Exam 12: Serial Correlation and Heteroskedasticity in Time Series Regressions

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In a model based on a weakly dependent time series with serial correlation and strictly exogenous explanatory variables, _____.

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C

In the presence of heteroskedasticity, the usual OLS estimates of:

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D

Which of the following identifies an advantage of first differencing a time-series?

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A

In the presence of serial correlation:

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​In the time series literature, the serial correlation-robust standard errors are sometimes called:

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​The serial correlation-robust standard errors are typically larger than the usual OLS standard errors when there is serial correlation.

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A smaller standard error means:​

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Consistency of feasible generalized least square estimators requires the error term to be correlated with lags of the explanatory variable.

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Which of the following is the reason why standard errors measured by OLS differ from standard errors measured through Prais-Winsten transformation?

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Which of the following tests can be used to test for heteroskedasticity in a time series?

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In time series regressions, it is advisable to check for serial correlation first, before checking for heteroskedasticity.

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If there is evidence of serial correlation, then FGLS is preferred over OLS because the FGLS estimator is unbiased.

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Which of the following statements is true?

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The equation u2t = The equation u<sup>2</sup>t <sub> </sub>=   <sub>0</sub> +   <sub>1</sub>u<sup>2</sup>t <sub>-</sub> <sub>1</sub> + v<sub>t</sub> is an autoregressive model in _____. 0 + The equation u<sup>2</sup>t <sub> </sub>=   <sub>0</sub> +   <sub>1</sub>u<sup>2</sup>t <sub>-</sub> <sub>1</sub> + v<sub>t</sub> is an autoregressive model in _____. 1u2t - 1 + vt is an autoregressive model in _____.

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The Cochrane-Orcutt and Prais-Winsten methods are iterative methods of feasible generalized least square (FGLS) estimation.

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Durbin's alternative test is valid even if the explanatory variables are strictly exogenous.

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For a given significance level, if the calculated value of the Durbin Watson statistic lies between the lower critical value and the upper critical value, _____.

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When a series is stationary, weakly dependent, and has serial correlation:

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Consistency of FGLS requires:

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Which of the following is a limitation of serial correlation-robust standard errors?

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