IDEAS home Printed from https://ideas.repec.org/p/pke/wpaper/pkwp2009.html
   My bibliography  Save this paper

Testing fundamentalist-momentum trader financial cycles. An empirical analysis via the Kalman filter

Author

Listed:
  • Filippo Gusella

    (None)

  • Engelbert Stockhammer

Abstract

This paper proposes an empirical test for Minskyan financial cycles in asset prices, driven by the interaction of fundamentalist and momentum traders. Both price strategies are unobserved and can be modelled in a state space model. We use the Kalman filter to identify the two pricing strategies and evaluate whether the conditions for the existence of cycles hold. The model is estimated for four major OECD countries, the UK, France, Germany and the USA, for equity and housing prices for the period 1970-2017 using annual data. We find evidence of cycles in the equity market for all four countries and for housing prices, in the UK, France and the USA but not in Germany. Our results provide empirical support for the existence of endogenous financial cycles on asset markets.

Suggested Citation

  • Filippo Gusella & Engelbert Stockhammer, 2020. "Testing fundamentalist-momentum trader financial cycles. An empirical analysis via the Kalman filter," Working Papers PKWP2009, Post Keynesian Economics Society (PKES).
  • Handle: RePEc:pke:wpaper:pkwp2009
    as

    Download full text from publisher

    File URL: https://www.postkeynesian.net/downloads/working-papers/PKWP2009_updated.pdf
    File Function: First version, 2020
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Matthijs Lof, 2015. "Rational Speculators, Contrarians, and Excess Volatility," Management Science, INFORMS, vol. 61(8), pages 1889-1901, August.
    2. Galati, Gabriele & Hindrayanto, Irma & Koopman, Siem Jan & Vlekke, Marente, 2016. "Measuring financial cycles in a model-based analysis: Empirical evidence for the United States and the euro area," Economics Letters, Elsevier, vol. 145(C), pages 83-87.
    3. Paul De Grauwe, 2014. "Booms and Busts in Economic Activity: A Behavioral Explanation," World Scientific Book Chapters, in: Exchange Rates and Global Financial Policies, chapter 19, pages 521-556, World Scientific Publishing Co. Pte. Ltd..
    4. Marji Lines & Frank Westerhoff, 2006. "Expectations and the Multiplier-Accelerator Model," Springer Books, in: Tönu Puu & Iryna Sushko (ed.), Business Cycle Dynamics, chapter 9, pages 255-276, Springer.
    5. Shleifer, Andrei & Summers, Lawrence H, 1990. "The Noise Trader Approach to Finance," Journal of Economic Perspectives, American Economic Association, vol. 4(2), pages 19-33, Spring.
    6. Sordi, Serena & Vercelli, Alessandro, 2012. "Heterogeneous expectations and strong uncertainty in a Minskyian model of financial fluctuations," Journal of Economic Behavior & Organization, Elsevier, vol. 83(3), pages 544-557.
    7. Kohler, Karsten, 2019. "Exchange rate dynamics, balance sheet effects, and capital flows. A Minskyan model of emerging market boom-bust cycles," Structural Change and Economic Dynamics, Elsevier, vol. 51(C), pages 270-283.
    8. Thomas I. Palley, 1994. "Debt, Aggregate Demand, and The Business Cycle: an Analysis in the Spirit of Kaldor and Minsky," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 16(3), pages 371-390, March.
    9. Westerhoff Frank H. & Reitz Stefan, 2003. "Nonlinearities and Cyclical Behavior: The Role of Chartists and Fundamentalists," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 7(4), pages 1-15, December.
    10. Bofinger, Peter & Debes, Sebastian & Gareis, Johannes & Mayer, Eric, 2013. "Monetary policy transmission in a model with animal spirits and house price booms and busts," Journal of Economic Dynamics and Control, Elsevier, vol. 37(12), pages 2862-2881.
    11. Maria Nikolaidi & Engelbert Stockhammer, 2017. "Minsky Models: A Structured Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 31(5), pages 1304-1331, December.
    12. Ryoo, Soon, 2010. "Long waves and short cycles in a model of endogenous financial fragility," Journal of Economic Behavior & Organization, Elsevier, vol. 74(3), pages 163-186, June.
