Omoshoro-Jones, Oyeyinka Sunday (2021): Asymmetry in Okun’s Law Revisited: New evidence on cyclical unemployment–cyclical output trade-off in the Free State Province using NARDL model.
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Abstract
Since 1994, the ineffectiveness of adopted pro-growth policies to reduce the persistently high unemployment rate in the Free State (FS) province has become a conundrum for policymakers, begging the questions: Is Okun’s law that predicts an inverse unemployment-output relationship exists in the FS province? If so, what is the nature of Okun’s relationship? This paper re-examines the asymmetric unemployment–output tradeoff employing the nonlinear autoregressive distributed lag (NARDL) modelling framework. Cyclical components of unemployment and output are generated from annual data covering the period 1994-2019, using Hodrick-Prescott and Corbae-Ouliaris filters. We controlled for structural breaks and performed a sensitivity analysis on the models estimated. Irrespective of the filtering method, our results confirm asymmetric Okun’s relationship among variables in both the long-and-short run. The negative and statistically significant coefficient on changes of the positive cyclical output reveals that a 1% rise in cyclical output could lower cyclical unemployment between –0.87 to –0.70 percentage points, reliant on a sustained economic expansion. Estimated long-run coefficients of changes in the positive cyclical output show that an economic upswing between 1.88% and 2.03% would lower unemployment by 1%, in the FS province, consistent with the accepted 2:1 ratio for Okun’s law in the empirical literature. We also find significant contemporaneous effects of changes in cyclical output on cyclical unemployment, where a 1% increase (decrease) in one-period lagged positive (negative) cyclical output reduces (increases) cyclical unemployment between –0.52 and –0.41 (+0.99 and +0.56) percentages points. The detection of these asymmetries explains the failure of the enacted policies to successfully reduce the prevalent high unemployment rate in the FS province. Based on these findings, some apt remedial actions are suggested to policymakers.
Item Type: | MPRA Paper |
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Original Title: | Asymmetry in Okun’s Law Revisited: New evidence on cyclical unemployment–cyclical output trade-off in the Free State Province using NARDL model. |
Language: | English |
Keywords: | Okun’s Law, cyclical unemployment, cyclical output, NARDL, Free State province |
Subjects: | C - Mathematical and Quantitative Methods > C5 - Econometric Modeling > C51 - Model Construction and Estimation E - Macroeconomics and Monetary Economics > E2 - Consumption, Saving, Production, Investment, Labor Markets, and Informal Economy > E24 - Employment ; Unemployment ; Wages ; Intergenerational Income Distribution ; Aggregate Human Capital ; Aggregate Labor Productivity E - Macroeconomics and Monetary Economics > E3 - Prices, Business Fluctuations, and Cycles > E32 - Business Fluctuations ; Cycles J - Labor and Demographic Economics > J6 - Mobility, Unemployment, Vacancies, and Immigrant Workers > J64 - Unemployment: Models, Duration, Incidence, and Job Search |
Item ID: | 107126 |
Depositing User: | Dr Oyeyinka Sunday Omoshoro-Jones |
Date Deposited: | 11 Apr 2021 17:02 |
Last Modified: | 14 Apr 2021 07:18 |
