Luigi L., 1983. "Structural Change and Economic Growth," Cambridge Books, Cambridge University Press, number 9780521274104.
    32. P.A. Geroski, 2003. "Competition in Markets and Competition for Markets," Journal of Industry, Competition and Trade, Springer, vol. 3(3), pages 151-166, September.
    33. Timothy Bresnahan & Jonathan Levin, 2012. "Vertical Integration and Market Structure [The Handbook of Organizational Economics]," Introductory Chapters,, Princeton University Press.
    34. Uwe Cantner & Ivan Savin & Simone Vannuccini, 2019. "Replicator dynamics in value chains: explaining some puzzles of market selection," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(3), pages 589-611.
    35. Uwe Cantner & Jens J. Krüger, 2006. "Micro-Heterogeneity and Aggregate Productivity Development in the German Manufacturing Sector - Results from a Decomposition Exercise," Jenaer Schriften zur Wirtschaftswissenschaft (Expired!) 02/2006, Friedrich-Schiller-Universität Jena, Wirtschaftswissenschaftliche Fakultät.
    36. Isabel Almudi & Francisco Fatas-Villafranca & Luis Izquierdo, 2013. "Industry dynamics, technological regimes and the role of demand," Journal of Evolutionary Economics, Springer, vol. 23(5), pages 1073-1098, November.
    37. 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.
    38. Joseph J. Spengler, 1950. "Vertical Integration and Antitrust Policy," Journal of Political Economy, University of Chicago Press, vol. 58, pages 347-347.
    39. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    40. Nicholas Dew & S. Sarasvathy & S. Venkataraman, 2004. "The economic implications of exaptation," Journal of Evolutionary Economics, Springer, vol. 14(1), pages 69-84, January.
    41. Kenneth J. Arrow, 1975. "Vertical Integration and Communication," Bell Journal of Economics, The RAND Corporation, vol. 6(1), pages 173-183, Spring.
    42. Kenneth Carlaw & Richard Lipsey, 2011. "Sustained endogenous growth driven by structured and evolving general purpose technologies," Journal of Evolutionary Economics, Springer, vol. 21(4), pages 563-593, October.
    43. Arnaud Costinot, 2009. "An Elementary Theory of Comparative Advantage," Econometrica, Econometric Society, vol. 77(4), pages 1165-1192, July.
    44. Carlota Perez, 2010. "Technological revolutions and techno-economic paradigms," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 34(1), pages 185-202, January.
    45. Ricardo Hausmann & César Hidalgo, 2011. "The network structure of economic output," Journal of Economic Growth, Springer, vol. 16(4), pages 309-342, December.
    46. Timothy Bresnahan & Pai-Ling Yin, 2010. "Reallocating innovative resources around growth bottlenecks," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(5), pages 1589-1627, October.
    47. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    48. Cristiano Andrea Ristuccia & Solomos Solomou, "undated". "Can general purpose technology theory explain economic growth? Electrical power as a case study," Working Papers 18, Department of Economic and Social History at the University of Cambridge.
    49. Cristiano Andrea Ristuccia & Solomos Solomou, 2014. "Editor's choice Can general purpose technology theory explain economic growth? Electrical power as a case study," European Review of Economic History, European Historical Economics Society, vol. 18(3), pages 227-247.
    50. Silverberg, Gerald & Lehnert, Doris, 1993. "Long waves and 'evolutionary chaos' in a simple Schumpeterian model of embodied technical change," Structural Change and Economic Dynamics, Elsevier, vol. 4(1), pages 9-37, June.
    51. George Crabtree, 2015. "Perspective: The energy-storage revolution," Nature, Nature, vol. 526(7575), pages 92-92, October.
    52. Metcalfe, J S, 1994. "Competition, Fisher's Principle and Increasing Returns in the Selection Process," Journal of Evolutionary Economics, Springer, vol. 4(4), pages 327-346, November.
    53. Daron Acemoglu & Vasco M. Carvalho & Asuman Ozdaglar & Alireza Tahbaz‐Salehi, 2012. "The Network Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 80(5), pages 1977-2016, September.
    54. Cantner, Uwe & Graf, Holger, 2006. "The network of innovators in Jena: An application of social network analysis," Research Policy, Elsevier, vol. 35(4), pages 463-480, May.