    13. Harvey,Andrew & Koopman,Siem Jan & Shephard,Neil (ed.), 2004. "State Space and Unobserved Component Models," Cambridge Books, Cambridge University Press, number 9780521835954.
    14. Atif Mian & Amir Sufi & Emil Verner, 2017. "Household Debt and Business Cycles Worldwide," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1755-1817.
    15. Paul Beaudry & Dana Galizia & Franck Portier, 2017. "Is the Macroeconomy Locally Unstable and Why Should We Care?," NBER Macroeconomics Annual, University of Chicago Press, vol. 31(1), pages 479-530.
    16. Jasper de Winter & Siem Jan Koopman & Irma Hindrayanto & Anjali Chouhan, 2017. "Modeling the business and financial cycle in a multivariate structural time series model," DNB Working Papers 573, Netherlands Central Bank, Research Department.
    17. Soon Ryoo, 2016. "Household debt and housing bubbles: a Minskian approach to boom-bust cycles," Journal of Evolutionary Economics, Springer, vol. 26(5), pages 971-1006, December.
    18. Kukacka, Jiri & Barunik, Jozef, 2017. "Estimation of financial agent-based models with simulated maximum likelihood," Journal of Economic Dynamics and Control, Elsevier, vol. 85(C), pages 21-45.
    19. Laurence Boone, 2000. "Comparing Semi-Structural Methods to Estimate Unobserved Variables: The HPMV and Kalman Filters Approaches," OECD Economics Department Working Papers 240, OECD Publishing.
    20. Hommes, Cars & in ’t Veld, Daan, 2017. "Booms, busts and behavioural heterogeneity in stock prices," Journal of Economic Dynamics and Control, Elsevier, vol. 80(C), pages 101-124.
    21. Hiroshi Nishi, 2012. "A Dynamic Analysis Of Debt-Led And Debt-Burdened Growth Regimes With Minskian Financial Structure," Metroeconomica, Wiley Blackwell, vol. 63(4), pages 634-660, November.
    22. Robert J. Shiller, 2007. "Understanding recent trends in house prices and homeownership," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 89-123.
    23. Òscar Jordà & Moritz Schularick & Alan M. Taylor, 2016. "The great mortgaging: housing finance, crises and business cycles," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 31(85), pages 107-152.
    24. Frank H. Westerhoff, 2008. "Heuristic Expectation Formation And Business Cycles: A Simple Linear Model," Metroeconomica, Wiley Blackwell, vol. 59(1), pages 47-56, February.
    25. Leila E Davis & Joao Paulo A de Souza & Gonzalo Hernandez, 2019. "An empirical analysis of Minsky regimes in the US economy," Cambridge Journal of Economics, Oxford University Press, vol. 43(3), pages 541-583.
    26. Guido Bulligan & Lorenzo Burlon & Davide Delle Monache & Andrea Silvestrini, 2019. "Real and financial cycles: estimates using unobserved component models for the Italian economy," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 28(3), pages 541-569, September.
    27. Lux, Thomas, 2018. "Estimation of agent-based models using sequential Monte Carlo methods," Journal of Economic Dynamics and Control, Elsevier, vol. 91(C), pages 391-408.
    28. Hiroshi Nishi, 2019. "An empirical contribution to Minsky’s financial fragility: evidence from non-financial sectors in Japan," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 43(3), pages 585-622.
    29. Ferri, Piero & Minsky, Hyman P., 1992. "Market processes and thwarting systems," Structural Change and Economic Dynamics, Elsevier, vol. 3(1), pages 79-91, June.
    30. de Jong, Eelke & Verschoor, Willem F.C. & Zwinkels, Remco C.J., 2010. "Heterogeneity of agents and exchange rate dynamics: Evidence from the EMS," Journal of International Money and Finance, Elsevier, vol. 29(8), pages 1652-1669, December.
    31. Robert J. Shiller, 2003. "From Efficient Markets Theory to Behavioral Finance," Journal of Economic Perspectives, American Economic Association, vol. 17(1), pages 83-104, Winter.
    32. Chiarella, Carl & He, Xue-Zhong & Zwinkels, Remco C.J., 2014. "Heterogeneous expectations in asset pricing: Empirical evidence from the S&P500," Journal of Economic Behavior & Organization, Elsevier, vol. 105(C), pages 1-16.