References: | Adanu, K (2005). A cross-province comparison of Okun’s coefficient for Canada. Applied Economics, 37 (5): 561–570. doi.org/10.1080/0003684042000201848 Altissimo F., & Violante, G.L. (2001). The nonlinear dynamics of output and unemployment in the US. Journal of Applied Economics, 16: 461-486. doi.org/10.1002/jae.599 Apergis, N., & Rezitis, A. (2003). An examination of Okun's law: evidence from regional areas in Greece. Applied Economics, 35 (10): 1147–1151. doi.org/10.1080/0003684032000066787 Attfield, C. L. F., & Silverstone, B. (1998). Okun’s law, cointegration and gap variables. Journal of Macroeconomics, 20(3): 625–637. doi.org/10.1016/S0164-0704(98)00076-7 Ball, L., Daniel, L., & Loungani, P. (2017). Okun’s Law: Fit at 50? Journal of Money, Credit and Banking, 49 (7): 1143–1441. doi.org/10.1111/jmcb.12420 Banerjee, A., R. Lumsdaine, L.R., & Stock, J. H. (1992). Recursive and sequential tests of the unit root and trend break hypotheses: theory and international evidence. Journal of Business and Economic Statistics, 10: 271-287. Blanchard, O. (1999) Macroeconomics, 2nd Ed. Prentice-Hall International. Blanchard, O., & Summers, L. H. (1986). Hysteresis and the European unemployment problem, MIT Press, Cambridge Mass. Cleveland, R.B., Cleveland, W.S., McRae, J. E., & Terpenning, I. J. (1990). STL: A seasonal-trend decomposition procedure based on loess. Journal of Official Statistics, 6(1), 3–73. Cogley, T., & Nason, J.M. (1995). Effects of the Hodrick-Prescott filter on trend and difference stationary time series: implications for business cycle research. Journal of Economic Dynamics and Control, 19: 253-78. doi.org/10.1016/0165-1889(93)00781-X Corbae and Ouliaris (2006). Extracting cycles from nonstationary data, econometric theory and practice: frontiers of analysis and applied research. In P. Corbae, B. Hansen., & S. Durlauf (eds.)., Essays in Honor of Peter C.B. Phillips (pp.167-177). Corbae, P. D., Ouliaris, S., & Phillips, P. C. B. (2002). Band spectral regression with trending data, Econometrica, 70: 1067–1109.Available at https://www.jstor.org/stable/2692308 Crespo-Cauresma, J., (2003), Revisiting Okun’s law: a piecewise-linear approach. Oxford Bulletin of Economics and Statistics, 65: 439-451. doi.org/10.1111/j.1467-9957.2005.00466.x Dixon, R., Lim, G., & Van Ours, J. (2017). Revisiting the Okun’s relationship. Applied Economics, 49(28): 2749-2765. doi.org/10.1080/00036846.2016.1245846 Durech, R., Minea, A., Mustea, L., & Slusna, L. (2014). Regional evidence on Okun's Law in Czech Republic and Slovakia. Economic Modelling, 42: 57–65. Elliott, G., Rothenberg, T. J., & Stock, J. (1996). Efficient tests for an autoregressive unit root. Econometrica, 64: 813–36. doi.org/10.2307/2171846 Freeman, D. (2000). A regional test of Okun’s law. International Advances in Economic Research, 6(3): 557–570. Geldenhuys, J., Marnikov, M., (2007). Cyclical unemployment and cyclical output: an estimation of Okun’s coefficient for South Africa. South African Journal of Economics, 75(3): 373-390. Granger, C.W.J., & Yoon, G. (2002). Hidden cointegration. University of California, Mimeo, San Diego. Available at http://repec.org/res2002/Granger.pdf Gordon, R.J. (1984). Unemployment and potential output in the 1980’s. Brookings Papers on Economic Activity, 2:537-564. Gordon, Robert J. (1998). Macroeconomics. New York: Harper Collins. Gordon, Robert J. (2010). Okun’s law and productivity innovations. American Economic Review, 100 (2): 11–15. DOI: 10.1257/aer.100.2.11 Guisinger, A.Y., Hernandez-Murillob, R., Owyang, M.T., & Sinclair, T.M. (2018). A state-level analysis of Okun's law. Regional Science and Urban Economics, 68: 239–248. Gumata, N., & Ndou, E (2019). What Is the Nature of the Output-Employment-Unemployment Nexus in South Africa? Evidence from Various Approaches to Okun’s Law. In N. Gumata, E. Ndou (eds.), Accelerated Land Reform, Mining, Growth, Unemployment and Inequality in South Africa: A Case for Bold Supply Side Policy Interventions (Chp.8, pp.163-183). Palgrave, Macmillan. ISBN: 978-3-030-30884-1 Hamilton, J. D. (2018). Why you should never use the Hodrick-Prescott filter. The Review of Economics and Statistics, 100(5): 831-843. doi.org/10.1162/rest_a_00706 Harris, R., & Silverstone, B. (2001). Testing for asymmetry in Okun’s law: a cross-country comparison. Economics Bulletin, 5: 1–13. Harvey, A. C., & Jaeger, A. (1993). Detrending, stylized facts and the business cycle. Journal of Applied Econometrics, 8: 231–247. Doi.org/10.1002/jae.3950080302 Hodrick, R., & Prescott, E.C (1997). Post-War U.S. business cycles: An empirical investigation. Carnegie-Mellon University, 1980. Mimeo. Holmes, M.J., & Silvertone, B (2006). Okun’s law, asymmetries and jobless recoveries in the United States: A Markov-switching. Economics Letters, 92: 293–299. Huang, H.