IDEAS home Printed from https://ideas.repec.org/p/ssa/lemwps/2021-09.html
   My bibliography  Save this paper

An Agent-based Model for Secular Stagnation in the USA: Theory and Empirical Evidence

Author

Listed:
  • Andrea Borsato

Abstract

The paper extends the research started with Borsato (2020). I develop an agent-based, stock-flow consistent growth model to analyze the interplay between income distribution, innovation and productivity growth. Results still show that the mounting shrinkage of the labour share impacts negatively upon firm's innovative effort. Additionally, I question the neoclassical belief on the negative interest-elasticity of investments, since decreases in the rate of interest are not associated with increases in capital accumulation. Finally, the panel cointegration analysis based on US manufacturing industries corroborates the theoretical predictions for the period 1958 - 2011.

Suggested Citation

  • Andrea Borsato, 2021. "An Agent-based Model for Secular Stagnation in the USA: Theory and Empirical Evidence," LEM Papers Series 2021/09, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
  • Handle: RePEc:ssa:lemwps:2021/09
    as

    Download full text from publisher

    File URL: http://www.lem.sssup.it/WPLem/files/2021-09.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Martin Falk, 2006. "What drives business Research and Development (R&D) intensity across Organisation for Economic Co-operation and Development (OECD) countries?," Applied Economics, Taylor & Francis Journals, vol. 38(5), pages 533-547.
    2. André Lorentz & Tommaso Ciarli & Maria Savona & Marco Valente, 2016. "The effect of demand-driven structural transformations on growth and technological change," Journal of Evolutionary Economics, Springer, vol. 26(1), pages 219-246, March.
    3. repec:hal:spmain:info:hdl:2441/4h9cnu4n2k8tfri093jil1d739 is not listed on IDEAS
    4. Giorgio Fagiolo & Mauro Napoletano & Andrea Roventini, 2008. "Are output growth-rate distributions fat-tailed? some evidence from OECD countries," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(5), pages 639-669.
    5. Chihwa Kao & Min‐Hsien Chiang & Bangtian Chen, 1999. "International R&D Spillovers: An Application of Estimation and Inference in Panel Cointegration," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 691-709, November.
    6. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    7. Coe, David T. & Helpman, Elhanan, 1995. "International R&D spillovers," European Economic Review, Elsevier, vol. 39(5), pages 859-887, May.
    8. repec:hal:wpspec:info:hdl:2441/f4rshpf3v1umfa09l8sci08kj is not listed on IDEAS
    9. Marc Lavoie, 2014. "Post-Keynesian Economics: New Foundations," Post-Print hal-01343652, HAL.
    10. G Dosi & M C Pereira & A Roventini & M E Virgillito, 2018. "Causes and consequences of hysteresis: aggregate demand, productivity, and employment," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 27(6), pages 1015-1044.
    11. Florian Botte, 2019. "Endogenous business cycles and Harrodian instability in an agent-based model," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 42(2), pages 232-254, April.
    12. Giovanni Dosi & Mauro Napoletano & Andrea Roventini & Tania Treibich, 2016. "The Short- and Long-Run Damages of Fiscal Austerity: Keynes beyond Schumpeter," International Economic Association Series, in: Joseph E. Stiglitz & Martin Guzman (ed.), Contemporary Issues in Macroeconomics, chapter 8, pages 79-100, Palgrave Macmillan.
    13. 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.
    14. David Autor & David Dorn & Lawrence F Katz & Christina Patterson & John Van Reenen, 2020. "The Fall of the Labor Share and the Rise of Superstar Firms [“Automation and New Tasks: How Technology Displaces and Reinstates Labor”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 645-709.
