Using gret l for Principles of Econometrics, 4th Edition
VECM: Australian and U. S. GDP
You have two difference stationary series that are cointegrated. Consequently, an error correction model of the short-run dynamics can be estimated using least squares. A simple error
and the estimates
AaUst = 0.491706+—0.0987029et_ 1
(8.491) (-2.077)
Ausat = 0.509884 ++0.0302501et_ 1
(10.924) (0.790)
(t-statistics in parentheses)
which are produced using
1 ols diff(aus) const uhat(-1)
2 ols diff(usa) const uhat(-1)
The significant negative coefficient on et-1 indicates that Australian GDP responds to a temporary disequilibrium between the U. S. and Australia.
The U. S. does not appear to respond to a disequilibrium between the two economies; the t-ratio on et-1 is insignificant. These results support the idea that economic conditions in Australia depend on those in the U. S. more than conditions in the U. S. depend on Australia. In a simple model of two economy trade, the U. S. is a large closed economy and Australia is a small open economy.
In appendix 10F of POE4, the authors conduct a Monte Carlo experiment comparing the performance of OLS and TSLS. The basic simulation is based on the model y = x …
The Hausman test probes the consistency of the random effects estimator. The null hypothesis is that these estimates are consistent-that is, that the requirement of orthogonality of the model’s errors …
In this chapter we’ll estimate several models in which the variance of the dependent variable changes over time. These are broadly referred to as ARCH (autoregressive conditional heteroskedas - ticity) …