03 Jun Question See attachment for questions:
Question
See attachment for questions:
Suppose we want to investigate the money spending behavior in the US, by using the following model
M2t = fio + PiGDPt + fcFFRt + fijnflationt + st
C P l t — C P l t— 4 where ?2: money supply, GDP: Gross Domestic Product, FFR: interest rate, lnflation= — — * 100
and CPI: Consumer Price Index.
We expect thatf)i >0,<0, /?? > 0
We want to test the seasonality effect to see if the US money supply is larger during the Thanksgiving and Christmas
holidays (last quarter of the year).
The quarterly dummy variables are defined as
51 = 1 for Quarter 1, = 0 otherwise S3 =1 for Quarter 3, = 0 otherwise
52 = 1 for Quarter 2, = 0 otherwise S4 =1 for Quarter 4, = 0 otherwise
After regressing without the dummy variables we get the following results:
Dependent Variable: ?2
Method: Least Squares
Date: 09/05/14 Time: 14:06
Sample (adjusted): 1991Q1 2008Q4
Included observations: 72 after adjustments
Question 1 (25%)
Variable Coefficient Std. Error t-Statistic Prob.
? 17.35961 104.2171 0.166572 0.8682
GDP 0.533719 0.007350 72.61667 0.0000
FFR -106.6752 11.36128 -9.389367 0.0000
INFLATION 92.00183 20.81161 4.420698 0.0000
R-squared 0.990164 Mean dependent var 5015.053
Adjusted R-squared 0.989730 S.D. dependent var 1455.821
S.E. of regression 147.5375 Akaike info criterion 12.87999
Sum squared resid 1480178. Schwarz criterion 13.00648
Log likelihood -459.6798 Hannan-Quinn criter. 12.93035
F-statistic 2281.682 Durbin-Watson stat 0.525617
Prob(F-statistic) 0.000000
A. Analyze the sign of the coefficients. Are they consistent with what we expect? Analyze the effect of
each coefficient to the dependent variable.
We now apply the seasonal effects (by adding dummy variables) to our model and we get the following outputs in
each case
Dependent Variable: M2
Method: Least Squares
Date: 09/05/14 Time: 14:07
Sample (adjusted): 1991Q1 2008Q4
Included observations: 72 after adjustments
Variable Coe fficient Std. Error t-Statistic Prob.
C 45.63989 107.8607 0.423137 0 .6736
GDP 0.533536 0.007399 72.10652 0.0000
FFR -106.5331 11.42487 -9.324662 0.0000
INFLATION 95.61539 21.09593 4.532409 0.0000
S1 -24.45142 49.73021 -0.491681 0.6246
S2 -63.74150 49.83238 -1.279118 0.2054
S3 -60.87846 49.74099 -1.223909 0.2254
R-squared 0.9 90495 Mean dependent var 501 5.053
Adjusted R-squared 0.989618 S.D. dependent var 1455.821
S.E. of regression 148.3399 Akaike info criterion 12.92905
Sum squared resid 1430307. Schwarz criterion 13.15040
Log likelihood -458.4460 Hannan-Quinn criter. 13.01717
F-statistic 1128.911 Durbin-Watson stat 0.492410
Prob(F-statistic) 0.000000
Dependent Variable: M2
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