    55. Martha G. Alatriste Contreras & Giorgio Fagiolo, 2014. "Propagation of economic shocks in input-output networks: A cross-country analysis," Post-Print hal-01474258, HAL.
    56. Bronwyn H. Hall & Manuel Trajtenberg, 2004. "Uncovering GPTS with Patent Data," NBER Working Papers 10901, National Bureau of Economic Research, Inc.
    57. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    58. Lipsey, Richard G. & Carlaw, Kenneth I. & Bekar, Clifford T., 2005. "Economic Transformations: General Purpose Technologies and Long-Term Economic Growth," OUP Catalogue, Oxford University Press, number 9780199290895.
    59. Thompson, Peter, 2010. "Learning by Doing," 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 429-476, Elsevier.
    60. G. Silverberg, 2007. "Long Waves: Conceptual, Empirical and Modelling Issues," Chapters, in: Horst Hanusch & Andreas Pyka (ed.), Elgar Companion to Neo-Schumpeterian Economics, chapter 50, Edward Elgar Publishing.
    61. Hoff, Karla, 1997. "Bayesian learning in an infant industry model," Journal of International Economics, Elsevier, vol. 43(3-4), pages 409-436, November.
    62. Uwe Cantner & Jens Krüger, 2008. "Micro-heterogeneity and aggregate productivity development in the German manufacturing sector," Journal of Evolutionary Economics, Springer, vol. 18(2), pages 119-133, April.
    63. Freeman, Chris & Louca, Francisco, 2002. "As Time Goes By: From the Industrial Revolutions to the Information Revolution," OUP Catalogue, Oxford University Press, number 9780199251056.
    64. Zon, Adriaan van & Fortune, Emmanuelle & Kronenberg, Tobias, 2003. "How to Sow and Reap as You Go: a Simple Model of Cyclical Endogenous Growth," Research Memorandum 029, Maastricht University, Maastricht Economic Research Institute on Innovation and Technology (MERIT).
    65. Dornbusch, Rudiger & Fischer, Stanley & Samuelson, Paul A, 1977. "Comparative Advantage, Trade, and Payments in a Ricardian Model with a Continuum of Goods," American Economic Review, American Economic Association, vol. 67(5), pages 823-839, December.
    66. McNerney, James & Fath, Brian D. & Silverberg, Gerald, 2013. "Network structure of inter-industry flows," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 392(24), pages 6427-6441.
    67. Cimoli, Mario & Dosi, Giovanni & Stiglitz, Joseph E. (ed.), 2009. "Industrial Policy and Development: The Political Economy of Capabilities Accumulation," OUP Catalogue, Oxford University Press, number 9780199235278.
    68. Uwe Cantner & Simone Vannuccini, 2012. "A New View of General Purpose Technologies," Jena Economics Research Papers 2012-054, Friedrich-Schiller-University Jena.
    69. Ron Adner & Peter Zemsky, 2005. "Disruptive Technologies and the Emergence of Competition," RAND Journal of Economics, The RAND Corporation, vol. 36(2), pages 229-254, Summer.
    70. Krüger, Jens & Cantner, Uwe & Söllner, R., 2012. "Product Quality, Product Price, and Share Dynamics in the German Car Market," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 63650, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    71. Nicola De Liso & Giovanni Filatrella, 2008. "On Technology Competition: A Formal Analysis Of The 'Sailing-Ship Effect'," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 17(6), pages 593-610.
    72. John M. de Figueiredo & Brian S. Silverman, 2012. "Firm Survival and Industry Evolution in Vertically Related Populations," Management Science, INFORMS, vol. 58(9), pages 1632-1650, September.
    73. Scherer, F M, 1982. "Inter-Industry Technology Flows and Productivity Growth," The Review of Economics and Statistics, MIT Press, vol. 64(4), pages 627-634, November.
    74. Marcel P. Timmer & Abdul Azeez Erumban & Bart Los & Robert Stehrer & Gaaitzen J. de Vries, 2014. "Slicing Up Global Value Chains," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 99-118, Spring.
    75. Christoph H. Loch & Bernardo A. Huberman, 1999. "A Punctuated-Equilibrium Model of Technology Diffusion," Management Science, INFORMS, vol. 45(2), pages 160-177, 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. Stefano Basilico & Holger Graf, 2023. "Bridging technologies in the regional knowledge space: measurement and evolution," Journal of Evolutionary Economics, Springer, vol. 33(4), pages 1085-1124, September.
    2. Lijuan Yang, 2023. "Recommendations for metaverse governance based on technical standards," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-10, December.