    15. Tesfatsion, Leigh & Judd, Kenneth L., 2006. "Handbook of Computational Economics, Vol. 2: Agent-Based Computational Economics," Staff General Research Papers Archive 10368, Iowa State University, Department of Economics.
    16. Bassi, Federico & Lang, Dany, 2016. "Investment hysteresis and potential output: A post-Keynesian–Kaleckian agent-based approach," Economic Modelling, Elsevier, vol. 52(PA), pages 35-49.
    17. Christophe Deissenberg & Sander van Der Hoog & Herbert Dawid, 2008. "EURACE: A Massively Parallel Agent-Based Model of the European Economy," Working Papers halshs-00339756, HAL.
    18. Giulio Bottazzi & Angelo Secchi, 2003. "Common Properties and Sectoral Specificities in the Dynamics of U.S. Manufacturing Companies," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 23(3_4), pages 217-232, December.
    19. Pallante, Gianluca & Russo, Emanuele & Roventini, Andrea, 2023. "Does public R&D funding crowd-in private R&D investment? Evidence from military R&D expenditures for US states," Research Policy, Elsevier, vol. 52(8).
    20. Benoit Mulkay & Bronwyn H. Hall & Jacques Mairesse, 2000. "Firm Level Investment and R&D in France and the United States: A Comparison," NBER Working Papers 8038, National Bureau of Economic Research, Inc.
    21. repec:hal:spmain:info:hdl:2441/hiaqa97n684boj041a440irqd is not listed on IDEAS
    22. 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.
    23. L. Gutierrez & M. M. Gutierrez, 2003. "International R&D spillovers and productivity growth in the agricultural sector. A panel cointegration approach," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 30(3), pages 281-303, September.
    24. Castellacci, Fulvio & Natera, Jose Miguel, 2013. "The dynamics of national innovation systems: A panel cointegration analysis of the coevolution between innovative capability and absorptive capacity," Research Policy, Elsevier, vol. 42(3), pages 579-594.
    25. Tesfatsion, Leigh, 2006. "Agent-Based Computational Economics: A Constructive Approach to Economic Theory," Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 16, pages 831-880, Elsevier.
    26. Christian Le Bas & Giuseppe Scellato, 2014. "Firm innovation persistence: a fresh look at the frameworks of analysis," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 23(5-6), pages 423-446, September.
    27. Giulio Bottazzi & Angelo Secchi, 2006. "Explaining the distribution of firm growth rates," RAND Journal of Economics, RAND Corporation, vol. 37(2), pages 235-256, June.
    28. Andrea Borsato, 2020. "Secular Stagnation and innovation dynamics: an agent-based SFC model. Part I," Department of Economics University of Siena 840, Department of Economics, University of Siena.
    29. Peter Phillips & Hyungsik Moon, 2000. "Nonstationary panel data analysis: an overview of some recent developments," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 263-286.
    30. Fabio Petri, 2004. "General Equilibrium, Capital and Macroeconomics," Books, Edward Elgar Publishing, number 3438.
    31. Hamit-Haggar, Mahamat, 2012. "Greenhouse gas emissions, energy consumption and economic growth: A panel cointegration analysis from Canadian industrial sector perspective," Energy Economics, Elsevier, vol. 34(1), pages 358-364.
    32. 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.
    33. Olivier J. Blanchard & Lawrence H. Summers, 1986. "Hysteresis and the European Unemployment Problem," NBER Chapters, in: NBER Macroeconomics Annual 1986, Volume 1, pages 15-90, National Bureau of Economic Research, Inc.
    34. Eckhard Hein, 2012. ""Financialization," distribution, capital accumulation, and productivity growth in a post-Kaleckian model," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 34(3), pages 475-496.
