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Reading 13: Time-Series Analysis - LOS i ~ Q1-4

Q1. Barry Phillips, CFA, has the following time series observations from earliest to latest: (5, 6, 5, 7, 6, 6, 8, 8, 9, 11). Phillips transforms the series so that he will estimate an autoregressive process on the following data (1, -1, 2, -1, 0, 2, 0, 1, 2). The transformation Phillips employed is called:

A)   beta drift.

B)   first differencing.

C)   moving average.

Q2. Barry Phillips, CFA, has estimated an AR(1) relationship (xt = b0 + b1 × xt-1 + et) and got the following result: xt+1 = 0.5 + 1.0xt + et. Phillips should:

A)   not first difference the data because b0 = 0.5 < 1.

B)   first difference the data because b1 = 1.

C)   not first difference the data because b1 b0 = 1.0 0.5 = 0.5 < 1.

Q3. A time series that has a unit root can be transformed into a time series without a unit root through:

A)     calculating moving average of the residuals.

B)     first differencing.

C)     mean reversion.

Q4. Suppose that the following time-series model is found to have a unit root: 

Salest = b0 + b1 Sales t-1+ εt

What is the specification of the model if first differences are used?

A)   Salest = b0 + b1 Sales t-1 + b2 Sales t-2 + εt

B)   Salest = b1 Sales t-1+ εt

C)   (Salest - Salest-1)= b0 + b1 (Sales t-1 - Sales t-2) + εt.

答案和详解如下:

Q1. Barry Phillips, CFA, has the following time series observations from earliest to latest: (5, 6, 5, 7, 6, 6, 8, 8, 9, 11). Phillips transforms the series so that he will estimate an autoregressive process on the following data (1, -1, 2, -1, 0, 2, 0, 1, 2). The transformation Phillips employed is called:

A)   beta drift.

B)   first differencing.

C)   moving average.

Correct answer is B)

Phillips obviously first differenced the data because the 1=6-5, -1=5-6, .... 1 = 9 - 9, 2 = 11 - 9.

Q2. Barry Phillips, CFA, has estimated an AR(1) relationship (xt = b0 + b1 × xt-1 + et) and got the following result: xt+1 = 0.5 + 1.0xt + et. Phillips should:

A)   not first difference the data because b0 = 0.5 < 1.

B)   first difference the data because b1 = 1.

C)   not first difference the data because b1 b0 = 1.0 0.5 = 0.5 < 1.

Correct answer is B)

The condition b1 = 1 means that the series has a unit root and is not stationary. The correct way to transform the data in such an instance is to first difference the data.

Q3. A time series that has a unit root can be transformed into a time series without a unit root through:

A)     calculating moving average of the residuals.

B)     first differencing.

C)     mean reversion.

Correct answer is B)

First differencing a series that has a unit root creates a time series that does not have a unit root.

Q4. Suppose that the following time-series model is found to have a unit root: 

Salest = b0 + b1 Sales t-1+ εt

What is the specification of the model if first differences are used?

A)   Salest = b0 + b1 Sales t-1 + b2 Sales t-2 + εt

B)   Salest = b1 Sales t-1+ εt

C)   (Salest - Salest-1)= b0 + b1 (Sales t-1 - Sales t-2) + εt.

Correct answer is C)

Estimation with first differences requires calculating the change in the variable from period to period.

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