Comparing alternative tests of causality in temporal systems: Analytic results and experimental evidence☆

Abstract This paper discusses eight alternative tests of the absence of casual ordering, all of which are asymptotically valid under the null hypothesis in the sense that their limiting size is known. Their behavior under alternatives is compared analytically using the concept of approximate slope, and these results are supported by the outcomes of Monte Carlo experiments. The implications of these comparisons for applied work are unambiguous: Wald variants of a test attributed to Granger, and a lagged dependent variable version of Sim's test introduced in this paper, are equivalent in all relevant respects and are preferred to the other tests discussed.

[1]  Larry D. Haugh,et al.  Causality in temporal systems: Characterization and a survey , 1977 .

[2]  John Geweke,et al.  A Comparison of Tests of the Independence of Two Covariance-Stationary Time Series , 1981 .

[3]  M. E. Muller,et al.  A Note on the Generation of Random Normal Deviates , 1958 .

[4]  Thomas J. Sargent,et al.  A Classical Macroeconometric Model for the United States , 1976, Journal of Political Economy.

[5]  Ernst R. Berndt,et al.  CONFLICT AMONG CRITERIA FOR TESTING HYPOTHESES IN THE MULTIVARIATE LINEAR REGRESSION MODEL , 1977 .

[6]  Trevor Breusch,et al.  Conflict among Criteria for Testing Hypotheses: Extensions and Comments , 1979 .

[7]  John Geweke,et al.  THE APPROXIMATE SLOPES OF ECONOMETRIC TESTS , 1981 .

[8]  C. Sims Money, Income, and Causality , 1972 .

[9]  T. Amemiya Generalized Least Squares with an Estimated Autocovariance Matrix , 1973 .

[10]  Jan Kmenta,et al.  A General Procedure for Obtaining Maximum Likelihood Estimates in Generalized Regression Models , 1974 .

[11]  C. Granger Investigating Causal Relations by Econometric Models and Cross-Spectral Methods , 1969 .

[12]  R. R. Bahadur Stochastic comparison of tests , 1960 .

[13]  A. Wald Tests of statistical hypotheses concerning several parameters when the number of observations is large , 1943 .

[14]  S. D. Silvey,et al.  The Lagrangian Multiplier Test , 1959 .

[15]  John Geweke,et al.  Testing the exogeneity specification in the complete dynamic simultaneous equation model , 1978 .