IDEAS home Printed from https://ideas.repec.org/p/eec/wpaper/2405.html
   My bibliography  Save this paper

Introducing sspaneltvp: a code to estimating state-space time varying parameter models in panels. An application to Okun’s law

Author

Listed:
  • Mariam Camarero

    (Economics Department. University Jaume I)

  • Juan Sapena

    (Economics and Business Department. Catholic University of Valencia)

  • Cecilio Tamarit

    (Applied Economics II Department. University of Valencia)

Abstract

This paper introduces a new code that provides researchers with a complete toolbox for estimating state-space time-varying parameter models. Our proposal extends the simple seminal framework into a panel-data one, combining both fixed (either common or countryspecific) and varying components. Under specific conditions, this setting becomes a meanreverting model, where the mean fixed parameter may include a deterministic trend. Regarding the transition equation, we allow for estimating different autoregressive alternatives and control instruments in the transition equation, whose coefficients can be set up either common or idiosyncratic (this is particularly interesting for detecting asymmetries among individuals (countries) to common shocks. Furthermore, the code written in GAUSS allows for introducing restrictions regarding the variances of both the transition and measurement equations. Finally, we perform an empirical application to explore Okun’s Law for a panel of EU peripheral countries during the period 1965-2021.

Suggested Citation

  • Mariam Camarero & Juan Sapena & Cecilio Tamarit, 2024. "Introducing sspaneltvp: a code to estimating state-space time varying parameter models in panels. An application to Okun’s law," Working Papers 2405, Department of Applied Economics II, Universidad de Valencia.
    • Handle: RePEc:eec:wpaper:2405
    as

    Download full text from publisher

    File URL: http://repecsrv.uv.es/paper/RePEc/pdf/eec_2405.pdf
    File Function: First version, 2405
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Gourieroux,Christian & Monfort,Alain, 1997. "Time Series and Dynamic Models," Cambridge Books, Cambridge University Press, number 9780521423083, Enero.
    2. Blanchard, Olivier & Wolfers, Justin, 2000. "The Role of Shocks and Institutions in the Rise of European Unemployment: The Aggregate Evidence," Economic Journal, Royal Economic Society, vol. 110(462), pages 1-33, March.
    3. Laurence Ball & Daniel Leigh & Prakash Loungani, 2017. "Okun's Law: Fit at 50?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 49(7), pages 1413-1441, October.
    4. Mariam Camarero & Juan Sapena & Cecilio Tamarit, 2020. "Modelling Time-Varying Parameters in Panel Data State-Space Frameworks: An Application to the Feldstein–Horioka Puzzle," Computational Economics, Springer;Society for Computational Economics, vol. 56(1), pages 87-114, June.
    5. Broto, Carmen & Pérez-Quirós, Gabriel, 2015. "Disentangling contagion among sovereign CDS spreads during the European debt crisis," Journal of Empirical Finance, Elsevier, vol. 32(C), pages 165-179.
    6. Laurence Ball, 2014. "Long-term damage from the Great Recession in OECD countries," European Journal of Economics and Economic Policies: Intervention, Edward Elgar Publishing, vol. 11(2), pages 149-160, September.
    7. Blanchard, Olivier J. & Summers, Lawrence H., 1987. "Fiscal increasing returns, hysteresis, real wages and unemployment," European Economic Review, Elsevier, vol. 31(3), pages 543-560, April.
    8. Stock, James H & Watson, Mark W, 1996. "Evidence on Structural Instability in Macroeconomic Time Series Relations," Journal of Business & Economic Statistics, American Statistical Association, vol. 14(1), pages 11-30, January.
    9. Dany Lang & Christian de Peretti, 2009. "A strong hysteretic model of Okun's Law: theory and a preliminary investigation," International Review of Applied Economics, Taylor & Francis Journals, vol. 23(4), pages 445-462.
    10. Paramsothy Silvapulle & Imad A. Moosa & Mervyn J. Silvapulle, 2004. "Asymmetry in Okun's law," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 37(2), pages 353-374, May.
    11. Dale T. Mortensen & Christopher A. Pissarides, 1994. "Job Creation and Job Destruction in the Theory of Unemployment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(3), pages 397-415.
    12. S. J. Koopman & J. Durbin, 2003. "Filtering and smoothing of state vector for diffuse state‐space models," Journal of Time Series Analysis, Wiley Blackwell, vol. 24(1), pages 85-98, January.
    13. Paramsothy Silvapulle & Imad Moosa & Mervyn Silvapulle, 2004. "Asymmetry in Okun's law," Canadian Journal of Economics, Canadian Economics Association, vol. 37(2), pages 353-374, May.
    14. Chang-Jin Kim & Charles R. Nelson, 1999. "State-Space Models with Regime Switching: Classical and Gibbs-Sampling Approaches with Applications," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262112388, December.
    Full references (including those not matched with items on IDEAS)

