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Testing hysteresis in unemployment using artificial network (ANN) unit root test

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  • Fumitaka Furuoka

    (Asia-Europe Institute, Universiti Malaya)

Abstract

This paper employs artificial neural network (ANN) unit root test to examine unemployment hysteresis in five economies in Europe and North America. The findings indicated that unemployment hysteresis does exist in these countries. These results have some notable policy implications.

Suggested Citation

  • Fumitaka Furuoka, 2021. "Testing hysteresis in unemployment using artificial network (ANN) unit root test," Economics Bulletin, AccessEcon, vol. 41(3), pages 1947-1958.
    • Handle: RePEc:ebl:ecbull:eb-21-00382
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    References listed on IDEAS

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    1. Camarero, Mariam & Carrion-i-Silvestre, Josep Lluis & Tamarit, Cecilio, 2005. "Unemployment dynamics and NAIRU estimates for accession countries: A univariate approach," Journal of Comparative Economics, Elsevier, vol. 33(3), pages 584-603, September.
    2. Mariam Camarero & Josep Lluís Carrion‐i‐Silvestre & Cecilio Tamarit, 2006. "Testing for Hysteresis in Unemployment in OECD Countries: New Evidence using Stationarity Panel Tests with Breaks," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(2), pages 167-182, April.
    3. Kurmaş Akdoğan, 2017. "Unemployment hysteresis and structural change in Europe," Empirical Economics, Springer, vol. 53(4), pages 1415-1440, December.
    4. Aleksynska, Mariya. & Eberlein, Friederike., 2016. "Coverage of employment protection legislation (EPL)," ILO Working Papers 994930292902676, International Labour Organization.
    5. Claudiu Tiberiu Albulescu & Aviral Kumar Tiwari, 2018. "Unemployment persistence in EU countries: new evidence using bounded unit root tests," Applied Economics Letters, Taylor & Francis Journals, vol. 25(12), pages 807-810, July.
    6. Schwert, G William, 2002. "Tests for Unit Roots: A Monte Carlo Investigation," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 5-17, January.
    7. OlaOluwa S. Yaya & Ahamuefula E. Ogbonna & Fumitaka Furuoka & Luis A. Gil‐Alana, 2021. "A New Unit Root Test for Unemployment Hysteresis Based on the Autoregressive Neural Network," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 83(4), pages 960-981, August.
    8. Jakub Bechný, 2019. "Unemployment Hysteresis in the Czech Republic," Prague Economic Papers, Prague University of Economics and Business, vol. 2019(5), pages 532-546.
    9. Khraief, Naceur & Shahbaz, Muhammad & Heshmati, Almas & Azam, Muhammad, 2020. "Are unemployment rates in OECD countries stationary? Evidence from univariate and panel unit root tests," The North American Journal of Economics and Finance, Elsevier, vol. 51(C).
    10. Jun‐De Lee & Chien‐Chiang Lee & Chun‐Ping Chang, 2009. "Hysteresis In Unemployment Revisited: Evidence From Panel Lm Unit Root Tests With Heterogeneous Structural Breaks," Bulletin of Economic Research, Wiley Blackwell, vol. 61(4), pages 325-334, October.
    11. Leon-Ledesma, Miguel A, 2002. "Unemployment Hysteresis in the US States and the EU: A Panel Approach," Bulletin of Economic Research, Wiley Blackwell, vol. 54(2), pages 95-103, April.
    12. Dimitrios Bakas & Yousef Makhlouf, 2020. "Can the insider–outsider theory explain unemployment hysteresis in OECD countries?," Oxford Economic Papers, Oxford University Press, vol. 72(1), pages 149-163.
    13. Hsiu-Yun Lee & Jyh-Lin Wu & Chiung-Hsiang Lin, 2010. "Hysteresis in East Asian unemployment," Applied Economics, Taylor & Francis Journals, vol. 42(7), pages 887-898.
    14. Christos Katris, 2015. "Dynamics of Greece's unemployment rate: effect of the economic crisis and forecasting models," International Journal of Computational Economics and Econometrics, Inderscience Enterprises Ltd, vol. 5(2), pages 127-142.
    15. Russell Smyth, 2003. "Unemployment Hysteresis in Australian States and Territories: Evidence from Panel Data Unit Root Tests," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 36(2), pages 181-192, June.
    16. Suleyman Bolat & Aviral Kumar Tiwari & Ahmet Utku Erdayi, 2014. "Unemployment hysteresis in the Eurozone area: evidences from nonlinear heterogeneous panel unit root test," Applied Economics Letters, Taylor & Francis Journals, vol. 21(8), pages 536-540, May.
    17. Song, Frank M. & Wu, Yangru, 1998. "Hysteresis in unemployment: Evidence from OECD countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 38(2), pages 181-192.
    18. OlaOluwa S. Yaya & Ahamuefula E. Ogbonna & Robert Mudida, 2019. "Hysteresis of unemployment rates in Africa: new findings from Fourier ADF test," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(6), pages 2781-2795, November.
    19. Neudorfer, Peter & Pichelmann, K & Wagner, Michael, 1990. "Hysteresis, Nairu and Long Term Unemployment in Austria," Empirical Economics, Springer, vol. 15(2), pages 217-229.
    20. Mariya Aleksynska & Friederike Eberlein, 2016. "Coverage of employment protection legislation," IZA Journal of Labor Policy, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 5(1), pages 1-20, December.
    21. Asenjo, Antonia. & Pignatti, Clemente., 2019. "Unemployment insurance schemes around the world evidence and policy options," ILO Working Papers 995045193402676, International Labour Organization.
    22. Ebru Çağlayan Akay & Zamira Oskonbaeva & Hoşeng Bülbül, 2020. "What do unit root tests tell us about unemployment hysteresis in transition economies?," Applied Economic Analysis, Emerald Group Publishing Limited, vol. 28(84), pages 221-238, October.
    23. Fumitaka Furuoka, 2017. "A new approach to testing unemployment hysteresis," Empirical Economics, Springer, vol. 53(3), pages 1253-1280, November.
    24. Camarero, Mariam & Tamarit, Cecilio, 2004. "Hysteresis vs. natural rate of unemployment: new evidence for OECD countries," Economics Letters, Elsevier, vol. 84(3), pages 413-417, September.
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    More about this item

    Keywords

    Hysteresis; unemployment rate; neural network; unit root test;
    All these keywords.

    JEL classification:

    • C2 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables

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