Modeling nonlinear Granger causality between the oil price and U.S. dollar: A wavelet based approach
In this paper, we use a wavelet approach to study the linear and nonlinear Granger causality between the real oil price and the real effective U.S. Dollar exchange rate. Instead of analyzing the time series at their original level, as it is usually done, we first decompose the two macroeconomic variables at various scales of resolution using wavelet decomposition and then we study the relationships among the decomposed series on a scale by scale basis. A major finding of this paper is that the linear and nonlinear causal relationships between the real oil price and the real effective U.S. Dollar exchange rate vary over frequency bands as it depends on the time scales. Indeed, there is a strong bidirectional causal relationship between the real oil price and the real dollar exchange rate for large time horizons, i.e. corresponding to fundamentalist traders, especially fund managers and institutional investors. But, for the first frequency band which corresponds to a class of traders whom investment horizon is about 3-months and whom trading is principally speculative (noise traders), the causality runs only from the real oil prices to real effective U.S dollar exchange rate.
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- Granger, C. W. J., 1980. "Testing for causality : A personal viewpoint," Journal of Economic Dynamics and Control, Elsevier, vol. 2(1), pages 329-352, May.
- Péguin-Feissolle, Anne & Strikholm, Birgit & Teräsvirta, Timo, 2007.
"Testing the Granger noncausality hypothesis in stationary nonlinear models of unknown functional form,"
SSE/EFI Working Paper Series in Economics and Finance
672, Stockholm School of Economics, revised 18 Jan 2012.
- Anne Péguin-Feissolle & Birgit Strikholm & Timo Teräsvirta, 2008. "Testing the Granger noncausality hypothesis in stationary nonlinear models of unknown functional form," CREATES Research Papers 2008-19, Department of Economics and Business Economics, Aarhus University.
- Dibooglu, Selahattin, 1996.
"Real disturbances, relative prices and purchasing power parity,"
Journal of Macroeconomics,
Elsevier, vol. 18(1), pages 69-87.
- Selahattin Dibooglu, 1995. "Real Disturbances, Relative Prices, and Purchasing Power Parity," International Finance 9502002, EconWPA.
- Ramazan Gencay & Faruk Selcuk, 2004.
"Asymmetry of Information Flow Between Volatilities Across Time Scales,"
Econometric Society 2004 North American Winter Meetings
90, Econometric Society.
- Ramazan Gencay & Nikola Gradojevic & Faruk Selcuk & Brandon Whitcher, 2010. "Asymmetry of information flow between volatilities across time scales," Quantitative Finance, Taylor & Francis Journals, vol. 10(8), pages 895-915.
- Ramazan Gencay & Nikola Gradojevic & Faruk Selcuk & Brandon Whitcher, 2009. "Asymmetry of Information Flow Between Volatilities Across Time Scales," Working Paper Series 27_09, The Rimini Centre for Economic Analysis.
- Robert A. Amano & Simon van Norden, 1995.
"Exchange Rates and Oil Prices,"
- Alexis Penot & Agnès Bénassy-Quéré & Valérie Mignon, 2007.
"China and the relationship between the oil price and the dollar,"
- Benassy-Quere, Agnes & Mignon, Valerie & Penot, Alexis, 2007. "China and the relationship between the oil price and the dollar," Energy Policy, Elsevier, vol. 35(11), pages 5795-5805, November.
- Agnès Bénassy-Quéré & Valérie Mignon & Alexis Penot, 2005. "China and the Relationship Between the Oil Price and the Dollar," Working Papers 2005-16, CEPII research center.
- Agnès Bénassy-Quéré & Valérie Mignon, 2008. "China and the relationship between the oil price and the dollar," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-00634796, HAL.
- Crowley, Patrick M., 2010. "Long cycles in growth : explorations using new frequency domain techniques with US data," Research Discussion Papers 6/2010, Bank of Finland.
- Ramsey, James B. & Lampart, Camille, 1998. "Decomposition Of Economic Relationships By Timescale Using Wavelets," Macroeconomic Dynamics, Cambridge University Press, vol. 2(01), pages 49-71, March.
- Gillman, Max & Nakov, Anton, 2008.
"Monetary Effects on Nominal Oil Prices,"
Cardiff Economics Working Papers
E2008/15, Cardiff University, Cardiff Business School, Economics Section, revised Nov 2009.
- Gillman, Max & Nakov, Anton, 2009. "Monetary effects on nominal oil prices," The North American Journal of Economics and Finance, Elsevier, vol. 20(3), pages 239-254, December.