    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. Shabir Mohsin Hashmi & Ali Gul Khushik & Muhammad Akram Gilal & Zhao Yongliang, 2021. "The Impact of GDP and Its Expenditure Components on Unemployment Within BRICS Countries: Evidence of Okun’s Law From Aggregate and Disaggregated Approaches," SAGE Open, , vol. 11(2), pages 21582440211, June.
    2. Bozani, Vasiliki & Drydakis, Nick, 2011. "Studying the NAIRU and its Implications," IZA Discussion Papers 6079, Institute of Labor Economics (IZA).
    3. Giorgio Canarella & Stephen M. Miller, 2017. "Did Okun’s law die after the Great Recession?," Business Economics, Palgrave Macmillan;National Association for Business Economics, vol. 52(4), pages 216-226, October.
    4. Burda Michael C. & Weder Mark, 2002. "Complementarity of Labor Market Institutions, Equilibrium Unemployment and the Propagation of Business Cycles," German Economic Review, De Gruyter, vol. 3(1), pages 1-24, February.
    5. Tom Krebs & Martin Scheffel, 2016. "Labor Market Institutions and the Cost of Recessions," CESifo Working Paper Series 6262, CESifo.
    6. Klinger, Sabine & Weber, Enzo, 2019. "GDP-Employment decoupling and the slow-down of productivity growth in Germany," IAB-Discussion Paper 201912, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    7. Porras-Arena, M. Sylvina & Martín-Román, Ángel L., 2023. "The heterogeneity of Okun's law: A metaregression analysis," Economic Modelling, Elsevier, vol. 128(C).
    8. Elhorst, J. Paul & Emili, Silvia, 2022. "A spatial econometric multivariate model of Okun's law," Regional Science and Urban Economics, Elsevier, vol. 93(C).
    9. Sabine Klinger & Enzo Weber, 2016. "Decomposing Beveridge Curve Dynamics By Correlated Unobserved Components," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 78(6), pages 877-894, December.
    10. Donayre, Luiggi, 2022. "On the behavior of Okun's law across business cycles," Economic Modelling, Elsevier, vol. 112(C).
    11. Klinger, Sabine & Weber, Enzo, 2020. "GDP-employment decoupling in Germany," Structural Change and Economic Dynamics, Elsevier, vol. 52(C), pages 82-98.
    12. Mariam Camarero & Juan Sapena & Cecilio Tamarit, 2020. "Modelling Time-Varying Parameters in Panel Data State-Space Frameworks: An Application to the Feldstein–Horioka Puzzle," Computational Economics, Springer;Society for Computational Economics, vol. 56(1), pages 87-114, June.
    13. Klinger, Sabine & Weber, Enzo, 2015. "GDP-Employment Decoupling and the Productivity Puzzle in Germany," University of Regensburg Working Papers in Business, Economics and Management Information Systems 485, University of Regensburg, Department of Economics.
    14. Gehrke, Britta & Weber, Enzo, 2018. "Identifying asymmetric effects of labor market reforms," European Economic Review, Elsevier, vol. 110(C), pages 18-40.
    15. Fontanari, Claudia & Palumbo, Antonella & Salvatori, Chiara, 2022. "The updated Okun method for estimation of potential output with alternative measures of labor underutilization," Structural Change and Economic Dynamics, Elsevier, vol. 60(C), pages 158-178.
    16. Costas KARFAKIS & Constantinos KATRAKILIDIS & Eftychia TSANANA, 2014. "Does output predict unemployment? A look at Okun's law in Greece," International Labour Review, International Labour Organization, vol. 153(3), pages 421-433, September.
    17. Gabriel J. Felbermayr & Mario Larch & Wolfgang Lechthaler, 2013. "Unemployment in an Interdependent World," American Economic Journal: Economic Policy, American Economic Association, vol. 5(1), pages 262-301, February.
    18. Murtin, Fabrice & de Serres, Alain & Hijzen, Alexander, 2014. "Unemployment and the coverage extension of collective wage agreements," European Economic Review, Elsevier, vol. 71(C), pages 52-66.
    19. Costain, James S. & Reiter, Michael, 2008. "Business cycles, unemployment insurance, and the calibration of matching models," Journal of Economic Dynamics and Control, Elsevier, vol. 32(4), pages 1120-1155, April.
    20. repec:hum:wpaper:sfb649dp2005-034 is not listed on IDEAS
    21. Lastauskas, Povilas & Stakėnas, Julius, 2020. "Labor market reforms and the monetary policy environment," European Economic Review, Elsevier, vol. 128(C).

    More about this item

    Keywords

    State Space models; Kalman Filter; Time-varying parameters; Okun’s law;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • F32 - International Economics - - International Finance - - - Current Account Adjustment; Short-term Capital Movements
    • F36 - International Economics - - International Finance - - - Financial Aspects of Economic Integration

    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:eec:wpaper:2405. 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: Vicente Esteve (email available below). General contact details of provider: https://edirc.repec.org/data/dsvales.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.