for this sample regression function, i need to critique the performance(this is
ID: 3218602 • Letter: F
Question
for this sample regression function, i need to critique the performance(this is for durable goods), this includes using signs, magnitudes, coefficient of variaiton
y is real personal consumption expenditures, i is real disposable personal income, px is personal consumption expenditures:durable goods:chain-type price index, py is personal consumption expenditures: nondurable goods:chain price index, expect is the university of michigan consumer sentiment, debt is the total consumer credit outstanding, real debt is debt/gdpdef(gross domestic product:implicit price deflator)*100, r is the 3 year treasury constant maturity rate. These are all on FRED (http://research.stlouisfed.org/fred2/)
LS Y C PX PY I R REALDEBT(-1)/I(-1) EXPECT
Dependent Variable: Y
Method: Least Squares
Date: 04/06/17 Time: 22:53
Sample (adjusted): 1999Q2 2016Q4
Included observations: 71 after adjustments
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
-1683.548
717.2326
-2.347283
0.0220
PX
-4.317528
3.720258
-1.160545
0.2501
PY
5.581839
1.464721
3.810854
0.0003
I
0.117661
0.029306
4.014869
0.0002
R
4.145621
4.312155
0.961380
0.3400
REALDEBT(-1)/I(-1)
4231.104
687.4687
6.154613
0.0000
EXPECT
4.844775
0.403340
12.01165
0.0000
R-squared
0.985330
Mean dependent var
1099.293
Adjusted R-squared
0.983955
S.D. dependent var
238.9711
S.E. of regression
30.27038
Akaike info criterion
9.751603
Sum squared resid
58642.93
Schwarz criterion
9.974684
Log likelihood
-339.1819
Hannan-Quinn criter.
9.840315
F-statistic
716.4465
Durbin-Watson stat
1.540903
Prob(F-statistic)
0.000000
Dependent Variable: Y
Method: Least Squares
Date: 04/06/17 Time: 22:53
Sample (adjusted): 1999Q2 2016Q4
Included observations: 71 after adjustments
Variable
Coefficient
Std. Error
t-Statistic
Prob.
C
-1683.548
717.2326
-2.347283
0.0220
PX
-4.317528
3.720258
-1.160545
0.2501
PY
5.581839
1.464721
3.810854
0.0003
I
0.117661
0.029306
4.014869
0.0002
R
4.145621
4.312155
0.961380
0.3400
REALDEBT(-1)/I(-1)
4231.104
687.4687
6.154613
0.0000
EXPECT
4.844775
0.403340
12.01165
0.0000
R-squared
0.985330
Mean dependent var
1099.293
Adjusted R-squared
0.983955
S.D. dependent var
238.9711
S.E. of regression
30.27038
Akaike info criterion
9.751603
Sum squared resid
58642.93
Schwarz criterion
9.974684
Log likelihood
-339.1819
Hannan-Quinn criter.
9.840315
F-statistic
716.4465
Durbin-Watson stat
1.540903
Prob(F-statistic)
0.000000
Explanation / Answer
Ho: model is not significant
H1: model is significant
With F= 716.44 and p-value < 0.05, I reject ho and conclude that model is significant
Ho; beta_i is not significant
H1: beta_i is significant
if p-value <0.5, i reject ho at 5% level of significane.
ariable Coefficient Std. Error t-Statistic Prob. significant C -1684 717.2 -2.35 0.022 significant with a unit increase in C there is 1684 units decrease in Y PX -4.32 3.72 -1.16 0.25 not significant with a unit increase in px there is 4.32 units decrease in Y PY 5.582 1.465 3.811 3E-04 significant with a unit increase in py there is 5.58 units increase in Y I 0.118 0.029 4.015 2E-04 significant with a unit increase in I there is .118 units INcrease in Y R 4.146 4.312 0.961 0.34 not significant with a unit increase in R there is 4.146 units decrease in Y REALDEBT(-1)/I(-1) 4231 687.5 6.155 0 significant with a unit increase in REALDEBT(-1)/I(-1) there is 4231 units INcrease in Y EXPECT 4.845 0.403 12.01 0 significant with a unit increase in EXPECT there is 4.845 units increase in YRelated Questions
Navigate
Integrity-first tutoring: explanations and feedback only — we do not complete graded work. Learn more.