    33. Gabriele Galati & Irma Hindrayanto & Siem Jan Koopman & Marente Vlekke, 2016. "Measuring financial cycles with a model-based filter: Empirical evidence for the United States and the euro area," DNB Working Papers 495, Netherlands Central Bank, Research Department.
    34. Frankel, Jeffrey A & Froot, Kenneth A, 1990. "Chartists, Fundamentalists, and Trading in the Foreign Exchange Market," American Economic Review, American Economic Association, vol. 80(2), pages 181-185, May.
    35. Greenwood-Nimmo, Matthew & Tarassow, Artur, 2016. "Monetary shocks, macroprudential shocks and financial stability," Economic Modelling, Elsevier, vol. 56(C), pages 11-24.
    36. Hommes, Cars H., 2006. "Heterogeneous Agent Models in Economics and Finance," Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 23, pages 1109-1186, Elsevier.
    37. Westerhoff Frank H., 2008. "The Use of Agent-Based Financial Market Models to Test the Effectiveness of Regulatory Policies," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 228(2-3), pages 195-227, April.
    38. Engelbert Stockhammer, 2019. "An update on Kalecki–Minsky modelling," European Journal of Economics and Economic Policies: Intervention, Edward Elgar Publishing, vol. 16(2), pages 179-192, September.
    39. Sébastien Charles, 2008. "Teaching Minsky's financial instability hypothesis: a manageable suggestion," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 31(1), pages 125-138, September.
    40. Brock, William A. & Hommes, Cars H., 1998. "Heterogeneous beliefs and routes to chaos in a simple asset pricing model," Journal of Economic Dynamics and Control, Elsevier, vol. 22(8-9), pages 1235-1274, August.
    41. Stockhammer, Engelbert & Calvert Jump, Robert & Kohler, Karsten & Cavallero, Julian, 2019. "Short and medium term financial-real cycles: An empirical assessment," Journal of International Money and Finance, Elsevier, vol. 94(C), pages 81-96.
    42. Claudio Borio, 2014. "The financial cycle and macroeconomics: what have we learned and what are the policy implications?," Chapters, in: Ewald Nowotny & Doris Ritzberger-Grünwald & Peter Backé (ed.), Financial Cycles and the Real Economy, chapter 2, pages 10-35, Edward Elgar Publishing.
    43. Susan Schroeder, 2009. "Defining and detecting financial fragility: New Zealand's experience," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 36(3), pages 287-307, February.
    44. Fazzari, Steven & Ferri, Piero & Greenberg, Edward, 2008. "Cash flow, investment, and Keynes-Minsky cycles," Journal of Economic Behavior & Organization, Elsevier, vol. 65(3-4), pages 555-572, March.
    45. Yun Kim, 2013. "Household debt, financialization, and macroeconomic performance in the United States, 1951-2009," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 35(4), pages 675-694.
    46. James D. Hamilton, 2018. "Why You Should Never Use the Hodrick-Prescott Filter," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 831-843, December.
    47. Lof, Matthijs, 2012. "Heterogeneity in stock prices: A STAR model with multivariate transition function," Journal of Economic Dynamics and Control, Elsevier, vol. 36(12), pages 1845-1854.
    48. Engelbert Stockhammer & Giorgos Gouzoulis & Rob Calvert Jump, 2019. "Debt-driven business cycles in historical perspective: The cases of the USA (1889-2015) and UK (1882-2010)," Working Papers PKWP1907, Post Keynesian Economics Society (PKES).
    49. Frank Westerhoff, 2006. "Samuelson's multiplier-accelerator model revisited," Applied Economics Letters, Taylor & Francis Journals, vol. 13(2), pages 89-92.
    50. Robert J. Shiller, 2007. "Understanding recent trends in house prices and homeownership," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 89-123.
    51. Chiarella, Carl & Di Guilmi, Corrado, 2011. "The financial instability hypothesis: A stochastic microfoundation framework," Journal of Economic Dynamics and Control, Elsevier, vol. 35(8), pages 1151-1171, August.