    35. 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.
    36. Chaoshin Chiao, 2001. "The relationship between R&D and physical investment of firms in science-based industries," Applied Economics, Taylor & Francis Journals, vol. 33(1), pages 23-35.
    37. 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.
    38. Eric J. Bartelsman & Wayne Gray, 1996. "The NBER Manufacturing Productivity Database," NBER Technical Working Papers 0205, National Bureau of Economic Research, Inc.
    39. Tommaso Ciarli & André Lorentz & Marco Valente & Maria Savona, 2019. "Structural changes and growth regimes," Journal of Evolutionary Economics, Springer, vol. 29(1), pages 119-176, March.
    40. Alessandro Caiani & Alberto Russo & Mauro Gallegati, 2019. "Does inequality hamper innovation and growth? An AB-SFC analysis," Journal of Evolutionary Economics, Springer, vol. 29(1), pages 177-228, March.
    41. Blanchard, Olivier J. & Summers, Lawrence H., 1987. "Hysteresis in unemployment," European Economic Review, Elsevier, vol. 31(1-2), pages 288-295.
    42. Leigh Tesfatsion & Kenneth L. Judd (ed.), 2006. "Handbook of Computational Economics," Handbook of Computational Economics, Elsevier, edition 1, volume 2, number 2.
    43. Mark E. Doms & Timothy Dunne, 1998. "Capital Adjustment Patterns in Manufacturing Plants," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 1(2), pages 409-429, April.
    44. Philippe Aghion & Philippe Askenazy & Nicolas Berman & Gilbert Cette & Laurent Eymard, 2012. "Credit Constraints And The Cyclicality Of R&D Investment: Evidence From France," Journal of the European Economic Association, European Economic Association, vol. 10(5), pages 1001-1024, October.
    45. Dosi, Giovanni & Fagiolo, Giorgio & Napoletano, Mauro & Roventini, Andrea, 2013. "Income distribution, credit and fiscal policies in an agent-based Keynesian model," Journal of Economic Dynamics and Control, Elsevier, vol. 37(8), pages 1598-1625.
    46. Gauti B. Eggertsson & Neil R. Mehrotra & Jacob A. Robbins, 2019. "A Model of Secular Stagnation: Theory and Quantitative Evaluation," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(1), pages 1-48, January.
    47. Gatti, Domenico Delli & Guilmi, Corrado Di & Gaffeo, Edoardo & Giulioni, Gianfranco & Gallegati, Mauro & Palestrini, Antonio, 2005. "A new approach to business fluctuations: heterogeneous interacting agents, scaling laws and financial fragility," Journal of Economic Behavior & Organization, Elsevier, vol. 56(4), pages 489-512, April.
    48. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    49. 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.
    50. Walde, Klaus & Woitek, Ulrich, 2004. "R&D expenditure in G7 countries and the implications for endogenous fluctuations and growth," Economics Letters, Elsevier, vol. 82(1), pages 91-97, January.
    51. Nelson, Charles R. & Plosser, Charles I., 1982. "Trends and random walks in macroeconmic time series : Some evidence and implications," Journal of Monetary Economics, Elsevier, vol. 10(2), pages 139-162.
    52. Caballero, Ricardo J & Hammour, Mohamad L, 1994. "The Cleansing Effect of Recessions," American Economic Review, American Economic Association, vol. 84(5), pages 1350-1368, December.
    53. Pieter J. de Jong, 2007. "The relationship between capital investment and R&D spending: a panel cointegration analysis," Applied Financial Economics, Taylor & Francis Journals, vol. 17(11), pages 871-880.
    54. Blake LeBaron & Leigh Tesfatsion, 2008. "Modeling Macroeconomies as Open-Ended Dynamic Systems of Interacting Agents," American Economic Review, American Economic Association, vol. 98(2), pages 246-250, May.
