IDEAS home Printed from https://ideas.repec.org/a/spr/joevec/v31y2021i2d10.1007_s00191-020-00686-4.html
   My bibliography  Save this article

‘Kaldor Facts’ and the decline of Wage Share: An agent based-stock flow consistent model of induced technical change along Classical and Keynesian lines

Author

Listed:
  • Lucrezia Fanti

    (Istituto Nazionale per l’Analisi delle Politiche Pubbliche (INAPP))

Abstract

This paper introduces the classical idea about the so-called directed and induced technical change (ITC) within a Keynesian demand-side and evolutionary endogenous growth model in order to analyse the interplay between technical change, long-run economic growth and functional income distribution. The ITC process is analysed within an Agent-Based Stock-Flow Consistent (AB-SFC) model, wherein credit-constrained heterogeneous firms choose both the intensity and the direction of innovation towards a labour- or capital-saving choice of technique. In the long-run, the model reproduces the so-called ‘Kaldor stylised facts’ (i.e. a purely labour-saving technical change process), however during the transitional phase the model shows a labour-saving/capital-using innovation pattern, as the aggregate output-capital ratio decreases until it stabilises in the long-run, and the labour share persistently decline as observed during the last decades in many advanced (and developing) economies. Within the present model, we can ascribe these results mainly to the effect exerted by the interplay between directed and biased technical change, the process of wage formation and the dynamics of aggregate demand. In order to stress the effective role of the innovation bias on the model dynamics, the baseline scenario has been compared with a ‘counterfactual’ scenario wherein ‘neutral’ technical progress is at work. The main findings are also confirmed by computing a sensitivity investigation on the key parameters shaping innovation and wage formation process.