    52. Mulligan, Robert F., 2013. "A sectoral analysis of the financial instability hypothesis," The Quarterly Review of Economics and Finance, Elsevier, vol. 53(4), pages 450-459.
    53. Franke, Reiner & Westerhoff, Frank, 2012. "Structural stochastic volatility in asset pricing dynamics: Estimation and model contest," Journal of Economic Dynamics and Control, Elsevier, vol. 36(8), pages 1193-1211.
    54. Borio, Claudio, 2014. "The financial cycle and macroeconomics: What have we learnt?," Journal of Banking & Finance, Elsevier, vol. 45(C), pages 182-198.
    55. Beja, Avraham & Goldman, M Barry, 1980. "On the Dynamic Behavior of Prices in Disequilibrium," Journal of Finance, American Finance Association, vol. 35(2), pages 235-248, May.
    56. Reiner Franke & Frank Westerhoff, 2017. "Taking Stock: A Rigorous Modelling Of Animal Spirits In Macroeconomics," Journal of Economic Surveys, Wiley Blackwell, vol. 31(5), pages 1152-1182, December.
    57. Soon Ryoo, 2013. "Minsky cycles in Keynesian models of growth and distribution," Review of Keynesian Economics, Edward Elgar Publishing, vol. 1(1), pages 37-60, January.
    58. Roberto Dieci & Frank Westerhoff, 2012. "A simple model of a speculative housing market," Journal of Evolutionary Economics, Springer, vol. 22(2), pages 303-329, April.
    59. Vercelli, Alessandro, 2000. "Structural financial instability and cyclical fluctuations," Structural Change and Economic Dynamics, Elsevier, vol. 11(1-2), pages 139-156, July.
    60. Yun K. Kim, 2016. "Macroeconomic effects of household debt: an empirical analysis," Review of Keynesian Economics, Edward Elgar Publishing, vol. 4(2), pages 127-150, April.
    61. Nikolaidi, Maria, 2014. "Margins of safety and instability in a macrodynamic model with Minskyan insights," Structural Change and Economic Dynamics, Elsevier, vol. 31(C), pages 1-16.
    62. Westerhoff Frank H., 2006. "Nonlinear Expectation Formation, Endogenous Business Cycles and Stylized Facts," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 10(4), pages 1-17, December.
    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. Karsten Kohler & Benjamin Tippet & Engelbert Stockhammer, 2023. "House price cycles, housing systems, and growth models," European Journal of Economics and Economic Policies: Intervention, Edward Elgar Publishing, vol. 20(3), pages 461-490, December.
    2. Filippo Gusella & Giorgio Ricchiuti, 2021. "State Space Model to Detect Cycles in Heterogeneous Agents Models," Working Papers - Economics wp2021_10.rdf, Universita' degli Studi di Firenze, Dipartimento di Scienze per l'Economia e l'Impresa.
    3. Engelbert Stockhammer & Andre Novas Otero, 2023. "A tale of housing cycles and fiscal policy, not competitiveness. Growth drivers in Southern Europe," New Political Economy, Taylor & Francis Journals, vol. 28(3), pages 483-505, May.
    4. Filippo Gusella & Giorgio Ricchiuti, 2022. "A State-Space Approach for Time-Series Prediction of an Heterogeneous Agent Model," Working Papers - Economics wp2022_20.rdf, Universita' degli Studi di Firenze, Dipartimento di Scienze per l'Economia e l'Impresa.
    5. Deborah Noguera & Gabriel Montes-Rojas, 2023. "Minskyan model with credit rationing in a network economy," SN Business & Economics, Springer, vol. 3(3), pages 1-26, March.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Filippo Gusella, 2019. "Modelling Minskyan financial cycles with fundamentalist and extrapolative price strategies: An empirical analysis via the Kalman filter approach," Working Papers - Economics wp2019_24.rdf, Universita' degli Studi di Firenze, Dipartimento di Scienze per l'Economia e l'Impresa.
    2. Engelbert Stockhammer & Giorgos Gouzoulis & Rob Calvert Jump, 2019. "Debt-driven business cycles in historical perspective: The cases of the USA (1889-2015) and UK (1882-2010)," Working Papers PKWP1907, Post Keynesian Economics Society (PKES).
    3. Engelbert Stockhammer & Giorgos Gouzoulis, 2023. "Debt-GDP cycles in historical perspective: the case of the USA (1889–2014)," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 32(2), pages 317-335.
