Exam 15: Estimation of Dynamic Causal Effects

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When Xt is strictly exogenous,the following estimator(s)of dynamic causal effects are available:

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Your textbook used a distributed lag model with only current and past values of Xt-1 coupled with an AR(1)error model to derive a quasi-difference model,where the error term was uncorrelated. (a)Instead use a static model Yt = β0 + β1Xt + ut here,where the error term follows an AR(1).Derive the quasi difference form.Explain why in the case of the infeasible GLS estimators you could easily estimate the βs by OLS. (b)Since φ1 (the autocorrelation parameter for ut)is unknown,describe the Cochrane-Orcutt estimation procedure. (c)Explain how the iterated Cochrane-Orcutt estimator works in this situation.Iterations stop when there is "convergence" in the estimates.What do you think is meant by that? (d)Your textbook has pointed out that the iterated Cochrane-Orcutt GLS estimator is in fact the nonlinear least squares estimator of the model.Given that -1 < φ1 < 1,suggest a "grid search" or some strategy to "nail down" the value of Your textbook used a distributed lag model with only current and past values of Xt-1 coupled with an AR(1)error model to derive a quasi-difference model,where the error term was uncorrelated. (a)Instead use a static model Yt = β0 + β1Xt + ut here,where the error term follows an AR(1).Derive the quasi difference form.Explain why in the case of the infeasible GLS estimators you could easily estimate the βs by OLS. (b)Since φ1 (the autocorrelation parameter for ut)is unknown,describe the Cochrane-Orcutt estimation procedure. (c)Explain how the iterated Cochrane-Orcutt estimator works in this situation.Iterations stop when there is convergence in the estimates.What do you think is meant by that? (d)Your textbook has pointed out that the iterated Cochrane-Orcutt GLS estimator is in fact the nonlinear least squares estimator of the model.Given that -1 < φ1 < 1,suggest a grid search or some strategy to nail down the value of   1 which minimizes the sum of squared residuals.This is the so-called Hildreth-Lu method. 1 which minimizes the sum of squared residuals.This is the so-called Hildreth-Lu method.

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The Cochrane-Orcutt iterative method is

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The interpretation of the coefficients in a distributed lag regression as causal dynamic effects hinges on

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GLS

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The concepts of exogeneity,strict exogeneity,and predeterminedness

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A seasonal binary (or indicator or dummy)variable,in the case of monthly data,

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The 95% confidence interval for the dynamic multipliers should be computed by using the estimated coefficient ±

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GLS is consistent and BLUE if

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In time series,the definition of causal effects

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