The McGraw-Hill Series Economics essentials of economics brue, McConnell, and Flynn Essentials of Economics


Part One Single-Equation Regression Models Questions



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Part One
Single-Equation Regression Models
Questions
6.1. Consider the regression model
y
i
=
β
1
+
β
2
x
i
+
u
i
where 
y
i
=
(
Y
i
− ¯
Y
) and
x
i
=
(
X
i
− ¯
X
)
.
In this case, the regression line must pass
through the origin. True or false? Show your calculations.
6.2. The following regression results were based on monthly data over the period January
1978 to December 1987:
ˆ
Y
t
=
0.00681

0.75815
X
t
se
=
(0.02596)
(0.27009)
t
=
(0.26229)
(2.80700)
p
value
=
(0.7984)
(0.0186)
r
2
=
0.4406
ˆ
Y
t
=
0.76214
X
t
se
=
(0.265799)
t
=
(2.95408)
p
value
=
(0.0131)
r
2
=
0.43684
where 
Y
=
monthly rate of return on Texaco common stock, %, and 
X
=
monthly
market rate of return,%.
*
a.
What is the difference between the two regression models?
b.
Given the preceding results, would you retain the intercept term in the first
model? Why or why not?
c.
How would you interpret the slope coefficients in the two models?
d.
What is the theory underlying the two models?
e.
Can you compare the 
r
2
terms of the two models? Why or why not?
f.
The Jarque–Bera normality statistic for the first model in this problem is 1.1167
and for the second model it is 1.1170. What conclusions can you draw from these
statistics?
g.
The 
t
value of the slope coefficient in the zero intercept model is about 2.95,
whereas that with the intercept present is about 2.81. Can you rationalize this
result?
6.3. Consider the following regression model:
1
Y
i
=
β
1
+
β
2
1
X
i
+
u
i
Note: 
Neither 
Y
nor 
X
assumes zero value.
a.
Is this a linear regression model?
b.
How would you estimate this model?
c.
What is the behavior of 
Y
as 
X
tends to infinity?
d.
Can you give an example where such a model may be appropriate?

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