Suggested Citation

  • Lucrezia Fanti, 2021. "‘Kaldor Facts’ and the decline of Wage Share: An agent based-stock flow consistent model of induced technical change along Classical and Keynesian lines," Journal of Evolutionary Economics, Springer, vol. 31(2), pages 379-415, April.
  • Handle: RePEc:spr:joevec:v:31:y:2021:i:2:d:10.1007_s00191-020-00686-4
    DOI: 10.1007/s00191-020-00686-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s00191-020-00686-4
    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/s00191-020-00686-4?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. Giovanni Dosi & Mauro Sodini & Maria Virgillito, 2015. "Profit-driven and demand-driven investment growth and fluctuations in different accumulation regimes," Journal of Evolutionary Economics, Springer, vol. 25(4), pages 707-728, September.
    2. Kaushik Basu & Joseph E. Stiglitz (ed.), 2016. "Inequality and Growth: Patterns and Policy," International Economic Association Series, Palgrave Macmillan, number 978-1-137-55454-3, December.
    3. Giovanni Dosi & Marcelo C. Pereira & Maria Enrica Virgillito, 2017. "The footprint of evolutionary processes of learning and selection upon the statistical properties of industrial dynamics," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 26(2), pages 187-210.
    4. Dosi, G. & Pereira, M.C. & Roventini, A. & Virgillito, M.E., 2017. "When more flexibility yields more fragility: The microfoundations of Keynesian aggregate unemployment," Journal of Economic Dynamics and Control, Elsevier, vol. 81(C), pages 162-186.
    5. Brent Neiman, 2014. "The Global Decline of the Labor Share," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 61-103.
    6. Alvarez-Cuadrado, Francisco & Long, Ngo Van & Poschke, Markus, 2018. "Capital-labor substitution, structural change and the labor income share," Journal of Economic Dynamics and Control, Elsevier, vol. 87(C), pages 206-231.
    7. repec:hal:wpspec:info:hdl:2441/f4rshpf3v1umfa09l8sci08kj is not listed on IDEAS
    8. Botta, Alberto & Caverzasi, Eugenio & Russo, Alberto & Gallegati, Mauro & Stiglitz, Joseph E., 2021. "Inequality and finance in a rent economy," Journal of Economic Behavior & Organization, Elsevier, vol. 183(C), pages 998-1029.
    9. Daniele Checchi & Cecilia García‐Peñalosa, 2010. "Labour Market Institutions and the Personal Distribution of Income in the OECD," Economica, London School of Economics and Political Science, vol. 77(307), pages 413-450, July.
    10. Giorgio Fagiolo & Mattia Guerini & Francesco Lamperti & Alessio Moneta & Andrea Roventini, 2017. "Validation of Agent-Based Models in Economics and Finance," LEM Papers Series 2017/23, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    11. Caiani, Alessandro & Russo, Alberto & Gallegati, Mauro, 2020. "Are Higher Wages Good For Business? An Assessment Under Alternative Innovation And Investment Scenarios," Macroeconomic Dynamics, Cambridge University Press, vol. 24(1), pages 191-230, January.
    12. Shaikh, Anwar, 2016. "Capitalism: Competition, Conflict, Crises," OUP Catalogue, Oxford University Press, number 9780199390632.
    13. Caiani, Alessandro & Russo, Alberto & Gallegati, Mauro, 2016. "Does Inequality Hamper Innovation and Growth?," MPRA Paper 71864, University Library of Munich, Germany.
    14. 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.
    15. Bental, Benjamin & Demougin, Dominique, 2010. "Declining labor shares and bargaining power: An institutional explanation," Journal of Macroeconomics, Elsevier, vol. 32(1), pages 443-456, March.
    16. Jones, C.I., 2016. "The Facts of Economic Growth," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 3-69, Elsevier.
    17. Caiani, Alessandro & Godin, Antoine & Caverzasi, Eugenio & Gallegati, Mauro & Kinsella, Stephen & Stiglitz, Joseph E., 2016. "Agent based-stock flow consistent macroeconomics: Towards a benchmark model," Journal of Economic Dynamics and Control, Elsevier, vol. 69(C), pages 375-408.
    18. Dosi, Giovanni & Roventini, Andrea & Russo, Emanuele, 2019. "Endogenous growth and global divergence in a multi-country agent-based model," Journal of Economic Dynamics and Control, Elsevier, vol. 101(C), pages 101-129.
    19. Morten O. Ravn & Harald Uhlig, 2002. "On adjusting the Hodrick-Prescott filter for the frequency of observations," The Review of Economics and Statistics, MIT Press, vol. 84(2), pages 371-375.
    20. Doan, Ha Thi Thanh & Wan, Guanghua, 2017. "Globalization and the Labor Share in National Income," ADBI Working Papers 639, Asian Development Bank Institute.