    4. Maria Nikolaidi, 2017. "Three decades of modelling Minsky: what we have learned and the way forward," European Journal of Economics and Economic Policies: Intervention, Edward Elgar Publishing, vol. 14(2), pages 222-237, September.
    5. Stockhammer, Engelbert & Calvert Jump, Robert & Kohler, Karsten & Cavallero, Julian, 2019. "Short and medium term financial-real cycles: An empirical assessment," Journal of International Money and Finance, Elsevier, vol. 94(C), pages 81-96.
    6. Maria Nikolaidi & Engelbert Stockhammer, 2017. "Minsky Models: A Structured Survey," Journal of Economic Surveys, Wiley Blackwell, vol. 31(5), pages 1304-1331, December.
    7. Filippo Gusella, 2022. "Detecting And Measuring Financial Cycles In Heterogeneous Agents Models: An Empirical Analysis," Advances in Complex Systems (ACS), World Scientific Publishing Co. Pte. Ltd., vol. 25(02n03), pages 1-22, March.
    8. Karsten Kohler & Benjamin Tippet & Engelbert Stockhammer, 2023. "House price cycles, housing systems, and growth models," European Journal of Economics and Economic Policies: Intervention, Edward Elgar Publishing, vol. 20(3), pages 461-490, December.
    9. Robert Calvert Jump & Engelbert Stockhammer, 2023. "Building blocks of a heterodox business cycle theory," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 46(2), pages 334-358, April.
    10. Kukacka, Jiri & Barunik, Jozef, 2017. "Estimation of financial agent-based models with simulated maximum likelihood," Journal of Economic Dynamics and Control, Elsevier, vol. 85(C), pages 21-45.
    11. Stefan Ederer & Miriam Rehm, 2018. "Making sense of Piketty’s ‘fundamental laws’ in a Post-Keynesian framework," Working Papers PKWP1808, Post Keynesian Economics Society (PKES).
    12. Reissl, Severin, 2020. "Minsky from the bottom up – Formalising the two-price model of investment in a simple agent-based framework," Journal of Economic Behavior & Organization, Elsevier, vol. 177(C), pages 109-142.
    13. 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.
    14. Bolt, Wilko & Demertzis, Maria & Diks, Cees & Hommes, Cars & Leij, Marco van der, 2019. "Identifying booms and busts in house prices under heterogeneous expectations," Journal of Economic Dynamics and Control, Elsevier, vol. 103(C), pages 234-259.
    15. Roberto Dieci & Xue-Zhong He, 2018. "Heterogeneous Agent Models in Finance," Research Paper Series 389, Quantitative Finance Research Centre, University of Technology, Sydney.
    16. Filippo Gusella & Giorgio Ricchiuti, 2022. "A State-Space Approach for Time-Series Prediction of an Heterogeneous Agent Model," Working Papers - Economics wp2022_20.rdf, Universita' degli Studi di Firenze, Dipartimento di Scienze per l'Economia e l'Impresa.
    17. Hommes, Cars & in ’t Veld, Daan, 2017. "Booms, busts and behavioural heterogeneity in stock prices," Journal of Economic Dynamics and Control, Elsevier, vol. 80(C), pages 101-124.
    18. Zhong-Qiang Zhou & Jie Li & Wei Zhang & Xiong Xiong, 2022. "Government intervention model based on behavioral heterogeneity for China’s stock market," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-19, December.
    19. Gross, Marco, 2022. "Beautiful cycles: A theory and a model implying a curious role for interest," Economic Modelling, Elsevier, vol. 106(C).
    20. Ítalo Pedrosa & Dany Lang, 2021. "To what extent does aggregate leverage determine financial fragility? New insights from an agent-based stock-flow consistent model," Journal of Evolutionary Economics, Springer, vol. 31(4), pages 1221-1275, September.

    More about this item

    Keywords

    Financial cycles; Minsky; Momentum traders; Kalman filter;
    All these keywords.

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles

    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:pke:wpaper:pkwp2009. 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: Jo Michell (email available below). General contact details of provider: https://edirc.repec.org/data/pksggea.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.