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Tests for causality between integrated variables using asymptotic and bootstrap distributions: theory and application

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Author Info
R. Scott Hacker
Abdulnasser Hatemi-J

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Abstract

Causality tests in the Granger's sense are increasingly applied in empirical research. Since the unit root revolution in time-series analysis, several modifications of tests for causality have been introduced in the literature. One of the recent developments is the Toda--Yamamoto modified Wald (MWALD) test, which is attractive due to its simple application, its absence of pre-testing distortions, and its basis on a standard asymptotical distribution irrespective of the number of unit roots and the cointegrating properties of the data. This study investigates the size properties of the MWALD test and finds that in small sample sizes this test performs poorly on those properties when using its asymptotical distribution, the chi-square. It is suggested that use be made of a leveraged bootstrap distribution to lower the size distortions. Monte Carlo simulation results show that an MWALD test based on a bootstrap distribution has much smaller size distortions than corresponding cases when the asymptotic distribution is used. These results hold for different sample sizes, integration orders, and error term processes (homoscedastic or ARCH). This new method is applied to the testing of the efficient market hypothesis.

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Publisher Info
Article provided by Taylor and Francis Journals in its journal Applied Economics.

Volume (Year): 38 (2006)
Issue (Month): 13 (July)
Pages: 1489-1500
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Handle: RePEc:taf:applec:v:38:y:2006:i:13:p:1489-1500

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. Abdulnasser Hatemi-J & Manuchehr Irandoust, 2006. "A bootstrap-corrected causality test: another look at the money–income relationship," Empirical Economics, Springer, vol. 31(1), pages 207-216, March. [Downloadable!] (restricted)
  2. Abdulnasser Hatemi-J & Eduardo Roca, 2004. "An examination of the equity market price linkage between Australia and the European Union using leveraged bootstrap method," European Journal of Finance, Taylor and Francis Journals, vol. 10(6), pages 475-488, December. [Downloadable!] (restricted)
  3. Jurgen A Doornik & Henrik Hansen, . "An omnibus test for univariate and multivariate normalit," Economics Papers W4&91., Economics Group, Nuffield College, University of Oxford. [Downloadable!]
  4. Juan J. DOLADO & Helmut LUETKEPOHL, . "Making Wald Tests Work for Cointegrated Var Systems," Sonderforschungsbereich 373 1994-44, Humboldt Universitaet Berlin.
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  5. Hatemi-J, Abdulnasser, 2004. "Multivariate tests for autocorrelation in the stable and unstable VAR models," Economic Modelling, Elsevier, vol. 21(4), pages 661-683, July. [Downloadable!] (restricted)
  6. Perron, P, 1988. "The Great Crash, The Oil Price Shock And The Unit Root Hypothesis," Papers 338, Princeton, Department of Economics - Econometric Research Program.
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  7. Hecq, Alain, 1996. "IGARCH Effect on Autoregressive Lag Length Selection and Causality Tests," Applied Economics Letters, Taylor and Francis Journals, vol. 3(5), pages 317-23, May. [Downloadable!] (restricted)
  8. Abdulnasser Hatemi-J & Eduardo Roca, 2005. "Exchange rates and stock prices interaction during good and bad times: evidence from the ASEAN4 countries," Applied Financial Economics, Taylor and Francis Journals, vol. 15(8), pages 539-546, May. [Downloadable!] (restricted)
  9. R. Scott Hacker & Abdulnasser Hatemi-J, 2005. "A test for multivariate ARCH effects," Applied Economics Letters, Taylor and Francis Journals, vol. 12(7), pages 411-417, June. [Downloadable!] (restricted)
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Lokman Gunduz & Abdulnasser Hatemi-J, 2005. "Is the tourism-led growth hypothesis valid for Turkey?," Applied Economics Letters, Taylor and Francis Journals, vol. 12(8), pages 499-504, June. [Downloadable!] (restricted)
  2. Abdulnasser Hatemi-J & Eduardo Roca, 2005. "Exchange rates and stock prices interaction during good and bad times: evidence from the ASEAN4 countries," Applied Financial Economics, Taylor and Francis Journals, vol. 15(8), pages 539-546, May. [Downloadable!] (restricted)
  3. Hatemi, A. & Irandoust, M., 2005. "Energy Consumption and Economic Growth in Sweden: A Leveraged Bootstrap Approach, 1965-2000," International Journal of Applied Econometrics and Quantitative Studies, Euro-American Association of Economic Development, vol. 2(4), pages 87-98. [Downloadable!]
  4. Abdulnasser Hatemi-J & Eduardo Roca, 2004. "An examination of the equity market price linkage between Australia and the European Union using leveraged bootstrap method," European Journal of Finance, Taylor and Francis Journals, vol. 10(6), pages 475-488, December. [Downloadable!] (restricted)
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