    21. Alberto Russo & Domenico Delli Gatti & Mauro Gallegati, 2006. "Technological innovation, financial fragility and complex dynamics," Chapters, in: Neri Salvadori (ed.), Economic Growth and Distribution, chapter 13, pages 311-330, Edward Elgar Publishing.
    22. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1055-1089.
    23. Stock, James H. & Watson, Mark W., 1999. "Business cycle fluctuations in us macroeconomic time series," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 1, pages 3-64, Elsevier.
    24. Norbert Berthold & Rainer Fehn & Eric Thode, 2002. "Falling Labor Share and Rising Unemployment: Long–Run Consequences of Institutional Shocks?," German Economic Review, Verein für Socialpolitik, vol. 3(4), pages 431-459, November.
    25. L. Rachel Ngai & Christopher A. Pissarides, 2007. "Structural Change in a Multisector Model of Growth," American Economic Review, American Economic Association, vol. 97(1), pages 429-443, March.
    26. Mauro Napoletano & Giovanni Dosi & Giorgio Fagiolo & Andrea Roventini, 2012. "Wage Formation, Investment Behavior and Growth Regimes: An Agent-Based Analysis," Revue de l'OFCE, Presses de Sciences-Po, vol. 0(5), pages 235-261.
    27. van der Ploeg, F., 1987. "Growth cycles, induced technical change, and perpetual conflict over the distribution of income," Journal of Macroeconomics, Elsevier, vol. 9(1), pages 1-12.
    28. Luca Riccetti & Alberto Russo & Mauro Gallegati, 2015. "An agent based decentralized matching macroeconomic model," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 10(2), pages 305-332, October.
    29. Daron Acemoglu, 2002. "Directed Technical Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(4), pages 781-809.
    30. Marco Vivarelli, 2015. "Innovation and employment," IZA World of Labor, Institute of Labor Economics (IZA), pages 154-154, May.
    31. Daron Acemoglu & Veronica Guerrieri, 2008. "Capital Deepening and Nonbalanced Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 116(3), pages 467-498, June.
    32. Beqiraj, Elton & Fanti, Lucrezia & Zamparelli, Luca, 2019. "Sectoral composition of output and the wage share: The role of the service sector," Structural Change and Economic Dynamics, Elsevier, vol. 51(C), pages 1-10.
    33. J. B. Taylor & Harald Uhlig (ed.), 2016. "Handbook of Macroeconomics," Handbook of Macroeconomics, Elsevier, edition 1, volume 2, number 2.
    34. Alain Serres & Stefano Scarpetta & Christine Maisonneuve, 2001. "Falling Wage Shares in Europe and the United States: How Important is Aggregation Bias?," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 28(4), pages 375-401, December.
    35. Alessandro Caiani & Ermanno Catullo & Mauro Gallegati, 2018. "The effects of fiscal targets in a monetary union: a multi-country agent-based stock flow consistent model," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(6), pages 1123-1154.
    36. Bentolila Samuel & Saint-Paul Gilles, 2003. "Explaining Movements in the Labor Share," The B.E. Journal of Macroeconomics, De Gruyter, vol. 3(1), pages 1-33, October.
    37. Grossman, Gene M. & Helpman, Elhanan, 1991. "Trade, knowledge spillovers, and growth," European Economic Review, Elsevier, vol. 35(2-3), pages 517-526, April.
    38. Luca Zamparelli, 2015. "Induced Innovation, Endogenous Technical Change and Income Distribution in a Labor-Constrained Model of Classical Growth," Metroeconomica, Wiley Blackwell, vol. 66(2), pages 243-262, May.
    39. Dumenil, Gerard & Levy, Dominique, 2003. "Technology and distribution: historical trajectories a la Marx," Journal of Economic Behavior & Organization, Elsevier, vol. 52(2), pages 201-233, October.
    40. Charles I. Jones, 2005. "The Shape of Production Functions and the Direction of Technical Change," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 517-549.
    41. repec:iza:izawol:journl:y:2015:p:154 is not listed on IDEAS
    42. Mauro Napoletano & Andrea Roventini & Sandro Sapio, 2006. "Are Business Cycles All Alike? A Bandpass Filter Analysis of the Italian and US Cycles," Rivista italiana degli economisti, Società editrice il Mulino, issue 1, pages 87-118.
    43. Giovanni Dosi & Maria Enrica Virgillito, 2016. "The "Schumpeterian" and the "Keynesian" Stiglitz: Learning, Coordination Hurdles and Growth Trajectories," LEM Papers Series 2016/20, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    44. Daron Acemoglu, 2003. "Labor- And Capital-Augmenting Technical Change," Journal of the European Economic Association, MIT Press, vol. 1(1), pages 1-37, March.