    55. Tommaso Ciarli & André Lorentz & Maria Savona & Marco Valente, 2010. "The Effect Of Consumption And Production Structure On Growth And Distribution. A Micro To Macro Model," Metroeconomica, Wiley Blackwell, vol. 61(1), pages 180-218, February.
    56. Aghion, Philippe & Angeletos, George-Marios & Banerjee, Abhijit & Manova, Kalina, 2010. "Volatility and growth: Credit constraints and the composition of investment," Journal of Monetary Economics, Elsevier, vol. 57(3), pages 246-265, April.
    57. Di Bucchianico, Stefano, 2020. "Discussing Secular Stagnation: A case for freeing good ideas from theoretical constraints?," Structural Change and Economic Dynamics, Elsevier, vol. 55(C), pages 288-297.
    58. Lawrence H. Summers, 2015. "Demand Side Secular Stagnation," American Economic Review, American Economic Association, vol. 105(5), pages 60-65, May.
    59. repec:hal:spmain:info:hdl:2441/f4rshpf3v1umfa09l8sci08kj is not listed on IDEAS
    60. Fleissig, Adrian R. & Strauss, Jack, 1997. "Unit root tests on real wage panel data for the G7," Economics Letters, Elsevier, vol. 56(2), pages 149-155, October.
    61. repec:bla:obuest:v:61:y:1999:i:0:p:691-709 is not listed on IDEAS
    62. Mark Doms & Eric J. Bartelsman, 2000. "Understanding Productivity: Lessons from Longitudinal Microdata," Journal of Economic Literature, American Economic Association, vol. 38(3), pages 569-594, September.
    63. Matthew Rafferty & Mark Funk, 2004. "Demand shocks and firm-financed R&D expenditures," Applied Economics, Taylor & Francis Journals, vol. 36(14), pages 1529-1536.
    64. Barry Eichengreen, 2015. "Secular Stagnation: The Long View," American Economic Review, American Economic Association, vol. 105(5), pages 66-70, May.
    65. Amitava Krishna Dutt, 2006. "Aggregate Demand, Aggregate Supply and Economic Growth," International Review of Applied Economics, Taylor & Francis Journals, vol. 20(3), pages 319-336.
    66. A. Pyka & G. Fagiolo, 2007. "Agent-based Modelling: A Methodology for Neo-Schumpetarian Economics," Chapters, in: Horst Hanusch & Andreas Pyka (ed.), Elgar Companion to Neo-Schumpeterian Economics, chapter 29, Edward Elgar Publishing.
    67. Giovanni Dosi & Giorgio Fagiolo & Andrea Roventini, 2006. "An Evolutionary Model of Endogenous Business Cycles," Computational Economics, Springer;Society for Computational Economics, vol. 27(1), pages 3-34, February.
    68. Bronwyn Hall & Benoit Mulkay and Jacques Mairesse, 2001. "Firm Level Investment and R and D in France and the United States: A Comparison," Economics Series Working Papers 2001-W02, University of Oxford, Department of Economics.
    69. Deleidi, Matteo & Mazzucato, Mariana, 2021. "Directed innovation policies and the supermultiplier: An empirical assessment of mission-oriented policies in the US economy," Research Policy, Elsevier, vol. 50(2).
    70. J. R. Hicks, 1963. "The Theory of Wages," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-349-00189-7, December.
    71. Aghion, P. & Askenazy, P. & Berman, N. & Cette, G. & Eymard, L., 2008. "Credit Constraints and the Cyclicality of R&D Investment: Evidence from France," Working papers 198, Banque de France.
    72. Juan A. Máñez & María E. Rochina‐Barrachina & Amparo Sanchis & Juan A. Sanchis, 2009. "The Role Of Sunk Costs In The Decision To Invest In R&D," Journal of Industrial Economics, Wiley Blackwell, vol. 57(4), pages 712-735, December.
    73. Lawrence H Summers, 2014. "U.S. Economic Prospects: Secular Stagnation, Hysteresis, and the Zero Lower Bound," Business Economics, Palgrave Macmillan;National Association for Business Economics, vol. 49(2), pages 65-73, April.
    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. Andrea Borsato, 2021. "Simple Matching Protocols for Agent-based Models," Working Papers of BETA 2021-35, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.