- Cifter, Atilla & Ozun, Alper, 2007. "Multi-scale Causality between Energy Consumption and GNP in Emerging Markets: Evidence from Turkey," MPRA Paper 2483, University Library of Munich, Germany.
- Hiemstra Craig & Kramer Charles, 1997. "Nonlinearity and Endogeneity in Macro-Asset Pricing," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 2(3), pages 1-18, October.
- Li, Jing, 2006. "Testing Granger Causality in the presence of threshold effects," International Journal of Forecasting, Elsevier, vol. 22(4), pages 771-780.
- Burbidge, John & Harrison, Alan, 1984.
"Testing for the Effects of Oil-Price Rises Using Vector Autoregressions,"
International Economic Review,
Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 25(2), pages 459-84, June.
- John Burbidge & Alan Harrison, 1982. "Testing for the Effects of Oil-Price Rises Using Vector Autoregressions," School of Economics Working Papers 1982-01, University of Adelaide, School of Economics.
- Yue-Jun Zhang & Yi-Ming Wei, 2009.
"The crude oil market and the gold market: Evidence for cointegration, causality and price discovery,"
CEEP-BIT Working Papers
5, Center for Energy and Environmental Policy Research (CEEP), Beijing Institute of Technology.
- Zhang, Yue-Jun & Wei, Yi-Ming, 2010. "The crude oil market and the gold market: Evidence for cointegration, causality and price discovery," Resources Policy, Elsevier, vol. 35(3), pages 168-177, September.
- Sadorsky, Perry, 2000. "The empirical relationship between energy futures prices and exchange rates," Energy Economics, Elsevier, vol. 22(2), pages 253-266, April.
- Zhang, Yue-Jun & Fan, Ying & Tsai, Hsien-Tang & Wei, Yi-Ming, 2008. "Spillover effect of US dollar exchange rate on oil prices," Journal of Policy Modeling, Elsevier, vol. 30(6), pages 973-991.
- Lee, Tae-Hwy & White, Halbert & Granger, Clive W. J., 1993.
"Testing for neglected nonlinearity in time series models : A comparison of neural network methods and alternative tests,"
Journal of Econometrics,
Elsevier, vol. 56(3), pages 269-290, April.
- Tom Doan, . "REGWHITENNTEST: RATS procedure to perform White neural network test on regression," Statistical Software Components RTS00183, Boston College Department of Economics.
- Tom Doan, . "REGRESET: RATS procedure to perform Ramsey RESET test on regression," Statistical Software Components RTS00181, Boston College Department of Economics.
- Robert A. Amano & Simon van Norden, 1995.
"Oil Prices and the Rise and Fall of the U.S. Real Exchange Rate,"
- Amano, R. A. & van Norden, S., 1998. "Oil prices and the rise and fall of the US real exchange rate," Journal of International Money and Finance, Elsevier, vol. 17(2), pages 299-316, April.
- Abdullah Almasri & Ghazi Shukur, 2003. "An illustration of the causality relation between government spending and revenue using wavelet analysis on Finnish data," Journal of Applied Statistics, Taylor & Francis Journals, vol. 30(5), pages 571-584.
- Golub, Stephen S, 1983. "Oil Prices and Exchange Rates," Economic Journal, Royal Economic Society, vol. 93(371), pages 576-93, September.
- Hiemstra, Craig & Jones, Jonathan D, 1994. " Testing for Linear and Nonlinear Granger Causality in the Stock Price-Volume Relation," Journal of Finance, American Finance Association, vol. 49(5), pages 1639-64, December.
- Hamilton, James D, 1983. "Oil and the Macroeconomy since World War II," Journal of Political Economy, University of Chicago Press, vol. 91(2), pages 228-48, April.
- Bell, David & Kay, Jim & Malley, Jim, 1996. "A non-parametric approach to non-linear causality testing," Economics Letters, Elsevier, vol. 51(1), pages 7-18, April.
- Paul R. Krugman, 1980. "Oil and the Dollar," NBER Working Papers 0554, National Bureau of Economic Research, Inc.
- Clive, W.J. & Lin, Jin-Lung, 1995. "Causality in the Long Run," Econometric Theory, Cambridge University Press, vol. 11(03), pages 530-536, June.
- Chen, Shiu-Sheng & Chen, Hung-Chyn, 2007. "Oil prices and real exchange rates," Energy Economics, Elsevier, vol. 29(3), pages 390-404, May.
- François Benhmad, 2011. "A wavelet analysis of oil price volatility dynamic," Economics Bulletin, AccessEcon, vol. 31(1), pages 792-806.
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