    45. Daron Acemoglu, 2015. "Localised and Biased Technologies: Atkinson and Stiglitz's New View, Induced Innovations, and Directed Technological Change," Economic Journal, Royal Economic Society, vol. 0(583), pages 443-463, March.
    46. Gérard Duménil & Dominique Lévy, 1999. "Being Keynesian in the Short Term and Classical in the Long Term: The Traverse to Classical Long‐Term Equilibrium," Manchester School, University of Manchester, vol. 67(6), pages 684-716, December.
    47. Ellen Brock & Sabien Dobbelaere, 2006. "Has International Trade Affected Workers’ Bargaining Power?," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 142(2), pages 233-266, July.
    48. Zuleta, Hernando & Young, Andrew T., 2013. "Labor shares in a model of induced innovation," Structural Change and Economic Dynamics, Elsevier, vol. 24(C), pages 112-122.
    49. John Hutchinson & Damiaan Persyn, 2012. "Globalisation, concentration and footloose firms: in search of the main cause of the declining labour share," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 148(1), pages 17-43, April.
    50. Howitt, Peter & Aghion, Philippe, 1998. "Capital Accumulation and Innovation as Complementary Factors in Long-Run Growth," Journal of Economic Growth, Springer, vol. 3(2), pages 111-130, June.
    51. William D. Nordhaus, 1973. "Some Skeptical Thoughts on the Theory of Induced Innovation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(2), pages 208-219.
    52. Shaikh, Anwar, 1978. "Political Economy and Capitalism: Notes on Dobb's Theory of Crisis," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 2(2), pages 233-251, June.
    53. repec:hal:spmain:info:hdl:2441/f4rshpf3v1umfa09l8sci08kj is not listed on IDEAS
    54. Armanda Cetrulo & Valeria Cirillo & Dario Guarascio, 2019. "Weaker jobs, weaker innovation. Exploring the effects of temporary employment on new products," Applied Economics, Taylor & Francis Journals, vol. 51(59), pages 6350-6375, December.
    55. Metka Stare & Jože Damijan, 2015. "Do innovation spillovers impact employment and skill upgrading?," The Service Industries Journal, Taylor & Francis Journals, vol. 35(13), pages 728-745, September.
    56. Oliver J. Blanchard, 1997. "The Medium Run," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 28(2), pages 89-158.
    57. Kaushik Basu & Joseph E. Stiglitz, 2016. "Inequality and Growth," World Bank Publications - Books, The World Bank Group, number 24983, December.
    58. Flavio Calvino & Maria Enrica Virgillito, 2018. "The Innovation†Employment Nexus: A Critical Survey Of Theory And Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 32(1), pages 83-117, February.
    59. Paolo Sylos-Labini, 1983. "Factors Affecting Changes in Productivity," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 6(2), pages 161-179, December.
    60. Arjun Jayadev, 2007. "Capital account openness and the labour share of income," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 31(3), pages 423-443, May.
    61. Kaushik Basu & Joseph E. Stiglitz (ed.), 2016. "Inequality and Growth: Patterns and Policy," International Economic Association Series, Palgrave Macmillan, number 978-1-137-55459-8, December.
    62. Ruttan, Vernon W, 1997. "Induced Innovation, Evolutionary Theory and Path Dependence:," Economic Journal, Royal Economic Society, vol. 107(444), pages 1520-1529, September.
    63. Caiani, Alessandro & Catullo, Ermanno & Gallegati, Mauro, 2019. "The effects of alternative wage regimes in a monetary union: A multi-country agent based-stock flow consistent model," Journal of Economic Behavior & Organization, Elsevier, vol. 162(C), pages 389-416.
    64. Atkinson, Anthony B & Stiglitz, Joseph E, 1969. "A New View of Technological Change," Economic Journal, Royal Economic Society, vol. 79(315), pages 573-578, September.
    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. Patrick Mellacher, 2021. "Growth, Inequality and Declining Business Dynamism in a Unified Schumpeter Mark I + II Model," Papers 2111.09407, arXiv.org, revised Nov 2023.
    2. Fierro, Luca Eduardo & Caiani, Alessandro & Russo, Alberto, 2022. "Automation, Job Polarisation, and Structural Change," Journal of Economic Behavior & Organization, Elsevier, vol. 200(C), pages 499-535.
    3. Fanti, Lucrezia & Pereira, Marcelo C. & Virgillito, Maria Enrica, 2023. "A North-South agent based model of segmented labour markets. The role of education and trade asymmetries," GLO Discussion Paper Series 1268, Global Labor Organization (GLO).
    4. Patrick Mellacher, 2022. "Endogenous viral mutations, evolutionary selection, and containment policy design," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 17(3), pages 801-825, July.

