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Consider the Following Model Yt = β0 XteX _ { t } ^ { e }

question 32

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Consider the following model Yt = β0 + XteX _ { t } ^ { e } + ut where the superscript "e" indicates expected values. This may represent an example where consumption depends on expected, or "permanent," income. Furthermore, let expected income be formed as follows: XteX _ { t } ^ { e } = xt1ex _ { t - 1 } ^ { e } + λ(Xt - xt1ex _ { t - 1 } ^ { e } ); 0 < λ < 1
(a)In the above expectation formation hypothesis, expectations are formed at the end of the period, say the 31st of December, if you had annual data. Give an intuitive explanation for this process.
(b)Rewrite the expectations equation in the following form: XteX _ { t } ^ { e } = (1 - λ)
xt1ex _ { t - 1 } ^ { e } + λXt
Next, following the method used in your textbook, lag both sides of the equation and replace xt1ex _ { t - 1 } ^ { e } Repeat this process by repeatedly substituting expression for xt2ex _ { t - 2 } ^ { e } , xt3ex _ { t - 3 } ^ { e } , and so forth. Show that this results in the following equation: XteX _ { t } ^ { e } = λXt + λ(1-λ)Xt-1 + λ(1- λ)2 Xt-2 + ... + λ(1- λ)n Xt-n + (1 - λ)n+1
Xt+1eX _ { t + 1 } ^ { e } Explain why it is reasonable to drop the last right hand side term as n becomes large.
(c)Substitute the above expression into the original model that related Y to XteX _ { t } ^ { e } Although you now have right hand side variables that are all observable, what do you perceive as a potential problem here if you wanted to estimate this distributed lag model without further restrictions?
(d)Lag both sides of the equation, multiply through by (1- λ), and subtract this equation from the equation found in (c). This is called a "Koyck transformation." What does the resulting equation look like? What is the error process? What is the impact effect (zero-period dynamic multiplier)of a unit change in X, and how does it differ from long run cumulative dynamic multiplier?


Definitions:

Timed Interrupts

Hardware or software signals that interrupt the normal flow of the execution of a program at specified intervals, to perform a task or manage resources.

Programs Execute

The process by which computer programs or software instructions are carried out by the hardware, performing defined tasks.

Controller Organizer

A component or software in control systems that manages the execution of control tasks and the organization of control programs.

Task

A specific piece of work or duty to be done, often referring to a process or activity in a computing or work environment.

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