-C., & Lin, S.-C. (2006). A flexible nonlinear inference to Okun’s relationship. Applied Economics Letters, 13(5): 325-331. doi.org/10.1080/13504850500398625 Huang, H.-C., & C.-C, Yeh. (2013). Okun’s law in panels of countries and states. Applied Economics, 45:191–199. doi.org/10.1080/00036846.2011.597725 IHS Markit Regional eXplorer (2020). Database. Jalles, J.T. (2019). On the time-varying relationship between unemployment and output: what shapes it? Scottish Journal of Political Economy, 66 (5): 605-630. doi.org/10.1111/sjpe.12200 Johansen, S. (1995). Likelihood-based inference in cointegrated vector autoregressive models. In S. Johansen (ed.)., Advanced Texts in Econometrics. ISBN-13: 9780198774501. Oxford University Press. doi:10.1093/0198774508.001.0001 Kavase, K., & Phiri, A. (2020). A provincial perspective of nonlinear Okun’s Law for emerging markets: The case of South Africa. Studia Universitatis “Vasile Goldis” Arad. Economics Series, 30 (3): 59-76. doi.org/10.2478/sues-2020-0017 King, R. G., & Rebelo, S.T (1993). Low frequency filtering and real business cycles. Journal of Economic Dynamics and Control, 17: 207-232. doi.org/10.1016/S0165-1889 (06)80010-2 Knotek, E (2007). How useful is Okun’s law? Economic Review, 4:73–103. Lee, J. (2000). The robustness of Okun’s law: evidence from OECD countries. Journal of Macroeconomics, 22 (2): 331–356. doi.org/10.1016/S0164-0704(00)00135-X Leshoro, T. L. (2013). Does economic growth lead to employment in South Africa? Journal of Economics and Behavioral Studies, 5(6): 336-345. Mankiw, G.N. (1994). Macroeconomics. Worth Publishers: New York. Mazorodze, B.T., & Siddiq, N (2018). On the unemployment–output relation in South Africa: a non-linear ARDL approach. Journal of Economics and Behavioral Studies, 10(5): 167-178. Moosa, I. (1997). A cross country comparison of Okun’s coefficient. Journal of Comparative Economics, 24 (3): 335–356. doi.org/10.1006/jcec.1997.1433 Moosa, I. (2008). Economic growth and unemployment in Arab countries: Is Okun’s law valid? Journal of Development and Economic Policies, 10(2): 5-24. Narayan, P.K., & Symth, R. (2006). What determines migration flows from low-income to high-income countries? An empirical investigation of FIJI–U.S. migration 1972–2001. Contemporary Economic Policy, 24(2): 332–342. doi.org/10.1093/cep/byj019 NDP (2012). National Development Plan 2030. The Presidency, National Planning Commission. South Africa, Pretoria. Available at https://www.gov.za/issues/national-development-plan-2030# Neftci, S.N. (1984). Are economic time series asymmetric over the business cycle? Journal of Political Economy, 92:307–318. doi.org/10.1086/261226 NGP (2011). New Growth Path Framework. National Department of Economic Development. South Africa, Pretoria. Available at http://www.economic.gov.za/communications/publications/new-growth-path-series Okun, A. (1962). Potential GNP: Its measurement and its significance. American Statistical Association, Proceedings of the Business and Economics Section, 98-103. Owyang, M. T. & Sekhposyan, T. (2012). Okun’s law over the business cycle: was the great recession all that different? Federal Reserve Bank of St. Louis Review, 94(September/October 2012):399-418. https://files.stlouisfed.org/files/htdocs/publications/review/12/09/399-418Owyang_rev.pdf Palley, T.I. (1993). Okun's Law and the asymmetric and changing cyclical behaviour of the USA economy. International Review of Applied Economics, 7 (2): 144-162. Perron, P. (1989). The great crash, the oil price shock, and the unit root hypothesis. Econometrica, 57 (6):1361-402. doi.org/10.2307/1913712 Perron, P., & Vogelsang, T.J. (1992). Nonstationary and level shifts with an application to purchasing power parity. Journal of Business & Economic Statistics, 10(3):301–320. Pesaran, M., Shin, Y., & Smith, R. (2001). Bounds testing approaches to the analysis of level relationships. Journal of Applied Econometrics, 16(3): 289-326. doi.org/10.1002/jae.616 Phillips, P.C.B., & Jin, S. (2020). Business cycles, trend elimination, and the HP filter. International Economic Review. 