    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. Andrea Borsato, 2022. "An agent-based model for Secular Stagnation in the USA: theory and empirical evidence," Journal of Evolutionary Economics, Springer, vol. 32(4), pages 1345-1389, September.
    2. Giovanni Dosi & Mauro Napoletano & Andrea Roventini & Tania Treibich, 2017. "Micro and macro policies in the Keynes+Schumpeter evolutionary models," Journal of Evolutionary Economics, Springer, vol. 27(1), pages 63-90, January.
    3. repec:spo:wpmain:info:hdl:2441/46k9rkvut99i7qnn4vqm25t53b is not listed on IDEAS
    4. 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.
    5. repec:hal:spmain:info:hdl:2441/46k9rkvut99i7qnn4vqm25t53b is not listed on IDEAS
    6. Andrea Borsato, 2021. "Simple Matching Protocols for Agent-based Models," Working Papers of BETA 2021-35, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.
    7. 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.
    8. Andrea Borsato & Andre Lorentz, 2023. "Open Science vs. Mission-oriented Policies and the Long-run Dynamics of Integrated Economies: An Agent-based Model with a Kaldorian Flavour," Working Papers of BETA 2023-17, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.
    9. Francesco Lamperti & Giovanni Dosi & Mauro Napoletano & Andrea Roventini & Alessandro Sapio, 2018. "And then he wasn't a she : Climate change and green transitions in an agent-based integrated assessment model," Working Papers hal-03443464, HAL.
    10. 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).
    11. repec:spo:wpmain:info:hdl:2441/401t6job098n79ch91o9giov9d is not listed on IDEAS
    12. Dosi, Giovanni & Lamperti, Francesco & Mazzucato, Mariana & Napoletano, Mauro & Roventini, Andrea, 2023. "Mission-oriented policies and the “Entrepreneurial State” at work: An agent-based exploration," Journal of Economic Dynamics and Control, Elsevier, vol. 151(C).
    13. repec:hal:spmain:info:hdl:2441/401t6job098n79ch91o9giov9d is not listed on IDEAS
    14. Giovanni Dosi & Andrea Roventini, 2024. "Evolutionary Growth Theory," LEM Papers Series 2024/02, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    15. Giovanni Dosi & Mauro Napoletano & Andrea Roventini & Joseph E. Stiglitz & Tania Treibich, 2020. "Rational Heuristics? Expectations And Behaviors In Evolving Economies With Heterogeneous Interacting Agents," Economic Inquiry, Western Economic Association International, vol. 58(3), pages 1487-1516, July.
    16. Lamperti, F. & Dosi, G. & Napoletano, M. & Roventini, A. & Sapio, A., 2018. "Faraway, So Close: Coupled Climate and Economic Dynamics in an Agent-based Integrated Assessment Model," Ecological Economics, Elsevier, vol. 150(C), pages 315-339.
    17. Dosi, Giovanni & Fagiolo, Giorgio & Napoletano, Mauro & Roventini, Andrea & Treibich, Tania, 2015. "Fiscal and monetary policies in complex evolving economies," Journal of Economic Dynamics and Control, Elsevier, vol. 52(C), pages 166-189.
    18. Tommaso Ciarli & André Lorentz & Marco Valente & Maria Savona, 2019. "Structural changes and growth regimes," Journal of Evolutionary Economics, Springer, vol. 29(1), pages 119-176, March.
    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. 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).
    21. Giovanni Dosi & Giorgio Fagiolo & Mauro Napoletano & Andrea Roventini, 2012. "Economic policies with endogenous innovation and Keynesian demand management," Chapters, in: Robert M. Solow & Jean-Philippe Touffut (ed.), What’s Right with Macroeconomics?, chapter 5, pages 110-148, Edward Elgar Publishing.
    22. 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.
    23. Lamperti, Francesco & Bosetti, Valentina & Roventini, Andrea & Tavoni, Massimo & Treibich, Tania, 2021. "Three green financial policies to address climate risks," Journal of Financial Stability, Elsevier, vol. 54(C).
    24. 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.

    More about this item

    Keywords

    Secular Stagnation; Innovation dynamics; Income distribution; Agent-based SFC models; US manufacturing industries; Panel cointegration analysis.;
    All these keywords.

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:ssa:lemwps:2021/09. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/labssit.html .

    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.