Okun’s law – verification using a VAR panel model for Polish voivodeships

Authors

DOI:

https://doi.org/10.15584/nsawg.2023.2.4

Keywords:

unemployment, economic growth, regional analysis, PVAR

Abstract

The aim of the article is to present the results of the author’s own research on the relation known in economics as ‘Okun’s law’. A data panel for 16 Polish voivodeships in the years 1995–2019 was used. A panel vector autoregression (PVAR) model was used as a research tool, which captured, for example, the dynamic nature of the modelled relationship. The generalised method of moments (GMM) was used to estimate the parameters of the model. Then, the orthogonal impulse response functions (IRF) were estimated using the Cholesky decomposition. The decomposition of forecast error in the 10-year horizon was also presented.

Okun’s law assumes a negative relationship between changes in the unemployment rate and the rate of real economic growth. It was originally observed empirically by A. Okun in 1962. The original exchange coefficient was approx. 0.3. This means that each additional percentage of GNP is associated with a decrease in the unemployment rate by approx. 0.3 p.p. The estimates of the impulse response functions presented in the article show the statistical significance of the impact of shocks coming from individual variables. A positive impulse coming from the real GDP growth rate resulted in a decrease in the change of the unemployment rate (and vice versa) compared to the base path. A relatively slow decay of shocks in the model can also be observed. Decomposition of the forecast error shows that approx. 31% of the variability of the changes of the unemployment rate can be explained by the real GDP growth rate. In turn, changes in the unemployment rate are able to explain only about 6% of future rates of real economic growth. 

References

Abrigo, M.R.M., Love, I. (2016). Estimation of panel vector autoregression in Stata. The Stata Journal, 16 (3), 778–804. DOI: 10.1177/1536867X1601600314.

Ball, L.M., Jalles, J.T., Loungani, P. (2015). Do forecasters believe in Okun’s Law? An assessment of unemployment and output forecasts. International Journal of Forecasting, 31 (1), 176–184. DOI: 10.1016/j.ijforecast.2014.03.009.

Baltagi, B.H. (2008). Econometric Analysis of Panel Data. Chichester: Wiley. DOI: 10.1007/978-3-030-53953-5.

Boďa, M., Považanová, M. (2023). How credible are Okun coefficients? The gap version of Okun’s law for G7 economies. Economic Change and Restructuring: Empirical and Policy Research on the Transitional and Emerging Economies, 1, 1–48. DOI: 10.1007/s10644-022-09438-9.

Boubtane, E., Coulibaly, D., Rault, C. (2012). Immigration, Growth and Unemployment: Panel VAR Evidence from OECD Countries. IZA Discussion Paper, 6966, 1–28.

Canova, F., Ciccarelli, M. (2013). Panel vector autoregressive models, a survey. ECB Working Paper Series, 1507, 1–53.

Cháfer, C.M. (2015). An Analysis of the Okun’s Law for the Spanish Provinces. Research Institute of Applied Economics and Regional Quantitative Analysis Research Group Barcelona Working Papers, 1, 1–37.

Charemza, W.W., Deadman, D.F. (1997). Nowa ekonometria. Warszawa: Polskie Wydawnictwo Ekonomiczne.

Economou, A., Psarianos, I.N. (2016). Revisiting Okun’s law in European Union countries. Journal of Economic Studies, 43 (2), 275–287. DOI: 10.1108/JES-05-2013-0063.

Florczak, W. (2011). W kierunku endogenicznego i zrównoważonego rozwoju – perspektywa makroekonomiczna. Łódź: Wydawnictwo Uniwersytetu Łódzkiego.

Gajderowicz, T., Grotkowska, G., Wincenciak, L., Wirtek, E. (2014). Wrażliwość stóp bezrobocia względem wahań PKB w przekroju województw. Ekonomia, 39, 29–58.

Gędek, S., Misiak, T., Mentel, G. (2017). Changes in GDP and the employment and unemployment in the European Union. Transformations in Business & Economics, 16, 42–59.

Gosińska, E., Leszkiewicz-Kędzior, K., Welfe, W. (2013). Szacowanie wielkości nieobserwowalnych w modelu W8D-2010. Acta Universitatis Lodziensis. Folia Oeconomica, 294, 79–94.

GUS. (2022). Bank Danych Lokalnych. Pobrane z: https://bdl.stat.gov.pl/bdl/start (2022.09.03).

Kliber, P. (2017). Prawo Okuna na regionalnych rynkach pracy w Polsce. Przegląd Statystyczny, 64 (1), 41–57. DOI: 10.5604/01.3001.0014.0760.

Klimczak, P., Wronowska, G. (2010). Prawo Okuna w warunkach kryzysu gospodarczego. W: W. Kwiatkowska, E. Kwiatkowski (red.), Wzrost gospodarczy i polityka makroekonomiczna (s. 263–272). Łódź: Wydawnictwo Uniwersytetu Łódzkiego.

Knotek, E.S. (2007). How Useful Is Okun’s Law? Economic Review, 92, 73–103.

Kusideł, E. (2000). Modele wektorowo-autoregresyjne VAR. Metodologia i Zastosowania. Łódź: Wydawnictwo Absolwent.

Lütkepohl, H. (2005). A New Introduction to Multiple Time Series Analysis. Berlin: Springer. DOI: 10.1007/978-3-540-27752-1.

Maqbool, M.S., Mahmood, T., Sattar, A., Bhalli, M.N. (2013). Determinants of Unemployment: Empirical Evidences from Pakistan. Pakistan Economic and Social Review, 51 2), 191–208.

Misiak, T. (2015). Zróżnicowanie współczynnika Okuna ze względu na wiek i płeć bezrobotnych – analiza panelowa dla krajów Unii Europejskiej. Metody Ilościowe w Badaniach Ekonomicznych, XVI/4, 34–43.

Nektarios, A.M. (2019). Examining the stability of Okun’s coefficient. Bulletin of Economic Research, 71 (3), 240–256. DOI: 10.1111/boer.12157.

Okun, A.M. (1962). Potential GNP: Its Measurement and Significance. In Proceedings of the Business and Economic Statistics Section, American Statistical Association, 98–104.

Pastuszka, S., Tokarski, T. (2017). Przestrzenne zróżnicowanie PKB i bezrobocia w Polsce i we Włoszech oraz jego determinanty. Wiadomości Statystyczne, 3 (670), 49–70.

Pipień, M., Roszkowska, S. (2015). Szacunki kwartalnego PKB według województw w Polsce – zastosowanie estymacji funkcji parametrów modelu regresji liniowej. Materiały i Studia NBP, 315, 1–52.

Prachowny, M.F.J. (1993). Okun’s Law: Theoretical Foundations and Revised Estimates. The Review of Economics and Statistics, 75 (2), 331–336. DOI: 10.2307/2109440.

Próchniak, M. (2006). Czynniki wzrostu gospodarczego – wnioski z badań empirycznych. Ekonomista, 3, 305–345.

Rigas, J., Theodosiou, G., Rigas, N., Blanas, G. (2011). The validity of the Okun’s law: an empirical investigation for the Greek economy. Journal of European Economy, 10 (1), 16–38.

van Ours, J.C. (2015). The Great Recession was not so great. Labour Economics, 34, 1–12. DOI: 10.1016/j.labeco.2015.02.001.

Published

2023-06-30

How to Cite

Mowczan, D. (2023). Okun’s law – verification using a VAR panel model for Polish voivodeships. Social Inequalities and Economic Growth, (74), 53–67. https://doi.org/10.15584/nsawg.2023.2.4

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Articles