    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. 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.
    2. Uwe Cantner & Simone Vannuccini, 2017. "Innovation and lock-in," Chapters, in: Harald Bathelt & Patrick Cohendet & Sebastian Henn & Laurent Simon (ed.), The Elgar Companion to Innovation and Knowledge Creation, chapter 11, pages 165-181, Edward Elgar Publishing.
    3. Cohen, Wesley M., 2010. "Fifty Years of Empirical Studies of Innovative Activity and Performance," 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 129-213, Elsevier.
    4. 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.
    5. Uwe Cantner & Holger Graf & Ekaterina Prytkova & Simone Vannuccini, 2018. "The Compositional Nature of Productivity and Innovation Slowdown," Jena Economics Research Papers 2018-006, Friedrich-Schiller-University Jena.
    6. Uwe Cantner & Simone Vannuccini, 2012. "A New View of General Purpose Technologies," Jena Economics Research Papers 2012-054, Friedrich-Schiller-University Jena.
    7. Mark Knell & Simone Vannuccini, 2022. "Tools and concepts for understanding disruptive technological change after Schumpeter," Jena Economics Research Papers 2022-005, Friedrich-Schiller-University Jena.
    8. Clifford Bekar & Kenneth Carlaw & Richard Lipsey, 2018. "General purpose technologies in theory, application and controversy: a review," Journal of Evolutionary Economics, Springer, vol. 28(5), pages 1005-1033, December.
    9. Josef Taalbi, 2017. "Development blocks in innovation networks," Journal of Evolutionary Economics, Springer, vol. 27(3), pages 461-501, July.
    10. Uwe Cantner, 2017. "Foundations of Economic Change: An Extended Schumpeterian Approach," Economic Complexity and Evolution, in: Andreas Pyka & Uwe Cantner (ed.), Foundations of Economic Change, pages 9-49, Springer.
    11. Kerstin Hotte, 2021. "Demand-pull, technology-push, and the direction of technological change," Papers 2104.04813, arXiv.org, revised Jan 2023.
    12. Korzinov, Vladimir & Savin, Ivan, 2018. "General Purpose Technologies as an emergent property," Technological Forecasting and Social Change, Elsevier, vol. 129(C), pages 88-104.
    13. Stanislao Gualdi & Antoine Mandel, 2019. "Endogenous growth in production networks," Journal of Evolutionary Economics, Springer, vol. 29(1), pages 91-117, March.
    14. Uwe Cantner & Ivan Savin & Simone Vannuccini, 2019. "Replicator dynamics in value chains: explaining some puzzles of market selection," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(3), pages 589-611.
    15. Taalbi, Josef, 2017. "Origins and Pathways of Innovation in the Third Industrial Revolution: Sweden, 1950-2013," Lund Papers in Economic History 159, Lund University, Department of Economic History.
    16. Taalbi, Josef, 2015. "Development Blocks in Innovation Networks. The Swedish Manufacturing Industry, 1970-2007," MPRA Paper 64549, University Library of Munich, Germany, revised 23 May 2015.
    17. Corradini, Carlo & De Propris, Lisa, 2017. "Beyond local search: Bridging platforms and inter-sectoral technological integration," Research Policy, Elsevier, vol. 46(1), pages 196-206.
    18. Hötte, Kerstin, 2023. "Demand-pull, technology-push, and the direction of technological change," Research Policy, Elsevier, vol. 52(5).
    19. Matteo Lucchese, 2011. "Innovation, demand and structural change in Europe," Working Papers 1109, University of Urbino Carlo Bo, Department of Economics, Society & Politics - Scientific Committee - L. Stefanini & G. Travaglini, revised 2011.
    20. Kerstin Hötte, 2021. "Skill transferability and the stability of transition pathways- A learning-based explanation for patterns of diffusion," Journal of Evolutionary Economics, Springer, vol. 31(3), pages 959-993, July.

    More about this item

    Keywords

    General purpose technology; Industrial linkages; Pervasiveness; Star economy; Competing technologies;
    All these keywords.

    JEL classification:

    • C63 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computational Techniques
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • L14 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Transactional Relationships; Contracts and Reputation
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D

    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:eee:streco:v:56:y:2021:i:c:p:386-399. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/525148 .

    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.