    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. Lucrezia Fanti, 2018. "An AB-SFC Model of Induced Technical Change along Classical and Keynesian Lines," Working Papers 3/18, Sapienza University of Rome, DISS.
    2. Beqiraj, Elton & Fanti, Lucrezia & Zamparelli, Luca, 2019. "Sectoral composition of output and the wage share: The role of the service sector," Structural Change and Economic Dynamics, Elsevier, vol. 51(C), pages 1-10.
    3. Beqiraj, Elton & Fanti, Lucrezia & Zamparelli, Luca, 2018. "Structural Change and the Wage Share: a Two-Sector Kaleckian Model," MPRA Paper 89558, University Library of Munich, Germany.
    4. Florian Brugger & Christian Gehrke, 2017. "The Neoclassical Approach to Induced Technical Change: From Hicks to Acemoglu," Metroeconomica, Wiley Blackwell, vol. 68(4), pages 730-776, November.
    5. Dosi, Giovanni & Roventini, Andrea & Russo, Emanuele, 2019. "Endogenous growth and global divergence in a multi-country agent-based model," Journal of Economic Dynamics and Control, Elsevier, vol. 101(C), pages 101-129.
    6. repec:hal:spmain:info:hdl:2441/46k9rkvut99i7qnn4vqm25t53b is not listed on IDEAS
    7. Jakub Mućk & Peter McAdam & Jakub Growiec, 2018. "Will The “True” Labor Share Stand Up? An Applied Survey On Labor Share Measures," Journal of Economic Surveys, Wiley Blackwell, vol. 32(4), pages 961-984, September.
    8. Dawson, John W. & Sturgill, Brad, 2022. "Market Institutions and Factor Shares Across Countries," Structural Change and Economic Dynamics, Elsevier, vol. 60(C), pages 266-289.
    9. Guimarães, Luís & Mazeda Gil, Pedro, 2022. "Explaining the Labor Share: Automation Vs Labor Market Institutions," Labour Economics, Elsevier, vol. 75(C).
    10. Alessandro Taberna & Tatiana Filatova & Andrea Roventini & Francesco Lamperti, 2021. "Coping with increasing tides: technological change, agglomeration dynamics and climate hazards in an agent-based evolutionary model," LEM Papers Series 2021/44, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    11. Giovanni Dosi & Andrea Roventini, 2017. "Agent-Based Macroeconomics and Classical Political Economy: Some Italian Roots," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 3(3), pages 261-283, November.
    12. Eugenio Caverzasi & Alberto Russo, 2018. "Toward a new microfounded macroeconomics in the wake of the crisis," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(6), pages 999-1014.
    13. Stirati, Antonella & Paternesi Meloni, Walter, 2021. "Unemployment and the wage share: a long-run exploration for major mature economies," Structural Change and Economic Dynamics, Elsevier, vol. 56(C), pages 330-352.
    14. Gregory Casey & Ryo Horii, 2019. "A Multi-factor Uzawa Growth Theorem and Endogenous Capital-Augmenting Technological Change," ISER Discussion Paper 1051, Institute of Social and Economic Research, Osaka University.
    15. Terranova, Roberta & Turco, Enrico M., 2022. "Concentration, stagnation and inequality: An agent-based approach," Journal of Economic Behavior & Organization, Elsevier, vol. 193(C), pages 569-595.
    16. Kraft, Kornelius & Lammers, Alexander, 2021. "Bargaining Power and the Labor Share - a Structural Break Approach," VfS Annual Conference 2021 (Virtual Conference): Climate Economics 242342, Verein für Socialpolitik / German Economic Association.
    17. Walter Paternesi Meloni & Antonella Stirati, 2023. "The decoupling between labour compensation and productivity in high‐income countries: Why is the nexus broken?," British Journal of Industrial Relations, London School of Economics, vol. 61(2), pages 425-463, June.
    18. Lamperti, F. & Dosi, G. & Napoletano, M. & Roventini, A. & Sapio, A., 2020. "Climate change and green transitions in an agent-based integrated assessment model," Technological Forecasting and Social Change, Elsevier, vol. 153(C).
    19. Dosi, G. & Pereira, M.C. & Roventini, A. & Virgillito, M.E., 2017. "When more flexibility yields more fragility: The microfoundations of Keynesian aggregate unemployment," Journal of Economic Dynamics and Control, Elsevier, vol. 81(C), pages 162-186.
    20. Antonelli, Cristiano & Feder, Christophe, 2020. "The new direction of technological change in the global economy," Structural Change and Economic Dynamics, Elsevier, vol. 52(C), pages 1-12.
    21. Taberna, Alessandro & Filatova, Tatiana & Roventini, Andrea & Lamperti, Francesco, 2022. "Coping with increasing tides: Evolving agglomeration dynamics and technological change under exacerbating hazards," Ecological Economics, Elsevier, vol. 202(C).

    More about this item

    Keywords

    Agent-based macroeconomics; Stock-flow consistent models; Induced technical change; Directed innovation; Choice of techniques; Labour share; Growth and distribution.;
    All these keywords.

    JEL classification:

    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • E25 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Aggregate Factor Income Distribution
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O35 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Social Innovation
    • O41 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - One, Two, and Multisector Growth Models

    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:31:y:2021:i:2:d:10.1007_s00191-020-00686-4. 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.