1-86. doi:10.1111/iere.12494 Phiri, A., (2015), Nonlinear cointegration between unemployment and economic growth in South Africa. Managing Global Transitions, 12(4): 303-324. Available at: Prachowny, M. F. J. (1993). Okun’s law: theoretical foundations and revised estimates. Review of Economics and Statistics, 75 (2): 331–336. Ramsey, J.B (1970). Models, specification error and inference: a discussion of some problems in econometric methodology. Bulletin of the Oxford University Institute of Economics & Statistics, 32(4): 301–318. doi.org/10.1111/j.1468-0084.1970.mp32004002.x Ravn, M., & Uhlig, H. (2002). On adjusting the Hodrick- Prescott filter for the frequency of observations. Review of Economics and Statistics, 84 (2): 371-376. Sere, K.A. & Tchereni, B.H.M. (2020). Nonlinear modelling of economic growth and unemployment in South Africa. Œconomica, 16 (6):273-282. ISSN: 2065-0175. Shin, Y., Yu, B., & Greenwood-Nimmo, M. (2014). Modelling asymmetric cointegration and dynamic multipliers in a nonlinear ARDL framework. In R. Sickels, & W. Horace (eds.), Festschrift in honor of Peter Schmidt: Econometric Methods and Applications (Chp.9: 281-314). Springer Silvapulle, P., & Moosa, I., & Silvapulle. M (2004). Asymmetry in Okun’s Law. The Canadian Journal of Economics, 37 (2): 353–374. Available at https://www.jstor.org/stable/3696151 Sögner, L., & Stiassny, A. (2002). An analysis of the structural stability of Okun’s law: a cross-country study. Applied Economics Letters, 14: 1775–1787. Sögner, L., (2001). ‘Okun’s law: Does the Austrian unemployment–GDP relationship exhibit structural breaks? Empirical Economics, 26: 553–564. doi.org/10.1007/s001810000070 Statistics South Africa (2019). Labour Market Dynamics in South Africa, 2019. Pretoria: South Africa. Available at http://www.statssa.gov.za/?page_id=1854&PPN=Report-02-11-02 Statistics South Africa (2020). Quarterly Labour Force Survey. Pretoria: South Africa. Available at http://www.statssa.gov.za/?page_id=1854&PPN=P0211 Tang, B., & Bethencourt, C (2017). Asymmetric unemployment-output tradeoff in the Eurozone. Journal of Policy Modeling, 39(3): 461–481. doi.org/10.1016/j.jpolmod.2017.01.003 The Presidency. (2006). Accelerated and Shared Growth Initiative – South Africa (ASGISA): A Summary. Available at http://www.info.gov.za/asgisa/asgisadoc.pdf The Presidency (2007). Joint Initiative on Priority Skills Acquisition (JIPSA). Pretoria: South Africa. Available at http://www.thepresidency.gov.za/report-type/jipsa?page=121 Valadkhani, A., & Smyth, R (2015). Switching and asymmetric behaviour of the Okun coefficient in the US: evidence for the 1948–2015 period. Economic Modelling, 50: 281–290. doi.org/10.1016/j.econmod.2015.07.001 Villaverde, J., & Maza, A. (2009). The robustness of Okun’s law in Spain, 1980–2004: regional evidence. Journal of Policy Modeling, 31(2): 289–297. doi.org/10.1016/j.jpolmod.2008.09.003 Viren, M. (2001). The Okun curve is nonlinear. Economic Letters, 70:253-257. doi.org/10.1016/S0165-1765(00)00370-0 Vogelsang, T.J., & Perron, P. (1998). Additional tests for a unit root allowing for a break in the trend function at an unknown time. International Economic Review, 39(4):1073-1100. doi.org/10.2307/2527353 Weber, C. E. (1995). Cyclical output, cyclical unemployment, and Okun’s coefficient: a new approach. Journal of Applied Econometrics, 19:433-455. doi.org/10.1002/jae.3950100407 Zivot, E., & Andrews, D. W. K. (1992). Further evidence on the great crash, the oil price shock, and the unit root hypothesis. Journal of Business and Economic Statistics, 10: 251-270. doi.org/10.2307/1391541 |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/107126 |